mcp-index

<img src="./assets/repo-header.png" alt="MCP Index" width="100%" /> <h1 align="center">MCP Index</h1> <p align="center">An ever growing list of <a href="https://modelcontextprotocol.io">MCP servers</a> 📡 📁</p> ## Official Servers - <img src="https://github.com/21st-dev.png?size=120" width="12px" height="12px" /> **[Magic MCP](https://github.com/21st-dev/magic-mcp)** - Magic MCP is an AI tool that allows developers to create user interface components simply by describing them in everyday language. It works with popular coding environments, making the UI design process faster and more intuitive. - <img src="https://github.com/apimatic.png?size=120" width="12px" height="12px" /> **[APIMatic Validator](https://github.com/apimatic/apimatic-validator-mcp)** - Validates OpenAPI specifications using APIMatic's API to ensure compliance and identify issues early. Supports both JSON and YAML formats and works with OpenAPI versions 2.0 and 3.0. - <img src="https://github.com/apify.png?size=120" width="12px" height="12px" /> **[Apify Actors MCP Server](https://github.com/apify/actors-mcp-server)** - Enable interaction with various Apify Actors to perform specific tasks through an MCP server configuration. It supports HTTP server access via Server-Sent Events (SSE) and local server functionality through standard input/output. - <img src="https://github.com/axiomhq.png?size=120" width="12px" height="12px" /> **[Axiom MCP Server](https://github.com/axiomhq/mcp-server-axiom)** - Queries Axiom datasets using Axiom Processing Language (APL) and lists available datasets. - <img src="https://github.com/base.png?size=120" width="12px" height="12px" /> **[Base MCP Server](https://github.com/base/base-mcp)** - Enables interaction with the Base blockchain and Coinbase API for AI applications. Supports wallet management, fund transfers, smart contract deployments, and onchain lending functionality. - <img src="https://github.com/browserbase.png?size=120" width="12px" height="12px" /> **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Provides cloud browser automation capabilities, enabling interaction with web pages, taking screenshots, and executing JavaScript in a cloud browser environment. - <img src="https://github.com/chargebee.png?size=120" width="12px" height="12px" /> **[Chargebee MCP Server](https://github.com/chargebee/agentkit)** - Integrate Chargebee's API services and documentation directly into coding environments to enhance development efficiency. Provide context-aware code snippets and access to Chargebee's knowledge base for streamlined integration processes. - <img src="https://github.com/chroma-core.png?size=120" width="12px" height="12px" /> **[Chroma MCP Server](https://github.com/chroma-core/chroma-mcp)** - Integrates vector database capabilities for managing collections, performing semantic searches, and retrieving data with advanced filtering. Enhances AI models with powerful data retrieval features to improve context and performance. - <img src="https://github.com/cloudflare.png?size=120" width="12px" height="12px" /> **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Interact with Cloudflare services including deploying Workers, managing KV Store, handling R2 Storage, executing SQL queries in D1 databases, and retrieving analytics data. - <img src="https://github.com/comet-ml.png?size=120" width="12px" height="12px" /> **[Opik MCP Server](https://github.com/comet-ml/opik-mcp)** - Integrates with IDEs to provide access to Opik features via a standardized protocol. Facilitates the management of prompts, projects, and metrics with a unified interface and various transport options for flexible integration. - <img src="https://github.com/devhub.png?size=120" width="12px" height="12px" /> **[DevHub CMS Integration](https://github.com/devhub/devhub-cms-mcp)** - Manage content within the DevHub CMS system, allowing for the creation, updating, and retrieval of blog posts and media through an intuitive interface. Integrates with Large Language Models to enhance content management tasks without direct API integration. - <img src="https://github.com/elie222.png?size=120" width="12px" height="12px" /> **[Inbox Zero](https://github.com/elie222/inbox-zero)** - Manage emails effectively with an AI assistant that automates various tasks related to inbox organization and communication. Integrates into environments like Cursor and Claude Desktop for enhanced email management. - <img src="https://github.com/exa-labs.png?size=120" width="12px" height="12px" /> **[Exa Search](https://github.com/exa-labs/exa-mcp-server)** - Fast and intelligent web search and crawling that combines embeddings and traditional search methods to provide optimal results for large language models (LLMs). It facilitates real-time web information retrieval in a secure environment. - <img src="https://github.com/github.png?size=120" width="12px" height="12px" /> **[GitHub](https://github.com/github/github-mcp-server)** - Interact with GitHub repositories, manage issues, and automate workflows using GitHub's APIs for seamless integration and advanced functionality. - <img src="https://github.com/gotohuman.png?size=120" width="12px" height="12px" /> **[gotoHuman](https://github.com/gotohuman/gotohuman-mcp-server)** - Request human reviews for AI-generated content through a webhook-based workflow. Supports seamless integration into AI workflows, allowing for customizable human approval processes. - <img src="https://github.com/graphlit.png?size=120" width="12px" height="12px" /> **[Graphlit](https://github.com/graphlit/graphlit-mcp-server)** - Integrate various data sources such as Slack, Gmail, and web feeds into Graphlit projects, enabling efficient retrieval and searching of relevant content via MCP clients. - <img src="https://github.com/heroku.png?size=120" width="12px" height="12px" /> **[Heroku Platform MCP Server](https://github.com/heroku/heroku-mcp-server)** - Facilitates interaction with Heroku Platform resources using natural language, enabling users to manage applications, dynos, and add-ons through LLM-driven tools. - <img src="https://github.com/hyperbrowserai.png?size=120" width="12px" height="12px" /> **[Hyperbrowser](https://github.com/hyperbrowserai/mcp)** - Scrape and extract structured data from webpages and crawl internet resources. Provides access to general purpose browser agents for tasks involving web interactions. - <img src="https://github.com/integromat.png?size=120" width="12px" height="12px" /> **[Make MCP Server](https://github.com/integromat/make-mcp-server)** - Connects to Make accounts to utilize On-Demand scenarios as callable tools for AI assistants, enabling seamless interaction with automation workflows. Returns output in structured JSON for AI processing. - <img src="https://github.com/its-dart.png?size=120" width="12px" height="12px" /> **[Dart](https://github.com/its-dart/dart-mcp-server)** - A server implementation for the Model Context Protocol using Dart, enabling connection between AI models and various tools or data sources. It supports prompt management and resource templates, along with tools for task and document management. - <img src="https://github.com/jamsocket.png?size=120" width="12px" height="12px" /> **[ForeverVM](https://github.com/jamsocket/forevervm)** - Enable agents to execute Python code seamlessly within a REPL environment, allowing for on-the-fly script creation and execution. It enhances automation and coding capabilities directly within workflows. - <img src="https://github.com/makenotion.png?size=120" width="12px" height="12px" /> **[Notion API Server](https://github.com/makenotion/notion-mcp-server)** - Integrate applications with Notion by automating tasks and managing workspace contents through the Notion API. Support for various operations is provided while adhering to the limitations of the Notion API. - <img src="https://github.com/mendableai.png?size=120" width="12px" height="12px" /> **[Firecrawl MCP Server](https://github.com/mendableai/firecrawl-mcp-server)** - Integrates with Firecrawl for advanced web scraping capabilities including structured data extraction and batch processing, while supporting both cloud and self-hosted deployments. Provides features like automatic retries, rate limiting, and content analysis powered by LLMs. - <img src="https://github.com/metoro-io.png?size=120" width="12px" height="12px" /> **[Metoro MCP Server](https://github.com/metoro-io/metoro-mcp-server)** - Interact with Kubernetes clusters through Metoro's APIs via the Claude Desktop App. Facilitates communication between AI models and Kubernetes management operations. - <img src="https://github.com/microsoft.png?size=120" width="12px" height="12px" /> **[Playwright Automation](https://github.com/microsoft/playwright-mcp)** - Automate web interactions on web pages using structured accessibility data for reliable navigation and data extraction without the need for visual models. Enables LLMs to perform actions by leveraging Playwright's accessibility tree. - <img src="https://github.com/needle-ai.png?size=120" width="12px" height="12px" /> **[Needle](https://github.com/needle-ai/needle-mcp)** - Manage documents and perform searches utilizing Needle's capabilities through Claude's Desktop Application. - <img src="https://github.com/oceanbase.png?size=120" width="12px" height="12px" /> **[OceanBase MCP Server](https://github.com/oceanbase/mcp-oceanbase)** - Facilitates secure interaction with OceanBase databases, allowing users to list tables, read data, and execute SQL queries through a controlled interface. - <img src="https://github.com/oxylabs.png?size=120" width="12px" height="12px" /> **[Oxylabs MCP](https://github.com/oxylabs/oxylabs-mcp)** - Fetch and process content from specified URLs using the Oxylabs Web Scraper API, enabling easy access to web data. - <img src="https://github.com/pydantic.png?size=120" width="12px" height="12px" /> **[Logfire MCP Server](https://github.com/pydantic/logfire-mcp)** - Analyzes telemetry data and distributed traces using OpenTelemetry. Queries metrics and performs SQL queries for insights into application exceptions and errors in real-time. - <img src="https://github.com/qdrant.png?size=120" width="12px" height="12px" /> **[Qdrant Server](https://github.com/qdrant/mcp-server-qdrant)** - Stores and retrieves information using the Qdrant vector search engine, enabling semantic search for relevant data. It functions as a memory layer for AI applications accessing external tools and information. - <img src="https://github.com/screenshotone.png?size=120" width="12px" height="12px" /> **[ScreenshotOne MCP Server](https://github.com/screenshotone/mcp)** - Render website screenshots and obtain them as images to integrate screenshot capabilities into applications. Capture and utilize website visuals effortlessly through a powerful API. - <img src="https://github.com/semgrep.png?size=120" width="12px" height="12px" /> **[Semgrep MCP Server](https://github.com/semgrep/mcp)** - Scan code for security vulnerabilities and create custom rules with Semgrep. It provides an interface for advanced code analysis and security enhancements. - <img src="https://github.com/stripe.png?size=120" width="12px" height="12px" /> **[Stripe Agent Toolkit](https://github.com/stripe/agent-toolkit)** - Integrate with Stripe APIs using function calling to manage customers and products, as well as facilitate interactions with various Stripe services. - <img src="https://github.com/tavily-ai.png?size=120" width="12px" height="12px" /> **[Tavily MCP Server](https://github.com/tavily-ai/tavily-mcp)** - Enables real-time web search and data extraction capabilities by providing seamless integration with various data sources and tools through the Model Context Protocol. - <img src="https://github.com/tinybirdco.png?size=120" width="12px" height="12px" /> **[Tinybird Analytics](https://github.com/tinybirdco/mcp-tinybird)** - Connect to Tinybird's real-time analytics platform to search and analyze data using the Tinybird Query API and existing API endpoints. - <img src="https://github.com/translated.png?size=120" width="12px" height="12px" /> **[Lara Translate](https://github.com/translated/lara-mcp)** - Provides translation capabilities with automatic language detection and context-aware translations. Supports multiple language pairs and allows for the fine-tuning of translations using custom instructions. - <img src="https://github.com/vectorize-io.png?size=120" width="12px" height="12px" /> **[Vectorize MCP Server](https://github.com/vectorize-io/vectorize-mcp-server)** - Integrates advanced vector retrieval and text extraction capabilities, enabling document searches and Markdown text extraction from various file types. Supports deep research generation from custom data pipelines. - <img src="https://github.com/yamadashy.png?size=120" width="12px" height="12px" /> **[Repomix](https://github.com/yamadashy/repomix)** - Transforms codebases into AI-friendly formats to facilitate analysis by AI tools, improving code reviews and enabling refactoring suggestions. Consolidates repository information through a single command for better AI understanding. ## Web Search - <img src="https://github.com/153913232a.png?size=120" width="12px" height="12px" /> **[Webpack Vue App](https://github.com/153913232a/webpack-vue)** - This server is a Vue.js application designed to mimic the CNode community, allowing users to create and explore posts in a dedicated test area. It's equipped with a modern development setup using webpack, making it easy to run and modify. - <img src="https://github.com/34892002.png?size=120" width="12px" height="12px" /> **[Bilibili MCP](https://github.com/34892002/bilibili-mcp-js)** - The Bilibili MCP server allows users to search for videos on Bilibili, a popular Chinese video-sharing platform. It provides a straightforward API for retrieving video details such as titles, authors, view counts, and durations. - <img src="https://github.com/8enSmith.png?size=120" width="12px" height="12px" /> **[Open Library MCP Server](https://github.com/8enSmith/mcp-open-library)** - Connect AI assistants to the Open Library to search and retrieve detailed information about books and authors, providing structured JSON responses. - <img src="https://github.com/Abhi5h3k.png?size=120" width="12px" height="12px" /> **[URL2SNAP](https://github.com/Abhi5h3k/MCP-URL2SNAP)** - Capture screenshots of any specified URL and return the access URL for the captured image, facilitating webpage snapshot sharing and integration into automation workflows. - <img src="https://github.com/ac3xx.png?size=120" width="12px" height="12px" /> **[Kagi Search](https://github.com/ac3xx/mcp-servers-kagi)** - Access Kagi's search engine to perform web searches, providing high-quality, ad-free results through its API. The server is currently in private beta and includes functionality for basic search operations. - <img src="https://github.com/acgkiss.png?size=120" width="12px" height="12px" /> **[Alnitak](https://github.com/acgkiss/alnitak)** - A dynamic video sharing platform that supports real-time interactions, including video playback, comments, and user engagement. It features video transcoding, WebSocket-based real-time communication, and role-based access control for secure management. - <img src="https://github.com/acgkiss.png?size=120" width="12px" height="12px" /> **[Alnitak](https://github.com/acgkiss/alnitak)** - A dynamic video platform supporting real-time interactions, featuring video playback, live comments, and content management functionalities. It includes video transcoding, real-time messaging, and role-based access control through JWT-based authentication. - <img src="https://github.com/adamwattis.png?size=120" width="12px" height="12px" /> **[Resource Hub Server](https://github.com/adamwattis/resource-hub-server)** - Connects to a centralized hub for managing and configuring MCP servers, facilitating access to shared tools and resources across various environments. Simplifies the management of MCP server settings from a single configuration point. - <img src="https://github.com/adenot.png?size=120" width="12px" height="12px" /> **[Google Custom Search Server](https://github.com/adenot/mcp-google-search)** - Provides web search capabilities using the Google Custom Search API and extracts content from web pages. - <img src="https://github.com/adhikasp.png?size=120" width="12px" height="12px" /> **[Twikit Twitter Search](https://github.com/adhikasp/mcp-twikit)** - Search and analyze Twitter data integration using the Model Context Protocol, facilitating access to various Twitter data for analysis and insights. - <img src="https://github.com/adhikasp.png?size=120" width="12px" height="12px" /> **[Reddit Content](https://github.com/adhikasp/mcp-reddit)** - Fetch and analyze content from Reddit, including retrieving hot threads and detailed post content with comments across various post types such as text, link, and gallery. - <img src="https://github.com/aditya002p.png?size=120" width="12px" height="12px" /> **[Exa Web Search Server](https://github.com/aditya002p/mcp-server)** - Enables AI models to conduct real-time web searches, including academic paper searches, social media queries, and company research using a search API. Provides structured search results with content snippets and supports caching of recent searches for quick access. - <img src="https://github.com/adityak74.png?size=120" width="12px" height="12px" /> **[Scholarly Search](https://github.com/adityak74/mcp-scholarly)** - Search for academic articles in arXiv, providing access to a range of scholarly content and resources. - <img src="https://github.com/afrise.png?size=120" width="12px" height="12px" /> **[Academic Paper Search Server](https://github.com/afrise/academic-search-mcp-server)** - Enables searching and retrieving academic paper information from multiple sources, providing access to paper metadata, abstracts, and full-text content when available. It returns structured data responses adhering to the MCP specification. - <img src="https://github.com/aeon-seraph.png?size=120" width="12px" height="12px" /> **[SearXNG Model Context Protocol Server](https://github.com/aeon-seraph/searxng-mcp)** - Enables language models to perform web searches through the SearXNG search engine by sending search queries and receiving formatted results. Facilitates real-time data retrieval for enhanced model responses. - <img src="https://github.com/AI-Agent-Hub.png?size=120" width="12px" height="12px" /> **[Open MCP Marketplace](https://github.com/AI-Agent-Hub/mcp-marketplace)** - A web-based plugin that enables browsing, selecting, and installing MCP tools from various marketplaces, enhancing AI agents with capabilities such as map location, search, and payment integration. It features an autonomous tool dispatcher to optimize tool selection based on ratings and usage statistics. - <img src="https://github.com/AI-FE.png?size=120" width="12px" height="12px" /> **[Dify Server](https://github.com/AI-FE/dify-mcp-server)** - Integrates the Dify AI API to generate Ant Design business component code, supporting both text and image inputs while handling file uploads and providing stream-based responses. - <img src="https://github.com/Ai-Quill.png?size=120" width="12px" height="12px" /> **[Scraper.is MCP Server](https://github.com/Ai-Quill/scraperis-mcp)** - A web scraping tool that enables extraction of data from websites using natural language queries, providing structured results in JSON or Markdown formats. It also supports capturing screenshots and offers real-time progress updates during scraping operations. - <img src="https://github.com/Ai-Quill.png?size=120" width="12px" height="12px" /> **[Scraper.is](https://github.com/Ai-Quill/scraperis-mcp)** - Scraper.is provides tools for extracting web content and capturing screenshots, enabling access to real-time information from the web. It supports multiple output formats such as markdown, HTML, and JSON for the extracted data. - <img src="https://github.com/Aias.png?size=120" width="12px" height="12px" /> **[barnsworthburning](https://github.com/Aias/barnsworthburning-mcp)** - Search through a digital commonplace book filled with bookmarks and snippets on various topics including design, software, art, architecture, craft, writing, and literature. - <img src="https://github.com/Ajey95.png?size=120" width="12px" height="12px" /> **[Amazon Rainforest Travel Guide](https://github.com/Ajey95/MCP)** - An AI-powered travel assistant that helps users plan routes and discover accommodations, adventure spots, and cultural sites in the Amazon Rainforest while providing essential travel precautions and real-time information through location-based services. - <img src="https://github.com/AkekaratP.png?size=120" width="12px" height="12px" /> **[Flight and Stay Search Server](https://github.com/AkekaratP/flights-mcp-ts)** - Provides flight and accommodation search capabilities using the Duffel API, enabling users to search for one-way, round-trip, and multi-city flights and obtain detailed flight offers. Users can also filter results based on preferences like cabin class and passenger count, while accessing guest reviews for stays. - <img src="https://github.com/AkhrHysd.png?size=120" width="12px" height="12px" /> **[PokeAPI MCP Server](https://github.com/AkhrHysd/mcp-pokeapi-server)** - Retrieve detailed Pokémon information via the Model Context Protocol (MCP) using PokeAPI. It facilitates fetching data by Pokémon name or ID through a standardized JSON-RPC interface. - <img src="https://github.com/AkekaratP.png?size=120" width="12px" height="12px" /> **[Airbnb Search and Listing Details Server](https://github.com/AkekaratP/mcp-server-airbnb)** - Search Airbnb listings and retrieve detailed information about specific listings using structured JSON data. The server respects Airbnb's robots.txt rules and does not require an API key. - <img src="https://github.com/akream.png?size=120" width="12px" height="12px" /> **[Python Cat Facts Server](https://github.com/akream/mcppython)** - Provides real-time and on-demand cat facts via a FastAPI server using Server-Sent Events (SSE) transport, allowing users to subscribe to a stream of cat facts or request a random fact instantly. - <img src="https://github.com/aldrin-labs.png?size=120" width="12px" height="12px" /> **[Metaplex Server](https://github.com/aldrin-labs/metaplex-mcp-server)** - Access Metaplex documentation, retrieve repository details from the metaplex-foundation, and search code across Metaplex repositories. - <img src="https://github.com/Alex-Smith-1234.png?size=120" width="12px" height="12px" /> **[Map MCP Server](https://github.com/Alex-Smith-1234/Map_MCP)** - Integrate dynamic data and manipulate context in real-time to enhance user interactions with external resources. Navigate to specified locations using an asynchronous tool function within a Docker environment. - <img src="https://github.com/alexandrebagio.png?size=120" width="12px" height="12px" /> **[SWAPI Server](https://github.com/alexandrebagio/swapi-mcp)** - Integrate with the Star Wars API to fetch and manipulate data about the Star Wars universe, specifically focusing on listing planets and people. Provides structured information such as climate, terrain, and population of planets. - <img src="https://github.com/Alihkhawaher.png?size=120" width="12px" height="12px" /> **[Everything Search](https://github.com/Alihkhawaher/everything-search-server)** - Integrates with the Everything Search Engine to provide advanced file search capabilities including full text search, case sensitivity, whole word matching, and regex support. Offers sorting options and formats results with human-readable file sizes and formatted dates. - <img src="https://github.com/alimo7amed93.png?size=120" width="12px" height="12px" /> **[Webhook Tester](https://github.com/alimo7amed93/webhook-tester-mcp)** - Automate and manage webhook tokens, inspect incoming requests, and perform analytics without the need for custom API integrations. Enhance webhook workflows with modular tools for observability and automated testing. - <img src="https://github.com/allenday.png?size=120" width="12px" height="12px" /> **[Solr Integration](https://github.com/allenday/solr-mcp)** - Access Apache Solr indexes for executing hybrid search queries that combine keyword precision with vector semantic understanding, supporting both document content and vector embeddings in unified collections. - <img src="https://github.com/ameeralns.png?size=120" width="12px" height="12px" /> **[DeepResearch](https://github.com/ameeralns/DeepResearchMCP)** - Conducts iterative research on various topics through automated web searches and generates comprehensive reports that include executive summaries, analyses, and visualizations while ensuring content management and error resilience. - <img src="https://github.com/amotivv.png?size=120" width="12px" height="12px" /> **[Web Content Server](https://github.com/amotivv/cloudflare-browser-rendering)** - Fetch and process web content for LLM context using Cloudflare Browser Rendering, enabling real-time web data extraction and structured content summarization. - <img src="https://github.com/amotivv.png?size=120" width="12px" height="12px" /> **[Cloudflare Browser Rendering](https://github.com/amotivv/cloudflare-browser-rendering-mcp)** - Fetch and process web content for contextual use in LLMs, with capabilities for structured content extraction and documentation search. Capture screenshots of web pages to enhance insights and contextual understanding. - <img src="https://github.com/amysatterlee.png?size=120" width="12px" height="12px" /> **[National Park Services Data Server](https://github.com/amysatterlee/nps_mcp)** - Retrieve and explore data related to the National Park Services, including lists of national parks by state and detailed information about specific parks. - <img src="https://github.com/AnCode666.png?size=120" width="12px" height="12px" /> **[NASA API Integration Server](https://github.com/AnCode666/nasa-mcp)** - Retrieve astronomical data, space weather information, and Earth imagery from NASA's APIs. Query various services such as Astronomy Picture of the Day and Near Earth Objects for real-time data retrieval. - <img src="https://github.com/Anansitrading.png?size=120" width="12px" height="12px" /> **[Poe Proxy Server](https://github.com/Anansitrading/poe-proxy-mcp)** - Proxy for the Poe.com API that enables querying multiple AI models with session management, real-time streaming responses, and file sharing capabilities. Facilitates integration with web clients using SSE transport and offers special support for Claude 3.7 Sonnet's thinking protocol. - <img src="https://github.com/andybrandt.png?size=120" width="12px" height="12px" /> **[Simple Arxiv](https://github.com/andybrandt/mcp-simple-arxiv)** - Provides access to arXiv papers through their API, enabling searches for papers by title and abstract, retrieval of metadata and abstracts, and access to various paper formats including PDF and HTML. - <img src="https://github.com/andybrandt.png?size=120" width="12px" height="12px" /> **[Simple Timeserver](https://github.com/andybrandt/mcp-simple-timeserver)** - Provides local and UTC time information, allowing AI models to access current time and timezone details from the user's machine. - <img src="https://github.com/andybrandt.png?size=120" width="12px" height="12px" /> **[Simple PubMed](https://github.com/andybrandt/mcp-simple-pubmed)** - Access and search PubMed articles through the Entrez API, retrieve article abstracts, and download full-text content for open access articles when available. - <img src="https://github.com/angheljf.png?size=120" width="12px" height="12px" /> **[NYTimes Article Search](https://github.com/angheljf/nyt)** - A TypeScript-based MCP server that searches New York Times articles from the last 30 days using a specified keyword. It integrates with the New York Times API to retrieve article information based on user queries. - <img src="https://github.com/angrysky56.png?size=120" width="12px" height="12px" /> **[Windows Website Downloader](https://github.com/angrysky56/mcp-windows-website-downloader)** - Downloads websites and their associated assets while maintaining a navigable structure. Prepares content for retrieval-augmented generation (RAG) indexing, creating organized folders and indexes for each site downloaded. - <img src="https://github.com/anewkim.png?size=120" width="12px" height="12px" /> **[Docusaurus Static Site Generator](https://github.com/anewkim/docusaurus)** - Generate and deploy modern static websites efficiently, with features for live reloading during development and seamless deployment to GitHub Pages or other static hosting services. Provides an extensible framework for website management and content generation. - <img src="https://github.com/anpigon.png?size=120" width="12px" height="12px" /> **[Obsidian Omnisearch](https://github.com/anpigon/mcp-server-obsidian-omnisearch)** - Programmatically search through notes stored in an Obsidian vault using a REST API, returning absolute paths to matching notes for easy integration with other services. It enhances the note-taking experience by leveraging advanced search capabilities. - <img src="https://github.com/AnuragRai017.png?size=120" width="12px" height="12px" /> **[Python Documentation Server](https://github.com/AnuragRai017/python-docs-server-MCP-Server)** - Fetches Python documentation using the Brave Search API, providing relevant links based on search queries for an enhanced coding experience. - <img src="https://github.com/apappascs.png?size=120" width="12px" height="12px" /> **[Tavily Search](https://github.com/apappascs/tavily-search-mcp-server)** - Integrates the Tavily Search API to perform optimized web searches tailored for LLMs, allowing for control over search parameters such as depth, topic, and time range. It extracts relevant content from results, focusing on quality and size. - <img src="https://github.com/apify.png?size=120" width="12px" height="12px" /> **[RAG Web Browser Server](https://github.com/apify/mcp-server-rag-web-browser)** - Connects AI models to perform web searches and scrape content, returning information in Markdown format. It facilitates interaction between AI agents and web pages, optimizing data retrieval for large language models. - <img src="https://github.com/appleinmusic.png?size=120" width="12px" height="12px" /> **[Baidu Search Server](https://github.com/appleinmusic/baidu-search-mcp)** - Enables AI assistants to perform web searches using the Baidu Wenxin API, supporting multiple models and providing search results along with reference sources. Features include deep search options and recency filtering for improved search relevance. - <img src="https://github.com/apridachin.png?size=120" width="12px" height="12px" /> **[Kagi Search](https://github.com/apridachin/kagi-search-mcp)** - Search the web using the Kagi API to retrieve answers and enrich the model context with web content and the latest news. - <img src="https://github.com/arben-adm.png?size=120" width="12px" height="12px" /> **[Tavily Search](https://github.com/arben-adm/tavily-mcp-search)** - Provides multi-topic search capabilities across various domains such as business, news, finance, and politics using the Tavily API. - <img src="https://github.com/apify.png?size=120" width="12px" height="12px" /> **[Apify Actors MCP Server](https://github.com/apify/actors-mcp-server)** - Enable interaction with various Apify Actors to perform specific tasks through an MCP server configuration. It supports HTTP server access via Server-Sent Events (SSE) and local server functionality through standard input/output. - <img src="https://github.com/arben-adm.png?size=120" width="12px" height="12px" /> **[Brave Search](https://github.com/arben-adm/brave-mcp-search)** - Integrates with Brave Search to perform web and local searches, facilitating information retrieval through AI models. - <img src="https://github.com/arjunkmrm.png?size=120" width="12px" height="12px" /> **[Perplexity Deep Research](https://github.com/arjunkmrm/perplexity-deep-research)** - Enables AI assistants to perform web searches utilizing Perplexity's Deep Research with access to the chat completions API and sonar-deep-research model. Offers a tool for executing search queries with an optional recency filter. - <img src="https://github.com/arjunkmrm.png?size=120" width="12px" height="12px" /> **[Exa AI Search Server](https://github.com/arjunkmrm/exa-mcp-server)** - Connects AI assistants to the Exa AI Search API for real-time web searches, academic inquiries, and social media queries. Supports customizable search capabilities and live crawling for company and competitor research. - <img src="https://github.com/arjunkmrm.png?size=120" width="12px" height="12px" /> **[Perplexity Search](https://github.com/arjunkmrm/perplexity-search)** - A Model Context Protocol server for conducting web searches using Perplexity's Sonar Pro, facilitating retrieval of information based on user-defined queries. It offers a `search` tool that enables AI assistants to filter search results by recency. - <img src="https://github.com/arjunprabhulal.png?size=120" width="12px" height="12px" /> **[Flight Search Service](https://github.com/arjunprabhulal/mcp-flight-search)** - Enables flight searches with real-time data integration through SerpAPI for one-way and round-trip flights, featuring rich logging and a modular code structure for maintenance and scalability. - <img src="https://github.com/arkeodev.png?size=120" width="12px" height="12px" /> **[Search Engine with RAG and MCP](https://github.com/arkeodev/search-engine-with-rag-and-mcp)** - A search engine that integrates web search and content retrieval with Retrieval-Augmented Generation (RAG), facilitating standardized tool invocation through the Model Context Protocol (MCP). It supports both local and cloud-based language models and operates in multiple modes for enhanced versatility in information retrieval. - <img src="https://github.com/AshDevFr.png?size=120" width="12px" height="12px" /> **[Discourse MCP Server](https://github.com/AshDevFr/discourse-mcp-server)** - Search posts on a Discourse forum using the Model Context Protocol for enhanced access to discussions and user engagement. - <img src="https://github.com/assafelovic.png?size=120" width="12px" height="12px" /> **[GPT Researcher](https://github.com/assafelovic/gptr-mcp)** - Autonomously explores and validates numerous sources for relevant, trustworthy, and up-to-date information to enhance research capabilities. Optimizes context usage to provide comprehensive insights for research projects. - <img src="https://github.com/asusevski.png?size=120" width="12px" height="12px" /> **[OpenDota API Server](https://github.com/asusevski/opendota-mcp-server)** - Access real-time Dota 2 statistics, match data, and player profiles through a standard interface. Retrieve hero statistics and insights into professional players and teams effortlessly. - <img src="https://github.com/atlas-comstock.png?size=120" width="12px" height="12px" /> **[Hika MCP Server](https://github.com/atlas-comstock/hika-mcp-server)** - Stream real-time AI-generated perspectives using Server-Sent Events (SSE) for enhanced knowledge exploration. Facilitate the exploration of multiple cognitive viewpoints on search queries, allowing users to deep dive into related knowledge domains. - <img src="https://github.com/atlas-comstock.png?size=120" width="12px" height="12px" /> **[Wise Backend](https://github.com/atlas-comstock/hika-mcp-server)** - Provides real-time streaming of AI-generated knowledge and perspectives through the Server-Sent Events (SSE) protocol, enhancing user search experiences by offering diverse cognitive insights. - <img src="https://github.com/AudienseCo.png?size=120" width="12px" height="12px" /> **[TweetBinder](https://github.com/AudienseCo/mcp-tweetbinder)** - Access Twitter analytics and reporting data, enabling analysis of hashtags, users, and conversations. Generate detailed reports with engagement metrics and sentiment analysis in real-time. - <img src="https://github.com/babo072.png?size=120" width="12px" height="12px" /> **[SchoolFoods](https://github.com/babo072/schoolfoods)** - Retrieve school meal information by accessing detailed meal data through school names and dates, supporting various date formats. The server handles duplicate school names and provides suggestions for similar names to improve user experience. - <img src="https://github.com/baidu-maps.png?size=120" width="12px" height="12px" /> **[百度地图 MCP Server](https://github.com/baidu-maps/mcp)** - Provides access to various map services including geocoding, reverse geocoding, and route planning through the Baidu Map API, compatible with the MCP protocol. - <img src="https://github.com/baranwang.png?size=120" width="12px" height="12px" /> **[Deep Research](https://github.com/baranwang/mcp-deep-research)** - Search the web for information using the Tavily API to enhance research capabilities with configurable search parameters. - <img src="https://github.com/baranwang.png?size=120" width="12px" height="12px" /> **[Trends Hub](https://github.com/baranwang/mcp-trends-hub)** - Aggregates trending topics from multiple platforms such as Weibo, Douyin, and Tencent News, providing real-time updates on the latest trends and insights. Supports integration with AI applications through the Model Context Protocol (MCP). - <img src="https://github.com/baidubce.png?size=120" width="12px" height="12px" /> **[AppBuilder-SDK](https://github.com/baidubce/app-builder)** - Integrates Baidu's search capabilities with AI language models to provide intelligent, real-time responses and information retrieval. Customizable features support various search scenarios with options for persona settings, model selection, and query enhancements. - <img src="https://github.com/bbangjooo.png?size=120" width="12px" height="12px" /> **[MCP Finder and Installer](https://github.com/bbangjooo/mcp-installer)** - Discover and connect to Model Context Protocol servers using tools for finding, collecting configuration, and local installation of MCP servers. - <img src="https://github.com/beordle.png?size=120" width="12px" height="12px" /> **[Time Server](https://github.com/beordle/time-mcp-server)** - Provides current time information and supports time conversions between different timezones, including handling Daylight Saving Time and calculating time differences. - <img src="https://github.com/bertGPT-feng.png?size=120" width="12px" height="12px" /> **[DeepSeek Free API](https://github.com/bertGPT-feng/deepseek-free-api)** - Provides access to conversational AI capabilities, enabling multi-turn dialogues and internet searches with zero configuration deployment. Fully compatible with ChatGPT interfaces for enhanced interaction. - <img src="https://github.com/bharathvaj-ganesan.png?size=120" width="12px" height="12px" /> **[Whois Lookup](https://github.com/bharathvaj-ganesan/whois-mcp)** - Perform WHOIS lookups to retrieve domain ownership details, registration dates, and availability directly from AI agents without leaving the workspace. - <img src="https://github.com/bilhasry-deriv.png?size=120" width="12px" height="12px" /> **[Web Accessibility Analysis Server](https://github.com/bilhasry-deriv/mcp-web-a11y)** - Analyze web accessibility of any URL and simulate color blindness using color matrices. The server provides detailed reporting based on the accessibility analysis results. - <img src="https://github.com/billster45.png?size=120" width="12px" height="12px" /> **[ChatGPT Server](https://github.com/billster45/mcp-chatgpt-responses)** - Access OpenAI's ChatGPT API for dynamic conversations with Claude Desktop, featuring customizable parameters and automatic conversation state management. Engage in real-time discussions between AI models with web search capabilities. - <img src="https://github.com/BjornMelin.png?size=120" width="12px" height="12px" /> **[Crawl4AI MCP Server](https://github.com/BjornMelin/crawl4ai-mcp-server)** - Enables high-performance web scraping, crawling, and deep research through a Model Context Protocol server, offering structured data extraction and asynchronous crawling capabilities. Features secure authentication methods and integration with web research tools via CloudFlare Workers for AI-driven data gathering. - <img src="https://github.com/blake365.png?size=120" width="12px" height="12px" /> **[Macrostrat API Server](https://github.com/blake365/macrostrat-mcp)** - Query and analyze comprehensive geologic data using the Macrostrat API, providing access to geologic units, minerals, timescales, and more. Create visualizations based on geological data to enhance understanding. - <img src="https://github.com/blake365.png?size=120" width="12px" height="12px" /> **[USGS Earthquake Data](https://github.com/blake365/usgs-quakes-mcp)** - Access real-time earthquake data from the USGS API, enabling users to query earthquake information based on various parameters and retrieve details about specific events. - <img src="https://github.com/blazickjp.png?size=120" width="12px" height="12px" /> **[ArXiv Server](https://github.com/blazickjp/arxiv-mcp-server)** - Provides access to arXiv research papers via a straightforward MCP interface, enabling AI models to search and retrieve academic articles. - <img src="https://github.com/blazickjp.png?size=120" width="12px" height="12px" /> **[Web Browser](https://github.com/blazickjp/web-browser-mcp-server)** - Provides advanced web browsing capabilities for AI applications, enabling interaction with web content and retrieval of information from online sources. - <img src="https://github.com/bmorphism.png?size=120" width="12px" height="12px" /> **[Marginalia](https://github.com/bmorphism/marginalia-mcp-server)** - Access the Marginalia Search API to perform searches for non-commercial content on the internet, allowing for configurable search parameters and result counts. It includes rate limiting protection and uses the MCP SDK for integration. - <img src="https://github.com/bneil.png?size=120" width="12px" height="12px" /> **[Go Colly Web Crawler](https://github.com/bneil/mcp-go-colly)** - Provides a framework for concurrent web crawling tailored for large language model applications, allowing for the extraction and structuring of web content with customizable settings for depth and domain restrictions. Integrates seamlessly with the Model Context Protocol to facilitate web data integration into LLM workflows with effective error handling and batch processing capabilities. - <img src="https://github.com/BochaAI.png?size=120" width="12px" height="12px" /> **[Bocha Search](https://github.com/BochaAI/bocha-search-mcp)** - Provides access to high-quality world knowledge from billions of web pages and various ecological content sources through a powerful search engine interface. Supports natural language semantic search, offering rich, structured results and vertical domain cards for enhanced information retrieval across multiple domains. - <img src="https://github.com/bradleygolden.png?size=120" width="12px" height="12px" /> **[HexDocs MCP](https://github.com/bradleygolden/hexdocs-mcp)** - HexDocs MCP provides semantic search capabilities for Hex package documentation, enabling integration with AI applications to access and find relevant documentation efficiently. It includes an Elixir binary for processing documentation and a TypeScript server that implements the Model Context Protocol to facilitate searches. - <img src="https://github.com/brianellin.png?size=120" width="12px" height="12px" /> **[Bluesky MCP Server](https://github.com/brianellin/bsky-mcp-server)** - Connect to Bluesky and interact with the ATProtocol using natural language to fetch, analyze, and post content seamlessly. Provides access to various Bluesky API endpoints directly within LLM applications. - <img src="https://github.com/briandconnelly.png?size=120" width="12px" height="12px" /> **[IP Geolocation Server](https://github.com/briandconnelly/mcp-server-ipinfo)** - Retrieve detailed information about an IP address to determine geographic location and network details using the IPInfo API. - <img src="https://github.com/brianshin22.png?size=120" width="12px" height="12px" /> **[Youtube Translate](https://github.com/brianshin22/youtube-translate-mcp)** - Interfacing with the YouTube Translate API to obtain transcripts, translations, subtitles, and summaries of YouTube videos. Enables searching video transcripts for specific keywords and phrases, and directly processes video content to enhance understanding. - <img src="https://github.com/btwiuse.png?size=120" width="12px" height="12px" /> **[NPM Search](https://github.com/btwiuse/npm-search-mcp-server)** - Search for npm packages using the `npm search` command to find relevant libraries and tools from the npm registry. - <img src="https://github.com/bsmi021.png?size=120" width="12px" height="12px" /> **[Webscan](https://github.com/bsmi021/mcp-server-webscan)** - Scan and analyze web content, fetching pages in Markdown format, extracting links, and generating sitemaps for comprehensive site analysis. - <img src="https://github.com/buhe.png?size=120" width="12px" height="12px" /> **[RSS Feed Manager](https://github.com/buhe/mcp_rss)** - Fetch and manage articles from various RSS feeds with features for automatic fetching, filtering, and favoriting articles. Supports importing RSS feed subscriptions via OPML files and exposes the content through an MCP API. - <img src="https://github.com/buger.png?size=120" width="12px" height="12px" /> **[Docs MCP Server](https://github.com/buger/docs-mcp)** - Enables AI assistants to search and interact with documentation or codebases by pointing to a Git repository or local folder, allowing for natural language queries about the contents. - <img src="https://github.com/BurtTheCoder.png?size=120" width="12px" height="12px" /> **[DNStwist](https://github.com/BurtTheCoder/mcp-dnstwist)** - An MCP server for conducting DNS fuzzing to identify typosquatting, phishing, and potential corporate espionage by analyzing domain permutations. - <img src="https://github.com/BurtTheCoder.png?size=120" width="12px" height="12px" /> **[Maigret](https://github.com/BurtTheCoder/mcp-maigret)** - MCP server for conducting OSINT username searches across various social networks and analyzing URLs to collect user account information from public sources. - <img src="https://github.com/cabrit0.png?size=120" width="12px" height="12px" /> **[Master Content Plan Generator](https://github.com/cabrit0/mcp_server_reuneMacacada)** - Generates structured learning paths by aggregating and organizing resources from the web based on specified topics, with support for web search and scraping. The server returns a standardized JSON structure for easy integration with client applications. - <img src="https://github.com/CaChiJ.png?size=120" width="12px" height="12px" /> **[Kakao Mobility & Kakao Map Server](https://github.com/CaChiJ/kakao-navigation-mcp-server)** - Provides location search and route finding services using Kakao's mapping API, enabling geocoding of addresses and optimal path calculation across various transportation modes with consideration for real-time traffic data. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[Website Information MCP Server](https://github.com/cancelei/mcp_test_booking)** - Fetch and parse content from websites using advanced web scraping techniques, including the ability to extract structured data and bypass bot detection. Supports customizable content extraction through CSS selectors and direct HTTP requests. - <img src="https://github.com/Cam10001110101.png?size=120" width="12px" height="12px" /> **[Ollama Deep Researcher](https://github.com/Cam10001110101/mcp-server-ollama-deep-researcher)** - Conduct in-depth research on any topic by generating web search queries, gathering results, summarizing findings, and providing a comprehensive markdown summary of all sources used. - <img src="https://github.com/captainChaozi.png?size=120" width="12px" height="12px" /> **[Search Intent Analysis Service](https://github.com/captainChaozi/search-intent-mcp)** - Analyzes user search keywords to reveal intent and provides insights for enhancing SEO strategies. Delivers possible categories, reasoning, and related references to improve search effectiveness. - <img src="https://github.com/ChanMeng666.png?size=120" width="12px" height="12px" /> **[Google Jobs](https://github.com/ChanMeng666/server-google-jobs)** - Provides capabilities to search for job listings using Google Jobs via SerpAPI integration, supporting multiple languages. - <img src="https://github.com/chat-prompt.png?size=120" width="12px" height="12px" /> **[GPTers AI Knowledge Search Server](https://github.com/chat-prompt/gpters-search-mcp-server)** - Access knowledge from the GPTers AI study community efficiently through an MCP interface, enabling targeted searches based on creation date, author, and board categories. The server integrates with various MCP clients to deliver relevant insights from community content. - <img src="https://github.com/chenmingkong.png?size=120" width="12px" height="12px" /> **[Bilibili API Server](https://github.com/chenmingkong/bilibili-mcp-server)** - Seamlessly access Bilibili's API, enabling advanced searching and data retrieval operations for users, videos, live streams, and articles, as well as fetching video comments (danmaku). Offers functionalities for general searches and precise filtering of results across various content types. - <img src="https://github.com/chenxilol.png?size=120" width="12px" height="12px" /> **[Perplexity Search Golang](https://github.com/chenxilol/perplexity-mcp-go)** - Connect AI models to the Perplexity search API for real-time web searches, retrieving results with citations. Access updated information and related questions to enhance application capabilities. - <img src="https://github.com/chiziuwaga.png?size=120" width="12px" height="12px" /> **[Vercel AI SDK MCP Server](https://github.com/chiziuwaga/vercel-ai-sdk-mcp-project)** - Integrates Vercel AI SDK capabilities into AI development environments to facilitate the generation of objects, text, and UI components. Supports seamless interaction with other tools like Figma and Magic MCP, enhancing design and development workflows. - <img src="https://github.com/chrishayuk.png?size=120" width="12px" height="12px" /> **[Time Server](https://github.com/chrishayuk/chuk-mcp-time-server)** - Retrieve current times and convert between various global timezones using advanced utilities. Provides accurate and reliable time data through a microservice built with Python and asyncio. - <img src="https://github.com/chuanmingliu.png?size=120" width="12px" height="12px" /> **[Web Research Server](https://github.com/chuanmingliu/mcp-webresearch)** - Integrates real-time web research capabilities into workflows by enabling Google search, webpage content extraction, research session tracking, and screenshot capture. - <img src="https://github.com/chuanmingliu.png?size=120" width="12px" height="12px" /> **[Fetch Server](https://github.com/chuanmingliu/servers)** - Fetches web content from specified URLs and converts it to markdown format for easier processing by language models. Supports content extraction with options for maximum length and starting index for truncation. - <img src="https://github.com/Claw256.png?size=120" width="12px" height="12px" /> **[Web Search Server](https://github.com/Claw256/mcp-web-search)** - Provides Google search capabilities with advanced filtering and allows viewing of web content, including markdown conversion. Features include rate limiting, caching, browser instance pooling, and bot detection avoidance. - <img src="https://github.com/Claw256.png?size=120" width="12px" height="12px" /> **[Google Search](https://github.com/Claw256/mcp-web-search)** - Provides Google search capabilities with advanced filtering, web content extraction, and screenshot functionality, including markdown conversion. Features bot detection avoidance and supports authenticated site access. - <img src="https://github.com/cline.png?size=120" width="12px" height="12px" /> **[Cline](https://github.com/cline/cline)** - Enable autonomous coding assistance within an IDE, facilitating file creation and editing, running terminal commands, and interactive debugging through a browser, all while managing user permissions. Extend functionality via custom tools using the Model Context Protocol (MCP) to automate and streamline software development tasks. - <img src="https://github.com/Cleversoft-IT.png?size=120" width="12px" height="12px" /> **[Drupal Modules MCP Server](https://github.com/Cleversoft-IT/drupal-modules-mcp)** - Retrieve detailed information about Drupal modules directly from drupal.org, including version compatibility and installation instructions. - <img src="https://github.com/clssck.png?size=120" width="12px" height="12px" /> **[Research Assistant](https://github.com/clssck/researcher-mcp)** - Integrates with intelligent search and documentation retrieval to assist coding by discovering APIs and modernizing code. Maintains context across queries using a database, while employing advanced query processing and intelligent rate management for effective responses. - <img src="https://github.com/cmann50.png?size=120" width="12px" height="12px" /> **[MCP Chrome Google Search Tool](https://github.com/cmann50/mcp-chrome-google-search)** - Enables the integration of Google search capabilities and extraction of webpage content through the Chrome browser. - <img src="https://github.com/clssck.png?size=120" width="12px" height="12px" /> **[Research Assistant](https://github.com/clssck/researcher-mcp)** - Integrates with Cline and Claude Desktop for intelligent search and documentation retrieval, facilitating API discovery and code modernization while maintaining context across interactions. Uses advanced query processing and rate management for efficient operation. - <img src="https://github.com/code-yeongyu.png?size=120" width="12px" height="12px" /> **[Perplexity Advanced MCP](https://github.com/code-yeongyu/perplexity-advanced-mcp)** - Enhances query processing capabilities with advanced integration for AI models, enabling seamless connectivity between AI systems and various tools or data sources. - <img src="https://github.com/Codeshark-NET.png?size=120" width="12px" height="12px" /> **[ClimateTriage](https://github.com/Codeshark-NET/climate-triage-mcp)** - Integrates with the ClimateTriage API to facilitate searching for open source issues related to climate change and sustainability. Users can filter and sort these issues based on various criteria to find relevant projects for contribution. - <img src="https://github.com/Cognitive-Stack.png?size=120" width="12px" height="12px" /> **[Search Stock News](https://github.com/Cognitive-Stack/search-stock-news-mcp)** - Search real-time stock news with customizable queries and domain-specific filters using the Tavily API. Provides type-safe, configurable search operations for AI workflows. - <img src="https://github.com/codyde.png?size=120" width="12px" height="12px" /> **[Firecrawl Server](https://github.com/codyde/mcp-firecrawl-tool)** - Scrape websites to extract structured data using Firecrawl's APIs, with features for error tracking and performance monitoring. Supports gathering content in various formats and custom schema data extraction. - <img src="https://github.com/ConechoAI.png?size=120" width="12px" height="12px" /> **[OpenAI WebSearch Server](https://github.com/ConechoAI/openai-websearch-mcp)** - Provides real-time web search capabilities for AI assistants, enhancing their responses with current information from the web. It integrates with applications like Claude.app and Zed editor for streamlined usage during conversations. - <img src="https://github.com/CooKey-Monster.png?size=120" width="12px" height="12px" /> **[Ebay MCP server](https://github.com/CooKey-Monster/EbayMcpServer)** - Fetches auction listings from Ebay.com using simple prompts to discover various items, like comics or collectibles, by leveraging Ebay's REST API for real-time auction data. - <img src="https://github.com/Cooooper.png?size=120" width="12px" height="12px" /> **[KKJSBridge](https://github.com/Cooooper/KKJSBridge)** - KKJSBridge enhances the WKWebView experience by providing offline packages, enabling Ajax requests, and synchronizing cookies. It supports modular JSAPI management and allows control over Ajax hooks from both native and HTML5 frameworks. - <img src="https://github.com/coucya.png?size=120" width="12px" height="12px" /> **[Web Requests Server](https://github.com/coucya/mcp-server-requests)** - Enable AI models to fetch, process, and manipulate web content via HTTP requests, providing real-time access to online resources. Convert web data to Markdown and customize headers for enhanced interaction with web pages. - <img src="https://github.com/coyaSONG.png?size=120" width="12px" height="12px" /> **[Advanced YouTube](https://github.com/coyaSONG/youtube-mcp-server)** - Interact with YouTube data to search for videos, channels, and comments, and analyze performance metrics. Retrieve transcripts and generate summaries of video content. - <img src="https://github.com/cr7258.png?size=120" width="12px" height="12px" /> **[Higress AI-Search MCP Server](https://github.com/cr7258/higress-ai-search-mcp-server)** - Enhances AI model responses through real-time search results from various online search engines and integrates internal knowledge bases for improved accuracy and relevance in responses. - <img src="https://github.com/crazyrabbitLTC.png?size=120" width="12px" height="12px" /> **[Tally API Server](https://github.com/crazyrabbitLTC/mpc-tally-api-server)** - Access and retrieve information about DAOs, including governance data, proposals, and comprehensive metadata such as social links. Supports pagination for large result sets and offers sorting options by popularity or exploration status. - <img src="https://github.com/cschmidt0121.png?size=120" width="12px" height="12px" /> **[Splunkbase MCP Server](https://github.com/cschmidt0121/splunkbase-mcp)** - Programmatic access to Splunkbase functionality, enabling users to search for, download, and manage Splunkbase apps through a standardized interface. - <img src="https://github.com/cswkim.png?size=120" width="12px" height="12px" /> **[Discogs Music Catalog Server](https://github.com/cswkim/discogs-mcp-server)** - Facilitates interaction with the Discogs music database to perform catalog operations, execute searches, and manage music collections. Enables integration with clients for streamlined music data workflows. - <img src="https://github.com/ctvidic.png?size=120" width="12px" height="12px" /> **[Strava MCP Server](https://github.com/ctvidic/strava-mcp-server)** - Access and analyze Strava data, including activities, athlete statistics, and social interactions through a language model interface, facilitating personalized insights and performance tracking. - <img src="https://github.com/cyberchitta.png?size=120" width="12px" height="12px" /> **[Scrapling Fetch](https://github.com/cyberchitta/scrapling-fetch-mcp)** - Accesses text content from bot-protected websites to retrieve documentation and reference materials. Optimized for low-volume retrieval, this server facilitates the extraction of text and HTML content that is otherwise inaccessible to AI assistants. - <img src="https://github.com/dabidstudio.png?size=120" width="12px" height="12px" /> **[YouTube Insights](https://github.com/dabidstudio/youtubeinsights-mcp-server)** - Extract insights from YouTube videos, analyze transcripts, and retrieve metadata and channel information. Enable keyword-based video discovery to support content strategy development. - <img src="https://github.com/DaInfernalCoder.png?size=120" width="12px" height="12px" /> **[Researcher](https://github.com/DaInfernalCoder/perplexity-mcp)** - A simple notes system designed to manage and summarize text notes, incorporating an intelligent research assistant with search capabilities for handling various queries efficiently. - <img src="https://github.com/DaInfernalCoder.png?size=120" width="12px" height="12px" /> **[Perplexity-researcher-mcp](https://github.com/DaInfernalCoder/perplexity-mcp)** - An intelligent research assistant that utilizes Perplexity's AI models for query handling, featuring automatic complexity detection to optimize routing to appropriate models for various tasks. It includes search capabilities for efficient information retrieval and basic query handling. - <img src="https://github.com/DaInfernalCoder.png?size=120" width="12px" height="12px" /> **[Research Assistant](https://github.com/DaInfernalCoder/perplexity-mcp)** - Utilizes Perplexity's Sonar Pro API to provide an intelligent research assistant with automatic query complexity detection, optimizing requests to the most suitable model for effective results. It includes search capabilities for straightforward questions and basic information lookup. - <img src="https://github.com/daheepk.png?size=120" width="12px" height="12px" /> **[arXiv Research Assistant](https://github.com/daheepk/arxiv-paper-mcp)** - Facilitates efficient search and exploration of research papers from arXiv.org, enabling users to access detailed metadata, conduct keyword and author-based searches, and generate prompts for summarization and comparison. Provides updates on trending topics across various research categories. - <img src="https://github.com/daniel-lxs.png?size=120" width="12px" height="12px" /> **[Perplexity MCP Server](https://github.com/daniel-lxs/mcp-perplexity)** - Provides a Python-based interface to access the Perplexity API, enabling users to query responses, maintain chat history, and manage conversations while mimicking browser interactions with Perplexity Chat. - <img src="https://github.com/DappierAI.png?size=120" width="12px" height="12px" /> **[Dappier MCP Server](https://github.com/DappierAI/dappier-mcp)** - Provides real-time web search capabilities and access to premium data sources, including news, financial markets, sports, entertainment, and weather information. Facilitates the development of AI agents leveraging diverse data models. - <img src="https://github.com/DARPAI.png?size=120" width="12px" height="12px" /> **[DARPEngine](https://github.com/DARPAI/darp_engine)** - DARPEngine provides smart search capabilities by storing metadata for MCP servers online, enabling efficient discovery and connection to relevant MCP tools. It offers a CLI and API for users to search and route requests based on user queries. - <img src="https://github.com/datalayer.png?size=120" width="12px" height="12px" /> **[Earthdata Server](https://github.com/datalayer/earthdata-mcp-server)** - Enables efficient discovery and retrieval of NASA Earth Data datasets and granules, facilitating geospatial analysis and data exploration. Integrates with workflows for AI-powered analysis of Earthdata datasets. - <img src="https://github.com/dazeb.png?size=120" width="12px" height="12px" /> **[Markdown Downloader](https://github.com/dazeb/markdown-downloader)** - Download webpages and convert their content into markdown files. Features include a configurable download directory and automatic date-stamped filenames for organized storage. - <img src="https://github.com/ddkang1.png?size=120" width="12px" height="12px" /> **[DuckDuckGo Search API](https://github.com/ddkang1/ddg-mcp)** - Provides access to DuckDuckGo's search capabilities, including text, image, news, and video search. Summarizes search results and facilitates engaging conversations through AI chat. - <img src="https://github.com/DealExpress.png?size=120" width="12px" height="12px" /> **[DealX Platform Server](https://github.com/DealExpress/mcp-server)** - Enables interaction with ads on the DealX platform through natural language queries, supporting search, sorting, and pagination of ads. The framework is easily extendable for future functionalities related to the DealX platform. - <img src="https://github.com/deepkl.png?size=120" width="12px" height="12px" /> **[SearXNG MCP Server](https://github.com/deepkl/mcp-searxng)** - Integrates web search capabilities with support for executing general queries, news, and articles, allowing for pagination to tailor results. Enhances applications with robust search functionalities that can control result sizes and counts. - <img src="https://github.com/DeepSpringAI.png?size=120" width="12px" height="12px" /> **[Parquet MCP Server](https://github.com/DeepSpringAI/search_mcp_server)** - Enables applications to perform web searches and extract relevant information from search results, while also allowing for similarity searches to identify related content. This functionality simplifies access to web data and enhances content discovery. - <img src="https://github.com/DeepSpringAI.png?size=120" width="12px" height="12px" /> **[Parquet MCP Server](https://github.com/DeepSpringAI/search_mcp_server)** - Manipulate and analyze Parquet files efficiently, generating text embeddings and extracting file information while converting files to DuckDB or PostgreSQL formats. - <img src="https://github.com/delorenj.png?size=120" width="12px" height="12px" /> **[Ticketmaster](https://github.com/delorenj/mcp-server-ticketmaster)** - Provides tools for discovering events, venues, and attractions via the Ticketmaster Discovery API, enabling flexible searches based on keywords, dates, and locations, with structured outputs for programmatic access or human-readable formats. - <img src="https://github.com/devabdultech.png?size=120" width="12px" height="12px" /> **[Hacker News Integration](https://github.com/devabdultech/hn-mcp)** - Access real-time stories, comments, and user profiles from Hacker News, allowing search and retrieval of data through a robust integration with the Model Context Protocol. - <img src="https://github.com/DevEnterpriseSoftware.png?size=120" width="12px" height="12px" /> **[ScrAPI MCP Server](https://github.com/DevEnterpriseSoftware/scrapi-mcp)** - ScrAPI MCP Server facilitates the extraction of data from any website, handling bot detection and geolocation restrictions efficiently. It provides an intuitive interface for web scraping tasks. - <img src="https://github.com/Dips1902.png?size=120" width="12px" height="12px" /> **[Trip Planner](https://github.com/Dips1902/Trip_Advisor)** - AI-powered trip planning assistant that creates personalized itineraries collaboratively based on user preferences using various interfaces including CLI, FASTAPI, and Streamlit. - <img src="https://github.com/divslingerx.png?size=120" width="12px" height="12px" /> **[Memory Store](https://github.com/divslingerx/mcp-server)** - Provides web search capabilities using Puppeteer, returning structured JSON results from Google searches in a lightweight and stateless design. - <img src="https://github.com/Domoteek.png?size=120" width="12px" height="12px" /> **[Airbnb Search Server](https://github.com/Domoteek/mcp-server-airbnb)** - Search for Airbnb listings based on various parameters such as location, check-in and check-out dates, and guest count. Retrieve detailed information and direct links to the listings for easy access and trip planning. - <img src="https://github.com/doomdagadiggiedahdah.png?size=120" width="12px" height="12px" /> **[IACR Cryptology ePrint Archive](https://github.com/doomdagadiggiedahdah/iacr-mcp-server)** - Provides a programmatic interface to retrieve and search for cryptographic research papers from the IACR Cryptology ePrint Archive, along with access to paper metadata. - <img src="https://github.com/doronaviguy.png?size=120" width="12px" height="12px" /> **[Ethereum Address Info Server](https://github.com/doronaviguy/mpc-0x)** - Provides real-time information about Ethereum addresses across multiple chains and fetches address data seamlessly through an easy-to-use API. - <img src="https://github.com/dragons96.png?size=120" width="12px" height="12px" /> **[mcp-undetected-chromedriver](https://github.com/dragons96/mcp-undetected-chromedriver)** - Automates control of the Chrome browser while successfully bypassing anti-bot detection mechanisms using undetected-chromedriver. Provides a comprehensive interface for various automated web interactions. - <img src="https://github.com/Dreamboat-Rachel.png?size=120" width="12px" height="12px" /> **[Local MCP Server](https://github.com/Dreamboat-Rachel/MCP-Server-For-Local)** - Connect AI models to real-time data and tools with features such as weather querying, Google search automation, camera control, and image generation. The server supports modular expansion and custom API integration for tailored functionalities. - <img src="https://github.com/DynamicEndpoints.png?size=120" width="12px" height="12px" /> **[AutoGen Server](https://github.com/DynamicEndpoints/Autogen_MCP)** - Facilitates the creation and management of AI agents that engage in natural language interactions and collaborate to solve problems. Supports orchestration of both individual and group conversations with customizable configurations and built-in error handling. - <img src="https://github.com/Dumpling-AI.png?size=120" width="12px" height="12px" /> **[Dumpling AI MCP Server](https://github.com/Dumpling-AI/mcp-server-dumplingai)** - Integrates data scraping, content processing, and AI capabilities, with features for document conversion, web scraping, and knowledge management. Supports real-time information access through various data APIs and secure code execution. - <img src="https://github.com/Ejb503.png?size=120" width="12px" height="12px" /> **[Systemprompt MCP Reddit](https://github.com/Ejb503/systemprompt-mcp-reddit)** - Fetch posts and content from Reddit, manage subreddits, and customize parameters for enhanced social media interaction. - <img src="https://github.com/ElfProxy.png?size=120" width="12px" height="12px" /> **[ElfProxy Proxy Pool Server](https://github.com/ElfProxy/proxy-pool-mcp-server)** - Provides secure and scalable access to global residential proxies with dynamic IP rotation and AI-optimized web interaction for reliable web data extraction and management. Facilitates geo-targeted and anonymous browsing with adaptive rate limiting and intelligent content sanitization. - <img src="https://github.com/ElfProxy.png?size=120" width="12px" height="12px" /> **[ElfProxy Proxy Pool Server](https://github.com/ElfProxy/proxy-pool-mcp-server)** - Provides secure access to global residential proxies with dynamic IP rotation for AI systems. Facilitates anonymous and reliable web data extraction with adaptive rate limiting and intelligent content sanitization. - <img src="https://github.com/ElfProxy.png?size=120" width="12px" height="12px" /> **[ElfProxy Proxy Pool Server](https://github.com/ElfProxy/proxy-pool-mcp-server)** - Provides secure access to global residential proxies with dynamic IP rotation, enabling geo-targeted web data extraction and AI-optimized web interactions. Features include adaptive rate limiting and intelligent content sanitization for enhanced AI workflows. - <img src="https://github.com/enemyrr.png?size=120" width="12px" height="12px" /> **[PageSpeed](https://github.com/enemyrr/mcp-server-pagespeed)** - Analyze webpage performance using Google PageSpeed Insights to provide metrics and suggestions for optimization. - <img src="https://github.com/envykernel.png?size=120" width="12px" height="12px" /> **[LinkedIn MCP Server](https://github.com/envykernel/LinkedinMCPServer)** - Integrate LinkedIn data and functionalities into applications using a standardized protocol for programmatic interaction. Utilize job search capabilities and automate LinkedIn interactions to enhance productivity and efficiency. - <img src="https://github.com/ErickWendel.png?size=120" width="12px" height="12px" /> **[Erick Wendel Contributions](https://github.com/ErickWendel/erickwendel-contributions-mcp)** - Queries Erick Wendel's contributions across various platforms, including talks, blog posts, and videos, using natural language. Integrates with tools like Claude and Cursor for seamless data access. - <img src="https://github.com/erithwik.png?size=120" width="12px" height="12px" /> **[Hacker News](https://github.com/erithwik/mcp-hn)** - Fetch stories, comments, and user information from Hacker News, allowing users to access trending and relevant content directly from the platform. - <img src="https://github.com/evalstate.png?size=120" width="12px" height="12px" /> **[Webcam](https://github.com/evalstate/mcp-webcam)** - Streams live images from a webcam to an MCP Client, supporting both capturing frames and taking screenshots. - <img src="https://github.com/everford.png?size=120" width="12px" height="12px" /> **[Fetcher](https://github.com/everford/fetcher-mcp)** - Retrieve web page content using a Playwright headless browser to navigate and extract information efficiently. Designed for easy setup and configuration, it leverages AI to streamline web scraping tasks. - <img src="https://github.com/Evilran.png?size=120" width="12px" height="12px" /> **[Baidu Search Server](https://github.com/Evilran/baidu-mcp-server)** - Connects to Baidu to perform web searches and retrieve webpage content, incorporating intelligent text extraction and formatted results. Features built-in rate limiting and robust error handling for efficient content management. - <img src="https://github.com/ExactDoug.png?size=120" width="12px" height="12px" /> **[Fetch Server](https://github.com/ExactDoug/mcp-fetch)** - Fetches web content and converts it to markdown format for easy processing by LLMs. It retrieves content from specified URLs and allows for extraction in manageable chunks by specifying character indexes. - <img src="https://github.com/exa-labs.png?size=120" width="12px" height="12px" /> **[Exa Search](https://github.com/exa-labs/exa-mcp-server)** - Fast and intelligent web search and crawling that combines embeddings and traditional search methods to provide optimal results for large language models (LLMs). It facilitates real-time web information retrieval in a secure environment. - <img src="https://github.com/falahgs.png?size=120" width="12px" height="12px" /> **[Brave-Gemini Research](https://github.com/falahgs/Brave-Gemini-Research-MCP-Server)** - Enables AI assistants to conduct web searches and analyze research papers using Brave Search and Google's Gemini model. Supports general and local web search functionalities alongside academic analysis capabilities. - <img src="https://github.com/falcosan.png?size=120" width="12px" height="12px" /> **[MCP Server](https://github.com/falcosan/mcp)** - Integrates AI models with the Meilisearch search engine, enabling dynamic interaction and intelligent tool selection based on user queries through a standardized JSON-RPC interface. - <img src="https://github.com/falcosan.png?size=120" width="12px" height="12px" /> **[Meilisearch API Server](https://github.com/falcosan/mcp)** - Bridge between AI models and the Meilisearch search engine, enabling advanced search functionalities and real-time communication. Facilitates AI-driven data retrieval and management through seamless access to Meilisearch's powerful indexing capabilities. - <img src="https://github.com/fatwang2.png?size=120" width="12px" height="12px" /> **[Search1API MCP Server](https://github.com/fatwang2/search1api-mcp)** - Provides search and crawl functionality utilizing the Search1API to retrieve and index data from various sources. - <img src="https://github.com/farzad528.png?size=120" width="12px" height="12px" /> **[Azure AI Agent Service](https://github.com/farzad528/mcp-server-azure-ai-agents)** - Integrates Azure AI services with Claude Desktop for enhanced search capabilities, enabling intelligent searches across indexed documents and the web while providing source citations. Offers two implementations: one that utilizes the Azure AI Agent Service for document and web searches, and another for direct access to Azure AI Search. - <img src="https://github.com/farzad528.png?size=120" width="12px" height="12px" /> **[Azure AI Search Integration](https://github.com/farzad528/mcp-server-azure-ai-agents)** - Connects Claude Desktop with Azure AI Search for performing keyword, vector, or hybrid searches. It utilizes both the Azure AI Agent Service for enhanced search results and direct Azure AI Search for accessing indexed content. - <img src="https://github.com/fengin.png?size=120" width="12px" height="12px" /> **[Search Service](https://github.com/fengin/search-server)** - Provides online and local search capabilities with support for multiple search engines including Brave Search, Metaso Search, and Bocha Search. Designed for integration with AI models like Cursor and Claude Desktop, enabling enhanced content retrieval. - <img src="https://github.com/fr0ziii.png?size=120" width="12px" height="12px" /> **[Perplexity AI Server](https://github.com/fr0ziii/perplexity-mcp-server)** - Integrate with Perplexity AI for chatting, searching, and retrieving documentation from various sources. Provides a standardized access method to Perplexity AI's capabilities for MCP-based systems. - <img src="https://github.com/FradSer.png?size=120" width="12px" height="12px" /> **[Local Web Search Server](https://github.com/FradSer/mcp-server-local-web-search)** - Perform local web searches and extract relevant content from web pages, returning structured results including titles, URLs, and descriptions. The server supports customizable result limits, content truncation, domain filtering, and utilizes headless browser operations for enhanced performance. - <img src="https://github.com/funwarioisii.png?size=120" width="12px" height="12px" /> **[Cosense MCP Server](https://github.com/funwarioisii/cosense-mcp-server)** - Retrieve page data efficiently and integrate with Claude Desktop for streamlined information management. The server enhances application capabilities by providing real-time context through an MCP interface. - <img src="https://github.com/gabrimatic.png?size=120" width="12px" height="12px" /> **[Web Search Tool](https://github.com/gabrimatic/mcp-web-search-tool)** - Provides real-time web search capabilities, enabling AI assistants to retrieve current information from various sources through a modular architecture. Returns structured JSON results for enhanced context-aware responses in areas like weather, news, sports, and finance. - <img src="https://github.com/galihfr09.png?size=120" width="12px" height="12px" /> **[Search-Quran](https://github.com/galihfr09/quran_cloud_mcp_server)** - Connects AI models to the Quran API for precise access to Quranic text, minimizing hallucination by retrieving only necessary data upon request. Enables seamless integration with applications such as Claude desktop for enhanced reliability when handling sensitive religious content. - <img src="https://github.com/garylab.png?size=120" width="12px" height="12px" /> **[Serper Google Search Server](https://github.com/garylab/serper-mcp-server)** - Provides Google search results to LLMs through Serper integration, enabling dynamic retrieval of up-to-date search information. - <img src="https://github.com/geezerrrr.png?size=120" width="12px" height="12px" /> **[Exa MCP Server](https://github.com/geezerrrr/exa-mcp-server)** - Provides real-time web search capabilities using Exa's robust search API, enabling AI models to retrieve and cache web information in a secure manner while offering customizable search parameters. - <img src="https://github.com/geezerrrr.png?size=120" width="12px" height="12px" /> **[Exa MCP Server](https://github.com/geezerrrr/exa-mcp-server)** - Enable AI assistants to perform web searches using Exa's search API, providing real-time information while safely caching recent queries. It enhances AI capabilities with structured results and customizable search parameters. - <img src="https://github.com/georgeck.png?size=120" width="12px" height="12px" /> **[Hacker News Companion](https://github.com/georgeck/hn-companion-mcp)** - Summarizes discussions from Hacker News by fetching and processing comments, ensuring the hierarchical structure and associated metadata are maintained for effective summarization by Claude. - <img src="https://github.com/gianlucamazza.png?size=120" width="12px" height="12px" /> **[DuckDuckGo Search Plugin](https://github.com/gianlucamazza/mcp-duckduckgo)** - Provides web search functionality using DuckDuckGo with advanced navigation and content exploration features, allowing users to retrieve detailed search results and related queries. - <img src="https://github.com/giorgos3215.png?size=120" width="12px" height="12px" /> **[Ultimate Self-Evolving Cursor](https://github.com/giorgos3215/ultimate-cursor-mcp)** - Integrates advanced web, code, and file operations with Supabase for database management, providing tools for web scraping, code analysis, and file handling alongside AI-powered functionalities for intelligent analysis and self-improvement based on usage patterns. - <img src="https://github.com/goswamig.png?size=120" width="12px" height="12px" /> **[Fetch Server](https://github.com/goswamig/fetch-mcp)** - Fetches web content from specified URLs in formats such as HTML, JSON, plain text, and Markdown, allowing for customizable request headers. - <img src="https://github.com/gradusnikov.png?size=120" width="12px" height="12px" /> **[Google Search Server](https://github.com/gradusnikov/google-search-mcp-server)** - Integrate Google Custom Search to retrieve and display search results directly in applications. Enhance applications with the ability to access vast amounts of online information efficiently. - <img src="https://github.com/gradusnikov.png?size=120" width="12px" height="12px" /> **[PubMedSearch](https://github.com/gradusnikov/pubmed-search-mcp-server)** - Search and retrieve academic papers from the PubMed database, providing access to titles, authors, journals, abstracts, and DOIs. - <img src="https://github.com/gregkop.png?size=120" width="12px" height="12px" /> **[Sketchfab 3D Model Explorer](https://github.com/gregkop/sketchfab-mcp-server)** - Search, view details, and download 3D models from Sketchfab, utilizing keywords, tags, and categories to find models and obtain comprehensive information about them. Supports downloading in multiple formats for creative projects. - <img src="https://github.com/GridfireAI.png?size=120" width="12px" height="12px" /> **[Reddit MCP](https://github.com/GridfireAI/reddit-mcp)** - Browse, search, and read Reddit content and comments through a simple interface, enabling integration of Reddit data into applications or workflows. Currently supports only read features with built-in rate limiting using the PRAW library. - <img src="https://github.com/Hajime-Y.png?size=120" width="12px" height="12px" /> **[Deep Research](https://github.com/Hajime-Y/deep-research-mcp)** - Provides advanced web search capabilities, document analysis, and image processing. Extracts information from various sources including PDFs and YouTube transcripts efficiently. - <img src="https://github.com/Haonter.png?size=120" width="12px" height="12px" /> **[OnePiece & Geolocalizar MCP Servers](https://github.com/Haonter/MCP-Servers)** - Access detailed information about One Piece characters and geolocate public IPv4 addresses. This server facilitates the seamless integration of anime character data and IP geolocation features. - <img src="https://github.com/happyhackerbird.png?size=120" width="12px" height="12px" /> **[Job scraper MCP Server](https://github.com/happyhackerbird/jobspy-mcp-server)** - Facilitates job searching on LinkedIn by utilizing the unofficial LinkedIn API for credential management and job scraping. Matches job opportunities using JobSpy for enhanced search capabilities. - <img src="https://github.com/harimkang.png?size=120" width="12px" height="12px" /> **[Korea Tourism API](https://github.com/harimkang/mcp-korea-tourism-api)** - Access information about South Korea's tourism attractions, including festivals, temples, restaurants, and accommodations through an API powered by the Korea Tourism Organization. - <img src="https://github.com/Hawstein.png?size=120" width="12px" height="12px" /> **[Reddit API Access Server](https://github.com/Hawstein/mcp-server-reddit)** - Enables interaction with Reddit's public API to fetch and browse content such as frontpage posts, subreddit information, and post comments. - <img src="https://github.com/heehee365.png?size=120" width="12px" height="12px" /> **[MediaCrawler](https://github.com/heehee365/MediaCrawler)** - Scrapes data from popular social media platforms such as Xiaohongshu, Douyin, Kuaishou, Bilibili, and Weibo. Extracts videos, images, comments, likes, and shares using Playwright for efficient data collection. - <img src="https://github.com/hellokaton.png?size=120" width="12px" height="12px" /> **[Unsplash Search](https://github.com/hellokaton/unsplash-mcp-server)** - Connects to Unsplash's image library to perform advanced searches and apply filters on keywords for rich, high-quality image retrieval. - <img src="https://github.com/hesreallyhim.png?size=120" width="12px" height="12px" /> **[IsItDown Server](https://github.com/hesreallyhim/mcp-server-isitdown)** - Checks the status of websites to determine if they are currently down and provides information on recent downtime events. - <img src="https://github.com/hhw67865.png?size=120" width="12px" height="12px" /> **[TripAdvisor Vacation Planner](https://github.com/hhw67865/tripadvisor-mcp-server)** - Access TripAdvisor data to plan vacations by discovering attractions, restaurants, and hotels, while viewing photos and reviews. Offers an interactive prompt for vacation planning and detailed location information. - <img src="https://github.com/highlight-ing.png?size=120" width="12px" height="12px" /> **[YouTube Integration](https://github.com/highlight-ing/highlight-youtube-mcp)** - Extract transcripts from YouTube videos by providing a video URL. The server supports multiple URL formats and returns the transcript text in a structured array format. - <img src="https://github.com/hiromitsusasaki.png?size=120" width="12px" height="12px" /> **[Raindrop.io Integration](https://github.com/hiromitsusasaki/raindrop-io-mcp-server)** - Interact with Raindrop.io bookmarks by creating, searching, and filtering them using a user-friendly interface. Integrates seamlessly with AI models to enhance bookmark management. - <img src="https://github.com/hks-anakin.png?size=120" width="12px" height="12px" /> **[OpenAPI MCP Server](https://github.com/hks-anakin/openapi-mcp-server)** - Explores and summarizes OpenAPI specifications, providing overviews and specific endpoint details without requiring authentication. Facilitates understanding of APIs by generating code snippets and offering insights into operations. - <img src="https://github.com/huanongfish.png?size=120" width="12px" height="12px" /> **[ArXiv MCP Server](https://github.com/huanongfish/arxiv-mcp)** - Search and access arXiv research papers through a simple interface, facilitating the retrieval and download of academic content for analysis. Streamline research with local storage and efficient access to extensive academic resources. - <img src="https://github.com/hyperbrowserai.png?size=120" width="12px" height="12px" /> **[Hyperbrowser](https://github.com/hyperbrowserai/mcp)** - Scrape and extract structured data from webpages and crawl internet resources. Provides access to general purpose browser agents for tasks involving web interactions. - <img src="https://github.com/IA-Programming.png?size=120" width="12px" height="12px" /> **[YouTube MCP Server](https://github.com/IA-Programming/Youtube-MCP)** - Search for YouTube videos, retrieve their transcripts, and conduct semantic searches over video content to extract insights. - <img src="https://github.com/iamadk.png?size=120" width="12px" height="12px" /> **[Fetch Server](https://github.com/iamadk/reference-servers)** - Retrieve and process web content by converting HTML to markdown, enabling easier extraction of information in manageable chunks. Supports starting extraction from a specified character index for better navigation of web content. - <img src="https://github.com/IBK-Insurance.png?size=120" width="12px" height="12px" /> **[Ollama LLM Web Interface](https://github.com/IBK-Insurance/IBKI_LLM)** - Provides a web interface for real-time interaction with LLM models using Ollama, enabling users to chat and engage with various LLM capabilities through a responsive design. - <img src="https://github.com/ibrooksSDX.png?size=120" width="12px" height="12px" /> **[OpenSearch MCP Server](https://github.com/ibrooksSDX/mcp-server-opensearch)** - Create a semantic memory layer on top of OpenSearch to facilitate LLM applications by integrating external data sources and tools. - <img src="https://github.com/icraft2170.png?size=120" width="12px" height="12px" /> **[YouTube MCP Server](https://github.com/icraft2170/youtube-data-mcp-server)** - Interact with YouTube content to retrieve video details, manage captions, and analyze trends using the YouTube Data API for real-time insights. - <img src="https://github.com/ihor-sokoliuk.png?size=120" width="12px" height="12px" /> **[SearXNG Server](https://github.com/ihor-sokoliuk/mcp-searxng)** - Integrates the SearXNG API to provide web search functionalities including retrieving general queries, news, and articles with advanced filtering options. - <img src="https://github.com/ilyazub.png?size=120" width="12px" height="12px" /> **[SerpApi MCP Server](https://github.com/ilyazub/serpapi-mcp-server)** - Retrieve and parse search engine results from multiple platforms such as Google and Bing, allowing access to both live and archived data. Integrate with MCP clients for enhanced search functionalities. - <img src="https://github.com/imprvhub.png?size=120" width="12px" height="12px" /> **[Claude Spotify Integration](https://github.com/imprvhub/mcp-claude-spotify)** - Integrate with Spotify to perform actions such as authentication, searching for music, controlling playback, managing playlists, and providing personalized music recommendations. Access and manage your Spotify library effortlessly from the LLM environment. - <img src="https://github.com/imprvhub.png?size=120" width="12px" height="12px" /> **[RSS Aggregator](https://github.com/imprvhub/mcp-rss-aggregator)** - Fetch and read content from RSS feeds, organize and filter them by categories, and import subscriptions via OPML. Retrieve well-formatted articles with titles, snippets, and links using simple commands or natural language queries. - <img src="https://github.com/instructa.png?size=120" width="12px" height="12px" /> **[YouTube Music MCP Server](https://github.com/instructa/mcp-youtube-music)** - Search for and play tracks on YouTube Music, enabling quick access to music via simple commands. Integrates music capabilities seamlessly into workflows. - <img src="https://github.com/ipfind.png?size=120" width="12px" height="12px" /> **[IP Find](https://github.com/ipfind/ipfind-mcp-server)** - Retrieve geolocation information for IP addresses using the IP Find API, enabling AI assistants to easily access IP data for location lookups. - <img src="https://github.com/isnow890.png?size=120" width="12px" height="12px" /> **[Naver Search](https://github.com/isnow890/naver-search-mcp)** - Connects to the Naver Search API for searching diverse content types such as news, blogs, and shopping. Analyzes search and shopping trends using the DataLab API, offering insights into consumer behavior patterns by category, device, gender, and age group. - <img src="https://github.com/it-beard.png?size=120" width="12px" height="12px" /> **[Tavily Server](https://github.com/it-beard/tavily-server)** - Facilitates comprehensive web searches and retrieves up-to-date information through AI-powered search capabilities, with features like result scoring, caching, and search history storage. Provides access to rich search results including titles, URLs, content snippets, and AI-generated summaries. - <img src="https://github.com/jaacob.png?size=120" width="12px" height="12px" /> **[Perplexity Server](https://github.com/jaacob/perplexity-mcp)** - Provides web search capabilities through the Perplexity API, allowing access to real-time information from the web. - <img src="https://github.com/JackKuo666.png?size=120" width="12px" height="12px" /> **[bioRxiv MCP Server](https://github.com/JackKuo666/bioRxiv-MCP-Server)** - Search for bioRxiv papers, retrieve detailed metadata, and download papers to support biological sciences research and analysis. - <img src="https://github.com/JackKuo666.png?size=120" width="12px" height="12px" /> **[Google Scholar MCP Server](https://github.com/JackKuo666/Google-Scholar-MCP-Server)** - Enables AI assistants to perform searches on Google Scholar to access academic papers, retrieve paper metadata, and gather detailed author information. Facilitates efficient academic research through a seamless programmatic interface. - <img src="https://github.com/JackKuo666.png?size=120" width="12px" height="12px" /> **[Crossref MCP Server](https://github.com/JackKuo666/Crossref-MCP-Server)** - Connect to Crossref's database to search and access academic paper metadata, including metadata retrieval for specific papers, journals, and funding organizations using various queries. - <img src="https://github.com/JackKuo666.png?size=120" width="12px" height="12px" /> **[medRxiv MCP Server](https://github.com/JackKuo666/medRxiv-MCP-Server)** - Integrate with medRxiv's preprint repository to search for and access health sciences research papers and their metadata via a standardized interface. Enables efficient querying and retrieval of paper details based on custom search parameters and DOI. - <img src="https://github.com/JackKuo666.png?size=120" width="12px" height="12px" /> **[PubMed MCP Server](https://github.com/JackKuo666/PubMed-MCP-Server)** - Connects AI models to PubMed for searching, accessing, and analyzing biomedical articles, allowing retrieval of detailed metadata and deep analysis of research papers. Facilitates access to full-text PDFs and supports specialized prompts for comprehensive paper examination. - <img src="https://github.com/JackKuo666.png?size=120" width="12px" height="12px" /> **[Semantic Scholar Server](https://github.com/JackKuo666/semanticscholar-MCP-Server)** - Search for academic papers, retrieve detailed information about specific papers and authors, and access citations and references through the Semantic Scholar API. - <img src="https://github.com/JackKuo666.png?size=120" width="12px" height="12px" /> **[Sci-Hub MCP Server](https://github.com/JackKuo666/Sci-Hub-MCP-Server)** - Connects to Sci-Hub for searching, accessing, and analyzing academic papers. Supports retrieving metadata and downloading full-text PDFs programmatically. - <img src="https://github.com/jae-jae.png?size=120" width="12px" height="12px" /> **[Fetcher](https://github.com/jae-jae/fetcher-mcp)** - Fetch web page content using a headless browser, capable of executing JavaScript to handle dynamic web pages and modern web applications. Extracts the main content intelligently using a Readability algorithm and supports output in both HTML and Markdown formats. - <img src="https://github.com/jae-jae.png?size=120" width="12px" height="12px" /> **[G-Search](https://github.com/jae-jae/g-search-mcp)** - Enables efficient parallel searching on Google using multiple keywords, automatically handling verification challenges and returning structured search results in JSON format for analysis. - <img src="https://github.com/jagan-shanmugam.png?size=120" width="12px" height="12px" /> **[Mattermost MCP Host](https://github.com/jagan-shanmugam/mattermost-mcp-host)** - Connects Mattermost to Model Context Protocol (MCP) servers, enabling interactions with a LangGraph-based AI agent for executing tools and automating user requests directly within Mattermost channels. - <img src="https://github.com/jakeyShakey.png?size=120" width="12px" height="12px" /> **[Umami Analytics Server](https://github.com/jakeyShakey/umami_mcp_server)** - Connects Claude to Umami analytics data to analyze user behavior and track website performance. Provides tools for monitoring real-time visitor activity, capturing webpage content, and generating insights from historical data. - <img src="https://github.com/jaipandya.png?size=120" width="12px" height="12px" /> **[Product Hunt Server](https://github.com/jaipandya/producthunt-mcp-server)** - Connects to Product Hunt's API to access posts, comments, collections, topics, and user data. Facilitates the integration of AI assistants and chatbots with Product Hunt's features. - <img src="https://github.com/jamiew.png?size=120" width="12px" height="12px" /> **[Spotify](https://github.com/jamiew/spotify-mcp)** - Connect to Spotify for controlling playback and managing your music library, including playlist management support. Features include searching for tracks, getting information about music entities, and managing the playback queue. - <img src="https://github.com/jasonjmcghee.png?size=120" width="12px" height="12px" /> **[WebMCP](https://github.com/jasonjmcghee/WebMCP)** - A protocol for websites to share tools, resources, and prompts with client-side LLMs, enhancing user interaction without the need for API keys. It allows multiple WebMCP-enabled sites to be connected for a richer user experience. - <img src="https://github.com/JavaProgrammerLB.png?size=120" width="12px" height="12px" /> **[Unsplash MCP Server](https://github.com/JavaProgrammerLB/unsplash-mcp-server)** - Search for high-quality images from Unsplash, enabling applications to integrate visual search capabilities. This server also serves as a learning resource for building MCP servers in Java. - <img src="https://github.com/jayanthbagare.png?size=120" width="12px" height="12px" /> **[Scholarly Article Search Server](https://github.com/jayanthbagare/mcp-scholarly)** - Search for accurate academic articles by keyword to facilitate research workflows. Integrates with applications to provide seamless retrieval of scholarly papers. - <img src="https://github.com/JayArrowz.png?size=120" width="12px" height="12px" /> **[Old School RuneScape Wiki and Data Server](https://github.com/JayArrowz/mcp-osrs)** - Seamless access to Old School RuneScape Wiki content and game data through a standardized protocol. Enables searching wiki pages, retrieving detailed page information, and querying various game data files to enhance applications with OSRS context. - <img src="https://github.com/jbdamask.png?size=120" width="12px" height="12px" /> **[NIH RePORTER](https://github.com/jbdamask/mcp-nih-reporter)** - Search for NIH-funded research projects and publications using various criteria such as fiscal years, investigator names, organization details, and funding information. Retrieve detailed project information, including abstracts, in a conversational format. - <img src="https://github.com/jedrazb.png?size=120" width="12px" height="12px" /> **[Elasticsearch semantic search tool](https://github.com/jedrazb/elastic-semantic-search-mcp-server)** - Enables semantic search capabilities for blog posts indexed in Elasticsearch, facilitating efficient content crawling and indexing to enhance search functionality and retrieval of relevant information. - <img src="https://github.com/jeong-sik.png?size=120" width="12px" height="12px" /> **[Kakao API Server](https://github.com/jeong-sik/kakao-api-mcp-server)** - Provides access to Kakao Map and Daum Search APIs for fetching location data, performing place searches, converting coordinates to addresses, and finding routes. Enables integration of various search functionalities and mapping features through a standardized interface. - <img src="https://github.com/JeremyNixon.png?size=120" width="12px" height="12px" /> **[MCP Fetch](https://github.com/JeremyNixon/mcp-fetch)** - Fetches web content and processes images for integration with AI models, streamlining the retrieval and handling of online content in various applications. - <img src="https://github.com/jerpint.png?size=120" width="12px" height="12px" /> **[paperpal](https://github.com/jerpint/paperpal)** - Enhance literature review processes by enabling searches and discussions about machine learning papers from arXiv and Hugging Face. Facilitate natural conversations with language models to discover new research and organize ideas effectively. - <img src="https://github.com/jharkins.png?size=120" width="12px" height="12px" /> **[Time Server](https://github.com/jharkins/mcp-time-srv)** - Provides accurate current time information and timezone conversions. Queries can be made for the current time in any IANA timezone and for converting times between different timezones. - <img src="https://github.com/JiantaoFu.png?size=120" width="12px" height="12px" /> **[App Market Intelligence](https://github.com/JiantaoFu/AppInsightMCP)** - Analyzes data from the Apple App Store and Google Play Store to provide insights on apps, market trends, and user feedback. Offers detailed information, app listings, and search capabilities for mobile applications in major app marketplaces. - <img src="https://github.com/JigsawStack.png?size=120" width="12px" height="12px" /> **[JigsawStack AI Web Scraper](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Scrape any website to obtain consistent, structured data quickly without the need for writing CSS selector code. Supports API integration for data extraction through a straightforward interface. - <img src="https://github.com/jikime.png?size=120" width="12px" height="12px" /> **[Naver Search](https://github.com/jikime/py-mcp-naver-search)** - Access diverse Naver search APIs for retrieving structured data across multiple categories including blogs, news, books, images, and shopping items. The server facilitates pagination, adult content filtering, and keyboard input error correction for enhanced search functionality. - <img src="https://github.com/jikime.png?size=120" width="12px" height="12px" /> **[YouTube Toolbox](https://github.com/jikime/py-mcp-youtube-toolbox)** - Interact with YouTube to perform video searches, extract transcripts, retrieve comments, and obtain detailed information about videos and channels. Provides advanced filtering options and access to trending videos and transcript analysis. - <img src="https://github.com/jkingsman.png?size=120" width="12px" height="12px" /> **[Q-Anon Posts/Drops Server](https://github.com/jkingsman/qanon-mcp-server)** - Provides access to a dataset of Q-Anon posts for research purposes, enabling users to search, filter, and analyze the content for sociological insights. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[YARR Media Stack](https://github.com/jmagar/yarr)** - Automate and control your media services using natural language commands. - <img src="https://github.com/jlgrimes.png?size=120" width="12px" height="12px" /> **[Pokemon TCG Card Search](https://github.com/jlgrimes/ptcg-mcp)** - Search and display detailed information about Pokemon Trading Card Game cards, including attributes, legality, and statistics. Access high-resolution images to enhance gameplay effectively. - <img src="https://github.com/jmh108.png?size=120" width="12px" height="12px" /> **[Mozilla Readability Parser](https://github.com/jmh108/MCP-server-readability-python)** - Extracts and transforms webpage content into clean, LLM-optimized Markdown, removing ads and non-essential elements for improved readability and processing by language models. - <img src="https://github.com/jmh108.png?size=120" width="12px" height="12px" /> **[Web Crawler](https://github.com/jmh108/md-webcrawl-mcp)** - Extracts website content and saves it as markdown files while mapping website structures and links efficiently, enabling batch processing of multiple URLs. - <img src="https://github.com/jmarcher.png?size=120" width="12px" height="12px" /> **[TastyTales](https://github.com/jmarcher/tasty-tales)** - Build and manage rich, interactive recipes with features for searching, filtering, and discovering culinary content. Includes dynamic serving size calculators and interactive timers for a customized cooking experience. - <img src="https://github.com/jobsonlook.png?size=120" width="12px" height="12px" /> **[小红书 MCP 服务 xiaohongshu](https://github.com/jobsonlook/xhs-mcp)** - Facilitates access to Xiaohongshu's API using JavaScript reverse engineering to bypass the need for heavyweight tools like Playwright. Supports searching notes, retrieving note content, fetching comments, and posting comments. - <img src="https://github.com/JoeBuildsStuff.png?size=120" width="12px" height="12px" /> **[Jina AI MCP Server](https://github.com/JoeBuildsStuff/mcp-jina-ai)** - Provides access to Jina AI's web services for tasks like reading and extracting content from web pages, performing web searches, and fact-checking information. - <img src="https://github.com/JoeBuildsStuff.png?size=120" width="12px" height="12px" /> **[Jina AI](https://github.com/JoeBuildsStuff/mcp-jina-ai)** - Access Jina AI's web services for web page reading, web search, and fact checking. Extract and format content from web pages for use with LLMs. - <img src="https://github.com/JonaFly.png?size=120" width="12px" height="12px" /> **[RedNote Content Access Server](https://github.com/JonaFly/RedNote-MCP)** - Access and interact with Xiaohongshu (RedNote) content by authenticating, searching notes via keywords, and retrieving note content through URLs. Simplifies the integration of RedNote data into AI workflows and tools. - <img src="https://github.com/josemartinrodriguezmortaloni.png?size=120" width="12px" height="12px" /> **[WebSearch](https://github.com/josemartinrodriguezmortaloni/webSearch-Tools)** - Perform intelligent web searches and extract specific information from web pages using natural language prompts. Utilize advanced web scraping and crawling capabilities for enhanced content analysis and retrieval tasks. - <img src="https://github.com/jsonallen.png?size=120" width="12px" height="12px" /> **[Perplexity MCP](https://github.com/jsonallen/perplexity-mcp)** - Provides web search functionality leveraging Perplexity AI's API, allowing users to search for recent information on various topics. - <img src="https://github.com/jtucker.png?size=120" width="12px" height="12px" /> **[Untappd Server](https://github.com/jtucker/mcp-untappd-server)** - Query the Untappd API to find beers and retrieve detailed information about them. Supports beer searches and accessing specific beer details using their unique identifiers. - <img src="https://github.com/junmer.png?size=120" width="12px" height="12px" /> **[LottieFiles Server](https://github.com/junmer/mcp-server-lottiefiles)** - Search and retrieve Lottie animations from LottieFiles, access detailed animation information, and discover popular animations for projects. - <img src="https://github.com/jutalik.png?size=120" width="12px" height="12px" /> **[originforge-dNFT-Generator](https://github.com/jutalik/originforge-generate-nft-mcp)** - Fetch and display NFT data from the Origin Forge API, save SVG images and JSON metadata, and enhance the viewing experience of NFTs. Provides various functions to retrieve NFT information, attributes, and color palettes. - <img src="https://github.com/jzhang17.png?size=120" width="12px" height="12px" /> **[Prospect Research Server](https://github.com/jzhang17/prospect-research-mcp)** - Provides tools for conducting prospect research, including semantic search, webpage scraping, and batch processing of search queries. Enhances research tasks with a focus on understanding context and intent behind queries. - <img src="https://github.com/KaanCL.png?size=120" width="12px" height="12px" /> **[Spotify Control Server](https://github.com/KaanCL/Spotify-MCP-Server)** - Enables AI assistants and clients to control Spotify playback using the Model-Context-Protocol. Offers functionalities such as searching for songs, playing music, pausing playback, and skipping tracks on Spotify devices. - <img src="https://github.com/kagisearch.png?size=120" width="12px" height="12px" /> **[Kagi](https://github.com/kagisearch/kagimcp)** - Access Kagi Search API for retrieving information from the web, allowing users to perform web searches and gather data from online sources. - <img src="https://github.com/Karry-cpu.png?size=120" width="12px" height="12px" /> **[Bing Proxy](https://github.com/Karry-cpu/go-proxy-bingai)** - Access Microsoft Bing AI with a consistent user interface for seamless chat interactions and advanced features such as image generation. The server supports local deployment and customization while facilitating use without the need for a Microsoft account login. - <img src="https://github.com/kazuph.png?size=120" width="12px" height="12px" /> **[MCP Fetch](https://github.com/kazuph/mcp-fetch)** - Fetch web content and process images to facilitate efficient interaction with online resources. Supports integration with MCP clients like Claude Desktop for seamless content management. - <img src="https://github.com/KBB99.png?size=120" width="12px" height="12px" /> **[MCP Registry Server](https://github.com/KBB99/mcp-registry-server)** - Retrieve MCP Servers through semantic search capabilities, allowing users to find relevant servers efficiently based on queries. - <img src="https://github.com/kbyk004.png?size=120" width="12px" height="12px" /> **[Playwright-Lighthouse](https://github.com/kbyk004/playwright-lighthouse-mcp)** - Analyze website performance and capture screenshots using Playwright and Lighthouse. Gain insights into web application performance metrics with real-time analysis and visual feedback. - <img src="https://github.com/kevinwatt.png?size=120" width="12px" height="12px" /> **[SearXNG MCP Server](https://github.com/kevinwatt/mcp-server-searxng)** - Integrates with SearXNG to provide privacy-focused meta search capabilities, combining results from multiple search engines without tracking or profiling users. Supports various categories, languages, and filtering options, ensuring reliable and safe search experiences. - <img src="https://github.com/kevinwatt.png?size=120" width="12px" height="12px" /> **[YouTube MCP Server](https://github.com/kevinwatt/yt-dlp-mcp)** - Integrates with yt-dlp to download video and audio content from various platforms, and fetch subtitles in SRT format for processing by LLMs. Provides a privacy-focused direct download experience without tracking. - <img src="https://github.com/kimtth.png?size=120" width="12px" height="12px" /> **[AOAI Web Browsing](https://github.com/kimtth/mcp-aoai-web-browsing)** - An MCP server for web browsing automation that integrates Azure OpenAI to facilitate interactions with web applications through an automated interface. It utilizes Playwright for end-to-end testing and customizes responses to fit the OpenAI function calling format. - <img src="https://github.com/kirayhz007.png?size=120" width="12px" height="12px" /> **[GitHub中文排行榜](https://github.com/kirayhz007/GitHub-Chinese-Top-Charts)** - A platform for discovering popular Chinese open-source projects on GitHub, facilitating the absorption of valuable experiences and results without language barriers. It provides a ranking of the most favored Chinese repositories to enhance development efficiency. - <img src="https://github.com/Klavis-AI.png?size=120" width="12px" height="12px" /> **[Klavis ReportGen Server](https://github.com/Klavis-AI/klavis)** - Generates visually appealing web reports based on simple search queries, integrating live web search results and storing reports in a database for easy access. Utilizes AI to synthesize information into interactive HTML formats. - <img src="https://github.com/kouui.png?size=120" width="12px" height="12px" /> **[DuckDuckGo Web Search](https://github.com/kouui/web-search-duckduckgo)** - Search the web using DuckDuckGo to retrieve relevant search results, including titles, URLs, and snippets. Optionally fetch and convert webpage content into markdown format with support for concurrent URL fetching and error handling. - <img src="https://github.com/Kotelberg.png?size=120" width="12px" height="12px" /> **[Playwright MCP Server](https://github.com/Kotelberg/playwright-mcp-server)** - Retrieve web page content and interact with it by simulating user actions, navigating pages, and extracting data using a standardized protocol. - <img src="https://github.com/Krieg2065.png?size=120" width="12px" height="12px" /> **[Firecrawl Web Scraping Server](https://github.com/Krieg2065/firecrawl-mcp-server)** - Enables advanced web scraping and content extraction, supporting JavaScript rendering and batch processing for deep research. It includes features for automatic retries and efficient data integration while monitoring credit usage and handling rate limits. - <img src="https://github.com/Kryzo.png?size=120" width="12px" height="12px" /> **[BnF API Server](https://github.com/Kryzo/mcp-bibliotheque_nationale_de_France)** - Access the Gallica digital library to search for documents, images, maps, and other resources, and generate structured research reports that include organized bibliographies and relevant visual content. - <img src="https://github.com/kukapay.png?size=120" width="12px" height="12px" /> **[Crypto Whitepapers Knowledge Base](https://github.com/kukapay/crypto-whitepapers-mcp)** - Provides structured access to cryptocurrency whitepapers for searching, loading, and querying detailed content, enabling efficient analysis of tokenomics and project-specific insights. - <img src="https://github.com/kukapay.png?size=120" width="12px" height="12px" /> **[Trending Model Tracker](https://github.com/kukapay/hf-trending-mcp)** - Tracks and analyzes trending models, datasets, and spaces on Hugging Face, providing tools to fetch and search for content. Enables trend analysis to help users stay informed about the latest developments in AI resources. - <img src="https://github.com/kukapay.png?size=120" width="12px" height="12px" /> **[Crypto Sentiment Analysis Server](https://github.com/kukapay/crypto-sentiment-mcp)** - Provides cryptocurrency sentiment analysis by aggregating social media and news data to assess market mood and detect trends. It offers insights into sentiment balance, social media mentions, and trending discussions surrounding various cryptocurrencies. - <img src="https://github.com/kukapay.png?size=120" width="12px" height="12px" /> **[NearbySearch](https://github.com/kukapay/nearby-search-mcp)** - Search for nearby places using IP-based location detection and Google Places integration. Provides a customizable interface to filter results based on keywords and radius. - <img src="https://github.com/KunihiroS.png?size=120" width="12px" height="12px" /> **[Google Patents MCP Server](https://github.com/KunihiroS/google-patents-mcp)** - Search Google Patents information using the SerpApi, providing access to comprehensive patent data for streamlined research. Facilitates quick querying and retrieval of patent-related information. - <img src="https://github.com/kxkaloo.png?size=120" width="12px" height="12px" /> **[Scrapezy Structured Data Extractor](https://github.com/kxkaloo/mcp)** - Extract structured data from websites by providing a URL and a clear prompt describing the data to extract. Retrieve detailed product information, pricing, descriptions, and more from web pages seamlessly. - <img src="https://github.com/L3-N0X.png?size=120" width="12px" height="12px" /> **[Minecraft Wiki Server](https://github.com/L3-N0X/Minecraft-Wiki-MCP)** - Browse and search the official Minecraft Wiki for detailed information on structures, entities, items, and blocks. Access multi-language support and navigate through wiki categories and specific sections for comprehensive content. - <img src="https://github.com/Laksh-star.png?size=120" width="12px" height="12px" /> **[TMDB Server](https://github.com/Laksh-star/mcp-server-tmdb)** - Integrates with The Movie Database (TMDB) API to provide access to movie information, search capabilities, and personalized recommendations. - <img src="https://github.com/laosu888.png?size=120" width="12px" height="12px" /> **[Poe API Wrapper](https://github.com/laosu888/poe)** - Facilitates automated interactions with Poe.com by managing message sending, bot operations, and file attachments. Provides easy access to various AI models and chat functionalities for enhanced application integration. - <img src="https://github.com/laulauland.png?size=120" width="12px" height="12px" /> **[Bluesky Context Server](https://github.com/laulauland/bluesky-context-server)** - Enables querying of Bluesky instances through an MCP protocol, facilitating data interaction and retrieval. - <img src="https://github.com/leehanchung.png?size=120" width="12px" height="12px" /> **[Bing Search](https://github.com/leehanchung/bing-search-mcp)** - Connect to the Microsoft Bing Search API to perform comprehensive web, news, and image searches. Retrieve timely information and visual content efficiently, enhancing AI applications with search capabilities. - <img src="https://github.com/letsbuildagent.png?size=120" width="12px" height="12px" /> **[Perplexity Tool](https://github.com/letsbuildagent/perplexity-tool)** - Integrate web-based research capabilities using Perplexity AI's API to provide accurate answers with citations, enhancing the information retrieval process. - <img src="https://github.com/lieyanqzu.png?size=120" width="12px" height="12px" /> **[YGO Chinese Card Database - 百鸽(ygocdb.com)](https://github.com/lieyanqzu/ygocdb-mcp)** - Provides access to Chinese Yu-Gi-Oh! card information and images via keyword searches and ID queries, allowing for detailed retrieval of card data and visuals from the game. - <img src="https://github.com/limklister.png?size=120" width="12px" height="12px" /> **[Google Custom Search Server](https://github.com/limklister/mcp-google-custom-search-server)** - Enables language models to perform web searches using Google's Custom Search API, providing formatted results such as titles, URLs, and descriptions. Supports real-time information retrieval while adhering to the Model Context Protocol (MCP). - <img src="https://github.com/LinkupPlatform.png?size=120" width="12px" height="12px" /> **[Linkup Search](https://github.com/LinkupPlatform/python-mcp-server)** - Fetch real-time web search results using the LinkupClient to provide updated information for AI models, enhancing their responses with current events and trusted sources. - <img src="https://github.com/liusheding.png?size=120" width="12px" height="12px" /> **[DeepSeek-R1](https://github.com/liusheding/DeepSeek-R1)** - Provides advanced reasoning capabilities utilizing distilled models for enhanced performance in mathematical, coding, and reasoning tasks. Designed to assist in a variety of applications requiring sophisticated model interactions. - <img src="https://github.com/XiaogeAIBreaker.png?size=120" width="12px" height="12px" /> **[Exa MCP Server](https://github.com/XiaogeAIBreaker/exa-mcp-server)** - Enables AI assistants to perform web searches using Exa's search API, providing real-time web information with structured search results. It also caches recent searches for future access in a safe and controlled manner. - <img src="https://github.com/lmcc-dev.png?size=120" width="12px" height="12px" /> **[Multi Fetch MCP Server](https://github.com/lmcc-dev/mult-fetch-mcp-server)** - Fetch web content in various formats such as HTML and JSON using intelligent scraping techniques while providing bilingual support for English and Chinese. - <img src="https://github.com/Lomaloque.png?size=120" width="12px" height="12px" /> **[Superpowered Web Audio SDK](https://github.com/Lomaloque/AUDIO)** - Integrate advanced audio processing features into web applications using JavaScript and WebAssembly. Provides tools for low-latency audio effects, mixing, and analysis without requiring direct management of WebAssembly or C++. - <img src="https://github.com/longyi1207.png?size=120" width="12px" height="12px" /> **[Glean](https://github.com/longyi1207/glean-mcp-server)** - Integrates the Glean API to provide functionalities for searching and interacting with a chatbot. Offers capabilities for retrieving search results based on queries and conducting question-and-answer sessions with a chatbot interface. - <img src="https://github.com/Lorhlona.png?size=120" width="12px" height="12px" /> **[Gemini Search](https://github.com/Lorhlona/geminiserchMCP)** - Generates responses based on the latest information using the Gemini API and Google Search, requiring integration with AI assistants like Cline for functionality. - <img src="https://github.com/logos-42.png?size=120" width="12px" height="12px" /> **[脱口秀AI智能体](https://github.com/logos-42/ANPtest)** - Connects to AI agents using self-compressed decentralized identifiers (DIDs). Facilitates interactive conversations with an AI assistant in a talk show style, featuring functionalities for DID generation and QR code display. - <img src="https://github.com/lroolle.png?size=120" width="12px" height="12px" /> **[OpenAI Agents MCP Server](https://github.com/lroolle/openai-agents-mcp-server)** - Connects OpenAI agents to various tools and data sources, enabling specialized tasks such as web searching, file analysis, and computer actions. Supports coordination through a multi-agent orchestrator to enhance AI functionalities. - <img src="https://github.com/lsd-so.png?size=120" width="12px" height="12px" /> **[LSD MCP server](https://github.com/lsd-so/lsd-mcp)** - Connects Claude to the internet to gather high-quality information from websites using LSD SQL. Enables complex queries and actions while allowing Claude to self-correct SQL commands and interact with cloud browsers. - <img src="https://github.com/luebken.png?size=120" width="12px" height="12px" /> **[Playlist Transcript Server](https://github.com/luebken/playlist-mcp)** - Provides access to transcripts of YouTube playlists, enabling retrieval and querying of video transcripts for enhanced application functionalities. It can preload specific playlists or be customized by specifying a different playlist URL. - <img src="https://github.com/brightdata.png?size=120" width="12px" height="12px" /> **[Bright Data](https://github.com/brightdata/brightdata-mcp)** - Access and extract structured data from public web sources without captcha challenges, enabling real-time market information retrieval and web searches. Supports ethical web scraping techniques for various applications like weather forecasting and decision-making. - <img src="https://github.com/maccam912.png?size=120" width="12px" height="12px" /> **[SearXNG](https://github.com/maccam912/searxng-mcp-server)** - Interact with SearXNG instances to perform search operations across multiple engines and sources. - <img src="https://github.com/madarco.png?size=120" width="12px" height="12px" /> **[RagRabbit](https://github.com/madarco/ragrabbit)** - Crawl websites to create AI-powered search capabilities that enhance content discoverability and interaction with AI language models. - <img src="https://github.com/magicuidesign.png?size=120" width="12px" height="12px" /> **[Magic UI Component Server](https://github.com/magicuidesign/mcp)** - Provides Magic UI components, device mocks, special effects, animations, and backgrounds to facilitate UI development. Allows integration with various MCP clients for accessing comprehensive implementation details of numerous UI elements. - <img src="https://github.com/MaitreyaM.png?size=120" width="12px" height="12px" /> **[Crawl4AI Web Scraper Server](https://github.com/MaitreyaM/WEB-SCRAPING-MCP)** - Enables AI agents to scrape web content, search for specific text snippets, and perform structured information extraction from websites using natural language instructions. Utilizes LLMs for intelligent content retrieval and provides an API for interaction. - <img src="https://github.com/manimohans.png?size=120" width="12px" height="12px" /> **[Farcaster MCP Server](https://github.com/manimohans/farcaster-mcp)** - Interact with the Farcaster Network to fetch casts, search channels, and analyze content related to users and channels. Retrieve user-specific casts through FID or username, as well as casts from specific channels. - <img src="https://github.com/marcopesani.png?size=120" width="12px" height="12px" /> **[Serper Search and Scrape](https://github.com/marcopesani/mcp-server-serper)** - Provides web search capabilities and webpage scraping functions utilizing the Serper API, enabling content extraction and rich search result retrieval. - <img src="https://github.com/mcollina.png?size=120" width="12px" height="12px" /> **[Node Fetch](https://github.com/mcollina/mcp-node-fetch)** - Fetch web content from any URL using various HTTP methods, handle headers and request bodies, and support multiple response formats. Configurable timeout and redirect settings streamline reliable content retrieval. - <img src="https://github.com/mcp2everything.png?size=120" width="12px" height="12px" /> **[MCP2Brave](https://github.com/mcp2everything/mcp2brave)** - Connects to the Brave API to perform web searches, enabling access to search results within the MCP framework. - <img src="https://github.com/mcp2everything.png?size=120" width="12px" height="12px" /> **[Tavily Web Search](https://github.com/mcp2everything/mcp2tavily)** - This server implements web search functionality using the Tavily API, providing real-time search capabilities for applications. It allows users to retrieve information from the web quickly and easily. - <img src="https://github.com/Meeting-Baas.png?size=120" width="12px" height="12px" /> **[Meeting BaaS](https://github.com/Meeting-Baas/meeting-mcp)** - Manage meeting data including transcripts, recordings, and calendar events while providing search functionality for easy organization and retrieval. - <img src="https://github.com/meicanhong.png?size=120" width="12px" height="12px" /> **[Danny's Blog](https://github.com/meicanhong/meicanhong)** - Access a collection of articles and personal reflections across various topics, facilitating community engagement through comments and discussions. It serves as a platform for discovering diverse perspectives and ideas. - <img src="https://github.com/meicanhong.png?size=120" width="12px" height="12px" /> **[Exa MCP Server](https://github.com/meicanhong/exa-mcp-server)** - Enables AI assistants to perform real-time web searches using Exa's search API, providing structured results while managing caching and rate limits. Facilitates access to fresh web content in a secure manner. - <img src="https://github.com/meicanhong.png?size=120" width="12px" height="12px" /> **[FEAPDER](https://github.com/meicanhong/feapder)** - A Python framework designed for building web scrapers, featuring tools for breakpoint resuming, monitoring alerts, and browser rendering. It incorporates a management system for deploying and scheduling scrapers efficiently. - <img src="https://github.com/mendableai.png?size=120" width="12px" height="12px" /> **[FireCrawl MCP Server](https://github.com/mendableai/firecrawl-mcp-server)** - Integrates advanced web scraping capabilities, enabling web scraping, crawling, discovery, content extraction, and deep research. Supports automatic retries, rate limiting, and offers options for cloud or self-hosted deployment. - <img src="https://github.com/meicanhong.png?size=120" width="12px" height="12px" /> **[YouTube Video Search and Analysis Tool](https://github.com/meicanhong/video-search)** - Search for YouTube videos and analyze their content by generating summaries, retrieving subtitles, and pinpointing specific video segments. The tool supports keyword-based searches and provides detailed video metadata, intelligent subtitle selection, and content analysis powered by GPT. - <img src="https://github.com/mendableai.png?size=120" width="12px" height="12px" /> **[Firecrawl MCP Server](https://github.com/mendableai/firecrawl-mcp-server)** - Integrates with Firecrawl for advanced web scraping capabilities including structured data extraction and batch processing, while supporting both cloud and self-hosted deployments. Provides features like automatic retries, rate limiting, and content analysis powered by LLMs. - <img src="https://github.com/metrosir.png?size=120" width="12px" height="12px" /> **[Twikit Twitter Search](https://github.com/metrosir/mcp-twikit)** - Interact with Twitter to analyze sentiments and retrieve tweets from your timeline, offering insights into public opinions and trends on various topics. - <img src="https://github.com/mfukushim.png?size=120" width="12px" height="12px" /> **[Virtual Traveling Bot](https://github.com/mfukushim/map-traveler-mcp)** - Create immersive travel experiences by navigating Google Maps with an avatar, providing real-time updates and photos of the journey. Integrate unique travel narratives and social media interactions during the exploration. - <img src="https://github.com/mfengzhishang.png?size=120" width="12px" height="12px" /> **[Hyperbrowser MCP Server](https://github.com/mfengzhishang/mcp)** - Provides web scraping, structured data extraction, and web crawling capabilities. Integrates browser automation agents for tasks related to data retrieval from webpages. - <img src="https://github.com/mgsrevolver.png?size=120" width="12px" height="12px" /> **[SEO Inspector](https://github.com/mgsrevolver/seo-inspector-mcp)** - Analyzes HTML files and web pages to identify SEO issues and validate structured data schemas. Provides actionable recommendations for improving SEO quality directly through integrated tools without the need for a browser extension. - <img src="https://github.com/micahman33.png?size=120" width="12px" height="12px" /> **[Vonage AI Code Assist](https://github.com/micahman33/VonageAICodeAssist)** - Provides AI-assisted access to Vonage API documentation for targeted search and content extraction, facilitating quick access to relevant information about communication APIs. Integrates with external web search APIs to enhance documentation retrieval. - <img src="https://github.com/michalnaka.png?size=120" width="12px" height="12px" /> **[Substack Server](https://github.com/michalnaka/mcp-substack)** - Download and summarize public Substack posts by extracting titles, authors, subtitles, and content directly within workflows. - <img src="https://github.com/mikechao.png?size=120" width="12px" height="12px" /> **[Art Institute of Chicago Collection Server](https://github.com/mikechao/artic-mcp)** - Connects to the Art Institute of Chicago's art collection, enabling searches of artworks by title, full text, or artist, and retrieves detailed information including images. - <img src="https://github.com/mikechao.png?size=120" width="12px" height="12px" /> **[Brave Search Server](https://github.com/mikechao/brave-search-mcp)** - Integrates the Brave Search API to provide comprehensive search functionalities, including web, image, news, video, and local points of interest searches. Enables retrieval of relevant results for various search queries. - <img src="https://github.com/mikechao.png?size=120" width="12px" height="12px" /> **[Met Museum Server](https://github.com/mikechao/metmuseum-mcp)** - Access the Metropolitan Museum of Art's collection through natural language queries to search for artworks and retrieve detailed information on various departments. - <img src="https://github.com/mingdedi.png?size=120" width="12px" height="12px" /> **[Internet Search Server](https://github.com/mingdedi/InternetSearch-mcp-server)** - Facilitates real-time internet searches using the Bocha AI search API, enabling applications to access and retrieve web-based information efficiently. Requires an API key for integration and supports setup through a specific configuration format. - <img src="https://github.com/misanthropic-ai.png?size=120" width="12px" height="12px" /> **[DuckDuckGo Search API](https://github.com/misanthropic-ai/ddg-mcp)** - Leverage DuckDuckGo's capabilities to perform text and image searches while ensuring user privacy. The server provides an interface to obtain summaries of search results and conduct web searches for various media types. - <img src="https://github.com/microsoft.png?size=120" width="12px" height="12px" /> **[Playwright Automation](https://github.com/microsoft/playwright-mcp)** - Automate web interactions on web pages using structured accessibility data for reliable navigation and data extraction without the need for visual models. Enables LLMs to perform actions by leveraging Playwright's accessibility tree. - <img src="https://github.com/mixelpixx.png?size=120" width="12px" height="12px" /> **[Google Search Server](https://github.com/mixelpixx/Google-Search-MCP-Server)** - Integrates Google Custom Search to retrieve search results and perform detailed analysis of webpage content. Supports multiple output formats and provides features for categorization, summarization, and optimized responses. - <img src="https://github.com/mkusaka.png?size=120" width="12px" height="12px" /> **[Perplexity AI MCP Server](https://github.com/mkusaka/mcp-server-perplexity)** - Integrates Perplexity AI's API for advanced search capabilities, supporting multiple models with configurable result counts and detailed error handling. - <img src="https://github.com/mnhlt.png?size=120" width="12px" height="12px" /> **[WebSearch](https://github.com/mnhlt/WebSearch-MCP)** - Provides real-time web search capabilities to retrieve up-to-date information from the internet using the WebSearch Crawler API, enabling AI assistants to access the latest web content. - <img src="https://github.com/mmmaaatttttt.png?size=120" width="12px" height="12px" /> **[Live Events Server](https://github.com/mmmaaatttttt/mcp-live-events)** - Fetch real-time event data from Ticketmaster's API and format responses for easy interpretation by AI language models. Provides details on concerts and events based on user queries. - <img src="https://github.com/modelcontextprotocol-servers.png?size=120" width="12px" height="12px" /> **[Whois Lookup](https://github.com/modelcontextprotocol-servers/whois-mcp)** - Retrieve detailed domain registration information, including ownership, registration dates, and domain status. Check domain availability and ownership details directly in an AI environment without needing to search in a browser. - <img src="https://github.com/modelcontextprotocol-servers.png?size=120" width="12px" height="12px" /> **[Google Search](https://github.com/modelcontextprotocol-servers/google-search-mcp)** - Perform real-time Google searches while bypassing anti-bot mechanisms and handling CAPTCHAs automatically. Extract structured search results in various languages and regions to support AI assistants. - <img src="https://github.com/mondweep.png?size=120" width="12px" height="12px" /> **[YouTube Music Server](https://github.com/mondweep/youtube-music-mcp-server)** - Control YouTube Music playback by searching for and playing songs via voice commands or text input in Google Chrome. The server enables interaction between AI models and YouTube Music to manage music playback effectively. - <img src="https://github.com/moyu6027.png?size=120" width="12px" height="12px" /> **[DeepSeek MCP Server](https://github.com/moyu6027/deepseek-MCP-server)** - Integrates the DeepSeek R1 model to enhance reasoning capabilities by allowing advanced logical analysis and structured cognitive frameworks. Evaluates confidence and uncertainty while monitoring reasoning quality and detecting biases in user interactions. - <img src="https://github.com/mrgoonie.png?size=120" width="12px" height="12px" /> **[SearchAPI Server](https://github.com/mrgoonie/searchapi-mcp-server)** - Connects AI assistants to external search data sources such as Google and Bing, enabling web, image, and YouTube searches through a standardized MCP interface. - <img src="https://github.com/MrunmayS.png?size=120" width="12px" height="12px" /> **[Exa MCP ](https://github.com/MrunmayS/exa-mcp-server)** - Connects AI assistants to the Exa AI Search API for real-time web searches, facilitating access to updated web information in a structured manner. - <img src="https://github.com/mshojaei77.png?size=120" width="12px" height="12px" /> **[Web Search](https://github.com/mshojaei77/ReActMCP)** - Integrates real-time web search capabilities into AI assistants, performing basic and advanced searches and returning markdown-formatted results including titles, URLs, publication dates, and content summaries. - <img src="https://github.com/mshk.png?size=120" width="12px" height="12px" /> **[RSS Crawler](https://github.com/mshk/mcp-rss-crawler)** - Fetch and manage RSS feeds with caching and filtering capabilities. Integrates seamlessly with LLMs to provide access to the latest articles from various sources. - <img src="https://github.com/Msparihar.png?size=120" width="12px" height="12px" /> **[Firecrawl Server](https://github.com/Msparihar/mcp-server-firecrawl)** - Provides capabilities for web scraping, intelligent content searching, and site crawling using the Firecrawl API, facilitating customizable data extraction and structured output. - <img src="https://github.com/mukulkathayat.png?size=120" width="12px" height="12px" /> **[LinkedIn MCP Server](https://github.com/mukulkathayat/linkedin-mcp)** - Integrates with LinkedIn to access profiles, posts, and interactions, providing real-time context for AI applications. - <img src="https://github.com/mugoosse.png?size=120" width="12px" height="12px" /> **[Sitemap MCP](https://github.com/mugoosse/sitemap-mcp-server)** - Fetch and analyze website sitemaps to provide insights into site structure, uncover hidden pages, and extract organized hierarchies. Supports standard sitemap formats and includes prompt templates for tasks like health checks and content gap identification. - <img src="https://github.com/Muzzera.png?size=120" width="12px" height="12px" /> **[WebUI](https://github.com/Muzzera/web-ui)** - Interact seamlessly with AI agents via a user-friendly interface, enabling the use of various Large Language Models while maintaining persistent browser sessions for productive tasks. The server supports high-definition screen recording and custom browser functionality without requiring re-authentication. - <img src="https://github.com/mzxrai.png?size=120" width="12px" height="12px" /> **[Web Research Server](https://github.com/mzxrai/mcp-webresearch)** - Integrates real-time web research capabilities by utilizing Google search for obtaining information and extracting content from webpages. It allows for tracking research sessions, including visited pages and search queries, while also enabling screenshot captures. - <img src="https://github.com/nachoal.png?size=120" width="12px" height="12px" /> **[Perplexity Web Search Server](https://github.com/nachoal/perplexity-mcp)** - Web search functionality using the Perplexity API to retrieve up-to-date information with comprehensive results, including sources and citations, while allowing filtering by time periods. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[Next.js AI Chatbot](https://github.com/nanameru/ai-chat-pitatto)** - An AI chatbot built with Next.js that supports advanced routing, server-side rendering, and multi-provider large language model (LLM) integration. It offers secure chat history and user data storage with customizable options using an AI SDK and modern UI components. - <img src="https://github.com/narphorium.png?size=120" width="12px" height="12px" /> **[Memex](https://github.com/narphorium/mcp-memex)** - Analyze web content and enhance your knowledge base by extracting information from URLs, storing it as Markdown files for easy access. Integrates seamlessly with Obsidian to facilitate questioning and retrieval of insights from the curated content. - <img src="https://github.com/modelcontextprotocol.png?size=120" width="12px" height="12px" /> **[Brave Search MCP Server](https://github.com/modelcontextprotocol/servers)** - Integrates the Brave Search API to provide web and local search capabilities, allowing users to perform general queries and find local businesses or services with detailed information. - <img src="https://github.com/nash-app.png?size=120" width="12px" height="12px" /> **[Nash MCP Server](https://github.com/nash-app/nash-mcp)** - Execute shell commands, run Python code, manage reusable tasks, and fetch web content while ensuring secure handling of credentials. Provides error handling for both command execution and Python execution. - <img src="https://github.com/natebennett27.png?size=120" width="12px" height="12px" /> **[Maigret](https://github.com/natebennett27/mcp-maigret)** - Search usernames across social networks and analyze URLs to gather public information using powerful OSINT capabilities. - <img src="https://github.com/natebennett27.png?size=120" width="12px" height="12px" /> **[Maigret](https://github.com/natebennett27/mcp-maigret)** - Collect user account information from various social networks and analyze URLs to gather public data, enhancing research capabilities for OSINT investigations. - <img src="https://github.com/natebennett27.png?size=120" width="12px" height="12px" /> **[Maigret](https://github.com/natebennett27/mcp-maigret)** - Search for usernames across various social networks and analyze URLs to gather publicly available information. Supports responsible and ethical OSINT research by integrating with MCP-compatible applications. - <img src="https://github.com/NaveenBandarage.png?size=120" width="12px" height="12px" /> **[Pokémcp](https://github.com/NaveenBandarage/poke-mcp)** - Poke-MCP provides a standardized interface for accessing Pokémon information through the PokeAPI. It enables querying specific Pokémon details, discovering random Pokémon, and retrieving Pokémon based on their types or regions. - <img src="https://github.com/needle-ai.png?size=120" width="12px" height="12px" /> **[Needle](https://github.com/needle-ai/needle-mcp)** - Manage documents and perform searches utilizing Needle's capabilities through Claude's Desktop Application. - <img src="https://github.com/neoparad.png?size=120" width="12px" height="12px" /> **[Serp API Server](https://github.com/neoparad/serp-api-server)** - Access real-time search engine results and data through a straightforward API. Retrieve and analyze search data from various search engines to enhance applications with powerful search capabilities. - <img src="https://github.com/newerton.png?size=120" width="12px" height="12px" /> **[Mercado Livre Product Scraper](https://github.com/newerton/mcp-mercado-livre)** - Scrapes product data, including prices and availability, directly from Mercado Livre. Integrates with Mercado Livre's API to provide reliable and up-to-date marketplace information. - <img src="https://github.com/ngoiyaeric.png?size=120" width="12px" height="12px" /> **[Mapbox MCP Server](https://github.com/ngoiyaeric/mapbox-mcp-server)** - Integrate navigation and geocoding services using the Mapbox API to access directions, travel matrices, and real-time mapping functionalities. - <img src="https://github.com/ngoiyaeric.png?size=120" width="12px" height="12px" /> **[OpenStreetMap Integration](https://github.com/ngoiyaeric/osm-mcp)** - Query and visualize map data using a web interface with real-time map interactions. Integrates PostgreSQL/PostGIS for OpenStreetMap data management and supports server-to-client communication. - <img src="https://github.com/modelcontextprotocol.png?size=120" width="12px" height="12px" /> **[Fetch MCP Server](https://github.com/modelcontextprotocol/servers)** - Enables retrieval and processing of web content by fetching web pages and converting HTML to markdown for easier manipulation. Supports content extraction in chunks from specified starting indices to facilitate information retrieval from larger documents. - <img src="https://github.com/nicholmikey.png?size=120" width="12px" height="12px" /> **[Chrome DevTools](https://github.com/nicholmikey/chrome-tools-MCP)** - Control Chrome tabs, execute JavaScript, capture screenshots, and monitor network traffic. Enhance browser automation capabilities by integrating directly with Chrome's DevTools Protocol. - <img src="https://github.com/nickclyde.png?size=120" width="12px" height="12px" /> **[DuckDuckGo Search Server](https://github.com/nickclyde/duckduckgo-mcp-server)** - Facilitates web search capabilities via DuckDuckGo, offering content fetching and parsing with a focus on formatting results for large language model integration. Includes advanced rate limiting features for both search requests and content retrieval. - <img src="https://github.com/NightTrek.png?size=120" width="12px" height="12px" /> **[Serper Google Search Server](https://github.com/NightTrek/Serper-search-mcp)** - Integrates Google search capabilities through the Serper API, offering rich search data and an AI-powered Deep Research tool for thorough topic exploration and information synthesis. - <img src="https://github.com/nitish-raj.png?size=120" width="12px" height="12px" /> **[SearXNG Bridge Server](https://github.com/nitish-raj/searxng-mcp-bridge)** - Connect to a SearXNG instance to perform search queries via the Model Context Protocol (MCP), facilitating integration with compatible AI clients. - <img src="https://github.com/nkapila6.png?size=120" width="12px" height="12px" /> **[mcp-local-rag | local RAG-like web search](https://github.com/nkapila6/mcp-local-rag)** - Performs local retrieval-augmented generation (RAG) searches on input queries by fetching and processing search results to enhance the responses of AI models. Utilizes embeddings for similarity computation to extract relevant context from retrieved data. - <img src="https://github.com/noobnooc.png?size=120" width="12px" height="12px" /> **[Webhook MCP Server](https://github.com/noobnooc/webhook-mcp)** - Integrates webhook-based services with large language model applications, facilitating dynamic data retrieval and action handling. Supports connections to external webhooks for enhanced AI workflows. - <img src="https://github.com/nottelabs.png?size=120" width="12px" height="12px" /> **[Notte MCP Server](https://github.com/nottelabs/notte)** - Manage sessions and run agents for web observation, scraping, actions, and authentication on various websites. Control cloud browser sessions and execute tasks efficiently with Notte agents. - <img src="https://github.com/obinopaul.png?size=120" width="12px" height="12px" /> **[NBA MCP Server](https://github.com/obinopaul/nba-mcp-server)** - Access real-time NBA statistics and live game data, including player stats, team standings, and game results for integration into sports applications. - <img src="https://github.com/oleggolimbievsky88.png?size=120" width="12px" height="12px" /> **[Next.js Project](https://github.com/oleggolimbievsky88/bmr-nextjs)** - A Next.js project that facilitates the development and deployment of modern web applications by providing a framework optimized for performance and user experience. It features hot reloading for rapid development and built-in support for dynamic and responsive page creation. - <img src="https://github.com/olostep.png?size=120" width="12px" height="12px" /> **[Olostep MCP Server](https://github.com/olostep/olostep-mcp-server)** - Integrates with Olostep for extracting web page content, structured Google search results, and mapping websites. Supports geo-targeted content retrieval and error handling for enhanced web interaction. - <img src="https://github.com/Omniyin.png?size=120" width="12px" height="12px" /> **[Halo](https://github.com/Omniyin/halo)** - Halo is a modern blogging platform designed for personal use, enabling users to create, manage, and publish blog content with ease. It offers a user-friendly interface and features tailored to enhance the blogging experience. - <img src="https://github.com/onurpolat05.png?size=120" width="12px" height="12px" /> **[n8n Assistant](https://github.com/onurpolat05/n8n-Assistant)** - Search for n8n documentation, example workflows, and community forums efficiently, while providing relevant information and resources. It employs asynchronous processing for improved response times and effective content retrieval. - <img src="https://github.com/oneshot-engineering.png?size=120" width="12px" height="12px" /> **[Web Research Server](https://github.com/oneshot-engineering/mcp-webresearch)** - Fetch real-time information from the web, extract content from webpages, and track research sessions with the ability to capture screenshots for better insights. - <img src="https://github.com/openbnb-org.png?size=120" width="12px" height="12px" /> **[Airbnb Search and Listing Server](https://github.com/openbnb-org/mcp-server-airbnb)** - Search for Airbnb listings and retrieve detailed information about specific properties, utilizing structured data and adhering to Airbnb's guidelines without requiring an API key. - <img src="https://github.com/openags.png?size=120" width="12px" height="12px" /> **[Paper Search](https://github.com/openags/paper-search-mcp)** - Search and download academic papers from various sources such as arXiv, PubMed, bioRxiv, and Sci-Hub. Integrates with large language models to streamline access to scholarly articles and enhance research workflows. - <img src="https://github.com/orange-fruit01.png?size=120" width="12px" height="12px" /> **[MCP Test Run](https://github.com/orange-fruit01/MCP-Test-Run)** - Provides tools for testing and validating the functionalities of the Model Context Protocol while ensuring integration with external data and tools. - <img src="https://github.com/Ozamatash.png?size=120" width="12px" height="12px" /> **[Open Deep Research](https://github.com/Ozamatash/deep-research-mcp)** - Performs deep research on various topics by integrating search engines, web scraping, and language models to create comprehensive reports and follow-up questions. - <img src="https://github.com/p1scess.png?size=120" width="12px" height="12px" /> **[Fetch Server](https://github.com/p1scess/mcp-servers)** - Retrieve and process web content from URLs, converting HTML to markdown for easier information extraction. Enables chunked content retrieval for efficient parsing by LLMs. - <img src="https://github.com/pab1it0.png?size=120" width="12px" height="12px" /> **[Tripadvisor MCP Server](https://github.com/pab1it0/tripadvisor-mcp)** - Access Tripadvisor location data, reviews, and photos through standardized MCP interfaces. Search for travel destinations and experiences, and retrieve detailed information based on user queries. - <img src="https://github.com/oxylabs.png?size=120" width="12px" height="12px" /> **[Oxylabs MCP](https://github.com/oxylabs/oxylabs-mcp)** - Fetch and process content from specified URLs using the Oxylabs Web Scraper API, enabling easy access to web data. - <img src="https://github.com/pbteja1998.png?size=120" width="12px" height="12px" /> **[SourceSync.ai MCP Server](https://github.com/pbteja1998/sourcesyncai-mcp)** - Integrates with a knowledge management platform to manage and organize documents, ingest content from various sources, and perform semantic and hybrid searches. Facilitates connections to external services for enhanced data retrieval and document management. - <img src="https://github.com/penghongru.png?size=120" width="12px" height="12px" /> **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - A Java framework designed for rapid development of modern web applications using a front-end stack of Vue3 and Element Plus, facilitating user and role management among other built-in features. - <img src="https://github.com/pfldy2850.png?size=120" width="12px" height="12px" /> **[Naver MCP Server](https://github.com/pfldy2850/py-mcp-naver)** - Interact with various Naver services to search for blogs, news, books, and more using the Naver OpenAPI. Facilitate powerful search capabilities and content validation for applications. - <img src="https://github.com/PhamQuangVinh22022648.png?size=120" width="12px" height="12px" /> **[Brave Search Server](https://github.com/PhamQuangVinh22022648/brave-search)** - Integrates the Brave Search API to perform web and local searches, enabling queries for general web content, news, articles, and local businesses. The server supports pagination, filtering options, and smart fallback for enhanced search results. - <img src="https://github.com/PhamQuangVinh22022648.png?size=120" width="12px" height="12px" /> **[Brave Search Server](https://github.com/PhamQuangVinh22022648/brave-search)** - Integrates the Brave Search API to provide web and local search capabilities, allowing general web queries, news and article searches, as well as searches for local businesses and services. Supports pagination, filtering, and smart fallbacks to web results when local queries yield no results. - <img src="https://github.com/PhamQuangVinh22022648.png?size=120" width="12px" height="12px" /> **[Playwright Browser Automation Server](https://github.com/PhamQuangVinh22022648/playwright-mcp)** - Enables interaction with web pages through structured accessibility snapshots for reliable browser automation without the need for vision models. Supports tasks such as web navigation, form-filling, and data extraction using deterministic methods. - <img src="https://github.com/PhialsBasement.png?size=120" width="12px" height="12px" /> **[mcp-webresearch-stealthified](https://github.com/PhialsBasement/mcp-webresearch-stealthified)** - Connects AI models to the web for real-time information retrieval, webpage content extraction, and research session tracking, along with the ability to capture screenshots. - <img src="https://github.com/PhialsBasement.png?size=120" width="12px" height="12px" /> **[PageSpeed Server](https://github.com/PhialsBasement/Pagespeed-MCP-Server)** - Connects AI models to Google's PageSpeed Insights API for detailed website performance analysis and metrics interpretation. - <img src="https://github.com/phpmac.png?size=120" width="12px" height="12px" /> **[Fetch MCP Server](https://github.com/phpmac/fetch_mcp)** - Fetch web content in various formats like HTML, JSON, plain text, and Markdown. Retrieve and transform website data on demand with customizable headers. - <img src="https://github.com/pinkpixel-dev.png?size=120" width="12px" height="12px" /> **[Prysm MCP Server](https://github.com/pinkpixel-dev/prysm-mcp-server)** - A server designed for web scraping that offers various modes for optimized content retrieval, URL analysis for efficient scraping strategies, and output formatting in markdown, HTML, or JSON. Additionally, it supports image extraction and provides functionalities for saving results to a specified directory. - <img src="https://github.com/pjookim.png?size=120" width="12px" height="12px" /> **[Korea Tour](https://github.com/pjookim/mcp-visit-korea)** - Provides information related to tourism in Korea, including attractions, festivals, and accommodations. Supports various search methods based on area codes, keywords, or locations for detailed tourism content. - <img src="https://github.com/pl728.png?size=120" width="12px" height="12px" /> **[Substack Reader](https://github.com/pl728/substack-fetcher-mcp)** - Fetch and read articles from Trade Companion by Adam Mancini on Substack, providing access to subscriber-only content in a clean, readable format. It integrates with Claude AI for an enhanced reading experience. - <img src="https://github.com/podaac.png?size=120" width="12px" height="12px" /> **[NASA Earthdata Search](https://github.com/podaac/cmr-mcp)** - Integrate AI with NASA's Catalog of datasets through Earthdata, enabling seamless searches for Earthdata metadata. Enhance data discovery with intelligent search capabilities by accessing the common metadata repository (CMR). - <img src="https://github.com/pragmar.png?size=120" width="12px" height="12px" /> **[Web Crawl Integration](https://github.com/pragmar/mcp-server-webcrawl)** - Integrate web crawl data with AI language models for content filtering and analysis. Offers a full-text search interface and supports multiple crawlers for enhanced data insights. - <img src="https://github.com/ppl-ai.png?size=120" width="12px" height="12px" /> **[Perplexity Ask](https://github.com/ppl-ai/modelcontextprotocol)** - Integrates the Sonar API for live web searches, enabling conversations that leverage real-time web-wide research capabilities. Facilitates instant information retrieval directly from the web during interactions. - <img src="https://github.com/Prajwal-ak-0.png?size=120" width="12px" height="12px" /> **[YouTube MCP](https://github.com/Prajwal-ak-0/youtube-mcp)** - Extract transcripts from YouTube videos, summarize content using Gemini AI, and facilitate natural language queries about video content. Provides tools for YouTube video search and comment analysis. - <img src="https://github.com/prashalruchiranga.png?size=120" width="12px" height="12px" /> **[arXiv MCP Server](https://github.com/prashalruchiranga/arxiv-mcp-server)** - Interact with the arXiv API to retrieve scholarly article metadata, download PDFs, and search for articles using natural language queries. Enhance research workflows by directly accessing arXiv content within a large language model environment. - <img src="https://github.com/prathammanocha.png?size=120" width="12px" height="12px" /> **[Comprehensive WordPress Server](https://github.com/prathammanocha/wordpress-mcp-server)** - Enables programmatic management of WordPress sites through the WordPress REST API, facilitating operations on posts, users, comments, categories, tags, and custom endpoints. - <img src="https://github.com/priyankark.png?size=120" width="12px" height="12px" /> **[A11y MCP Server](https://github.com/priyankark/a11y-mcp)** - Perform accessibility audits on webpages and generate detailed reports and summaries that comply with WCAG standards. Integrate the findings into an AI-assisted workflow to fix accessibility issues efficiently. - <img src="https://github.com/priyankark.png?size=120" width="12px" height="12px" /> **[Lighthouse MCP Server](https://github.com/priyankark/lighthouse-mcp)** - Run comprehensive audits on web pages to measure performance metrics, simulate different device environments, and apply network conditions. Provides detailed insights and scores to help optimize website performance. - <img src="https://github.com/privilegemendes.png?size=120" width="12px" height="12px" /> **[Amadeus Flight Search Server](https://github.com/privilegemendes/amadeus-mcp-server-standalone)** - Connect to the Amadeus API for comprehensive flight search, booking, and price analysis. Access information on flights, airports, and economical travel dates to enhance travel planning. - <img src="https://github.com/pskill9.png?size=120" width="12px" height="12px" /> **[Hacker News](https://github.com/pskill9/hn-server)** - Fetch and parse stories from Hacker News, providing structured data on various story types like top, new, ask, show, and jobs. - <img src="https://github.com/pskill9.png?size=120" width="12px" height="12px" /> **[Website Downloader](https://github.com/pskill9/website-downloader)** - Downloads entire websites for offline access, preserving the website structure and converting links for local use. - <img src="https://github.com/pskill9.png?size=120" width="12px" height="12px" /> **[Web Search MCP Server](https://github.com/pskill9/web-search)** - Enables free web searching using Google search results without requiring API keys. Returns structured results including titles, URLs, and descriptions, configurable by the number of results returned per search. - <img src="https://github.com/puremd.png?size=120" width="12px" height="12px" /> **[pure.md MCP server](https://github.com/puremd/puremd-mcp)** - Access web content in markdown format by prefixing URLs with `pure.md/`, facilitating seamless retrieval of web pages while avoiding bot detection. It converts various formats like HTML and PDFs into markdown and globally caches responses for efficiency. - <img src="https://github.com/PV-Bhat.png?size=120" width="12px" height="12px" /> **[GemForge](https://github.com/PV-Bhat/GemForge-MCP)** - Provides tools for interacting with Google's Gemini AI models, enabling intelligent model selection and advanced file handling. Facilitates AI tasks such as search, reasoning, code analysis, and file operations through a standardized MCP server interface. - <img src="https://github.com/PykeW.png?size=120" width="12px" height="12px" /> **[Playwright MCP Server](https://github.com/PykeW/playwright-mcp-server)** - Retrieve and interact with web page content, enabling navigation, content extraction, and user action simulation on webpages using a standardized protocol. - <img src="https://github.com/qpd-v.png?size=120" width="12px" height="12px" /> **[DEEP Web Research](https://github.com/qpd-v/mcp-DEEPwebresearch)** - Provides real-time web research capabilities by enabling direct extraction of content from webpages. Optimized for performance within MCP timeout limits, facilitating efficient access to web data. - <img src="https://github.com/qwang07.png?size=120" width="12px" height="12px" /> **[DuckDuckGo Search](https://github.com/qwang07/duck-duck-mcp)** - Enables web search using the DuckDuckGo search engine, providing structured search results along with metadata and smart content classification. - <img src="https://github.com/r-huijts.png?size=120" width="12px" height="12px" /> **[OpenTK Dutch Parliamentary Data Server](https://github.com/r-huijts/opentk-mcp)** - Provides access to Dutch parliamentary documents, debates, and member information through a standardized interface for natural language queries, facilitating research and analysis of legislative activities. - <img src="https://github.com/raccoonaihq.png?size=120" width="12px" height="12px" /> **[Raccoon AI MCP Server](https://github.com/raccoonaihq/raccoonai-mcp-server)** - Enables web browsing, data extraction, and automation of complex web tasks using the LAM API. Automates interactions with websites by performing actions like filling out forms and navigating UI elements. - <img src="https://github.com/Raghu6798.png?size=120" width="12px" height="12px" /> **[Browser Automation Agent](https://github.com/Raghu6798/Browser_scrape_mcp)** - Automates web browsing and scraping tasks, leveraging AI to intelligently search and extract content from various online sources such as Google, GitHub, and Stack Overflow. Offers capabilities like saving screenshots and processing text for efficient data collection. - <img src="https://github.com/r-huijts.png?size=120" width="12px" height="12px" /> **[Rijksmuseum Server](https://github.com/r-huijts/rijksmuseum-mcp)** - Interact with the Rijksmuseum API for searching and retrieving artwork details, accessing high-resolution images, and managing user collections. - <img src="https://github.com/ralf-boltshauser.png?size=120" width="12px" height="12px" /> **[DomainGenuis MCP Server](https://github.com/ralf-boltshauser/mcp-domain-checker-server)** - Provides real-time domain availability checks and pricing information, integrating with Vercel's API. Handles intelligent TLD defaults and returns detailed responses including error information. - <img src="https://github.com/RamXX.png?size=120" width="12px" height="12px" /> **[Tavily](https://github.com/RamXX/mcp-tavily)** - Provides AI-powered web search capabilities through Tavily's search API, enabling sophisticated searches, direct answers to questions, and retrieval of recent news articles with relevant content extraction. - <img src="https://github.com/random-robbie.png?size=120" width="12px" height="12px" /> **[Web Browser Server](https://github.com/random-robbie/mcp-web-browser)** - Advanced web browsing capabilities enabling interactions with websites through a headless browser, capable of content extraction, form interaction, and tab management. - <img src="https://github.com/raultoto.png?size=120" width="12px" height="12px" /> **[AI Articles](https://github.com/raultoto/ai_articles)** - Generate insightful articles on artificial intelligence topics and provide curated content to enhance understanding of the latest trends in AI. - <img src="https://github.com/ravinahp.png?size=120" width="12px" height="12px" /> **[Find Flights](https://github.com/ravinahp/flights-mcp)** - Search and retrieve flight information leveraging the Duffel API, particularly adept at managing complex travel plans with contextual memory of previous searches. - <img src="https://github.com/ravinahp.png?size=120" width="12px" height="12px" /> **[Find Flights](https://github.com/ravinahp/flights-mcp)** - Search and retrieve flight information through the Duffel API, particularly useful for handling complex travel plans with contextual memory of previous flight searches. - <img src="https://github.com/regenrek.png?size=120" width="12px" height="12px" /> **[Deepwiki Fetch Server](https://github.com/regenrek/deepwiki-mcp)** - Crawls Deepwiki.com documentation, converting it into Markdown format by removing unnecessary HTML elements and adjusting links for better readability. Supports fetching multiple pages and offers structured output formats for knowledge retrieval. - <img src="https://github.com/Richard-Weiss.png?size=120" width="12px" height="12px" /> **[Google Custom Search Engine](https://github.com/Richard-Weiss/mcp-google-cse)** - Provides search capabilities using a custom Google search engine, returning only search results without content extraction. Designed for integration with other tools to enable content retrieval and more extensive searching. - <img src="https://github.com/Rickyyy1116.png?size=120" width="12px" height="12px" /> **[YouTube to Google Sheets](https://github.com/Rickyyy1116/mcp-youtube-sheets)** - Search YouTube videos and save results to Google Sheets with structured data including video title, URL, channel name, and publish date. - <img src="https://github.com/rileyedwards77.png?size=120" width="12px" height="12px" /> **[Perplexity AI Server](https://github.com/rileyedwards77/perplexity-mcp-server)** - Integrates with Perplexity AI for chatting, searching, and retrieving documentation. Facilitates access to various functionalities of the Perplexity AI API through MCP-based systems. - <img src="https://github.com/RmMargt.png?size=120" width="12px" height="12px" /> **[SearchAPI Agent](https://github.com/RmMargt/searchapi-mcp-agent)** - Integrates multiple search APIs for maps, flights, hotels, and videos through a standardized interface, enabling complex search operations via natural language queries. Offers multilingual support and customizable filtering options for enhanced search results. - <img src="https://github.com/RmMargt.png?size=120" width="12px" height="12px" /> **[SearchAPI Server](https://github.com/RmMargt/searchAPI-mcp)** - Provides standardized access to various search services such as Google Maps, Google Flights, and Google Hotels, enabling efficient retrieval of information through a unified interface. It encapsulates search operations, functioning as a bridge between AI assistants and these services. - <img src="https://github.com/rockerritesh.png?size=120" width="12px" height="12px" /> **[Scraper MCP Smithery](https://github.com/rockerritesh/scraper-mcp-smithery)** - Enhance web scraping capabilities with tools to efficiently extract and manipulate data. Automate data collection through asynchronous web search operations and integrate smoothly with existing applications using a FastMCP server foundation. - <img src="https://github.com/rogeriolembo.png?size=120" width="12px" height="12px" /> **[SysAuto Ask](https://github.com/rogeriolembo/mcp-api)** - Integrate with the Sonar API to conduct real-time web searches through conversational interactions, enabling enhanced research capabilities with live data. - <img src="https://github.com/ronantakizawa.png?size=120" width="12px" height="12px" /> **[A11y MCP](https://github.com/ronantakizawa/a11ymcp)** - Run WCAG compliance tests and accessibility assessments using the axe-core API. Users can test raw HTML or URLs for accessibility issues and color contrast evaluation. - <img src="https://github.com/RossH121.png?size=120" width="12px" height="12px" /> **[Perplexity Server](https://github.com/RossH121/perplexity-mcp)** - Utilizes web search capabilities to efficiently retrieve information while automatically selecting the most suitable AI model based on the user’s query intent. Offers intelligent options for domain and recency filtering to enhance search results. - <img src="https://github.com/rsagacom.png?size=120" width="12px" height="12px" /> **[智能对话机器人](https://github.com/rsagacom/chatgpt-on-wechat)** - A multi-platform intelligent dialogue service that supports text, voice, and image interactions. It can connect to various AI models and allows for custom enterprise AI applications through plugin extensions. - <img src="https://github.com/ropon.png?size=120" width="12px" height="12px" /> **[Demo IP Query](https://github.com/ropon/mcp_demo)** - Query IP addresses to retrieve related information and insights in real-time. This server provides essential data for applications that require IP data analysis. - <img src="https://github.com/RSS3-Network.png?size=120" width="12px" height="12px" /> **[RSS3 API Integration Server](https://github.com/RSS3-Network/mcp-server-rss3)** - Integrates with the RSS3 API to query data from decentralized chains, social media platforms, and the RSS3 network, providing real-time information on staking, nodes, and AI insights. - <img src="https://github.com/Rudra-ravi.png?size=120" width="12px" height="12px" /> **[Wikipedia Information Server](https://github.com/Rudra-ravi/wikipedia-mcp)** - Provides real-time access to Wikipedia content, enabling retrieval of articles, summaries, sections, and links in multiple languages for AI applications. Facilitates grounded responses by integrating reliable Wikipedia data into Large Language Models. - <img src="https://github.com/ruradium.png?size=120" width="12px" height="12px" /> **[Reddit Content Fetcher](https://github.com/ruradium/mcp-reddit)** - Fetch and analyze Reddit content, including hot threads and detailed posts with comments from any subreddit. Supports various post types such as text, link, and gallery to provide comprehensive insights. - <img src="https://github.com/RusianHu.png?size=120" width="12px" height="12px" /> **[Weibo Hot Search Service - 获取微博热搜](https://github.com/RusianHu/weibo_hotsearch_mcp)** - Provides real-time access to the top 10 trending topics on Weibo without authentication. Integrates trending data into AI workflows for analysis of popular social media topics. - <img src="https://github.com/rvydhya.png?size=120" width="12px" height="12px" /> **[YouTube Transcriptor](https://github.com/rvydhya/youtube_transcriptor)** - Transcribes YouTube videos by extracting transcripts, including both manual and autogenerated captions, using the provided video URL. Supports integration with MCP clients for enhanced workflows involving video transcription. - <img src="https://github.com/Sacode.png?size=120" width="12px" height="12px" /> **[SearxNG MCP Server](https://github.com/Sacode/searxng-simple-mcp)** - Provides web search capabilities using SearxNG, enabling AI models to efficiently search the web while maintaining user privacy. Integrates seamlessly with LLMs to deliver accurate search results without tracking. - <img src="https://github.com/saginawj.png?size=120" width="12px" height="12px" /> **[Reddit Feed via OAuth](https://github.com/saginawj/mcp-reddit-companion)** - Enables natural language interactions with personalized Reddit feeds, allowing users to analyze and summarize content relevant to their interests. - <img src="https://github.com/sagacious-satadru.png?size=120" width="12px" height="12px" /> **[Documentation Server](https://github.com/sagacious-satadru/Documentation-MCP)** - Search and access documentation from popular AI libraries such as LangChain and LlamaIndex. Enhance conversations with contextual knowledge by leveraging intelligent documentation extraction. - <img src="https://github.com/Saik0s.png?size=120" width="12px" height="12px" /> **[Browser Use](https://github.com/Saik0s/mcp-browser-use)** - Automates interactions with web browsers for tasks in testing and development, enabling natural language control and web research capabilities. - <img src="https://github.com/saginawj.png?size=120" width="12px" height="12px" /> **[YouTube Feed via OAuth](https://github.com/saginawj/mcp-server-youtube)** - Enable natural language interaction with YouTube to fetch trending videos and recent uploads from subscribed channels. Seamlessly access and manage YouTube content without manual API handling. - <img src="https://github.com/salamentic.png?size=120" width="12px" height="12px" /> **[Flight Planner](https://github.com/salamentic/google-flights-mcp)** - Create travel plans with detailed flight searches, generate itineraries, and access airport code information. Utilize templates for common travel-related queries to streamline the planning process. - <img src="https://github.com/sanjoy1234.png?size=120" width="12px" height="12px" /> **[Multi-Search MCP Server](https://github.com/sanjoy1234/multi-search-mcp)** - Enables multi-source search capabilities by unifying multiple search engines through a simple API. Facilitates the retrieval of information from Google, Brave News, and DuckDuckGo, presenting results in a consolidated format. - <img src="https://github.com/Saunved.png?size=120" width="12px" height="12px" /> **[Clash of Clans](https://github.com/Saunved/mcp-server-clash-of-clans)** - Obtain and analyze player and clan statistics from Clash of Clans to gain insights into war performance and strategies for gameplay improvement. - <img src="https://github.com/ScrapeGraphAI.png?size=120" width="12px" height="12px" /> **[ScrapeGraph MCP Server](https://github.com/ScrapeGraphAI/scrapegraph-mcp)** - A scraping API for structured data extraction from websites that includes features for specific webpage data extraction, web search integration, and content filtering. It also converts webpages into markdown format. - <img src="https://github.com/Scrapezy.png?size=120" width="12px" height="12px" /> **[Scrapezy MCP Server](https://github.com/Scrapezy/mcp)** - Extract structured data from websites using AI models by providing a URL and a clear prompt. It simplifies data extraction tasks and integrates with AI workflows for enhanced application capabilities. - <img src="https://github.com/scrapeless-ai.png?size=120" width="12px" height="12px" /> **[Scrapeless Mcp Server](https://github.com/scrapeless-ai/scrapeless-mcp-server)** - Retrieve and summarize data from Google Search results, including various Google services, to enhance AI decision-making capabilities. Integrate real-time search context into AI applications for improved interaction and research tools. - <img src="https://github.com/Scrapybara.png?size=120" width="12px" height="12px" /> **[Scrapybara MCP](https://github.com/Scrapybara/scrapybara-mcp)** - Facilitates interaction with virtual Ubuntu desktops, enabling code execution, web browsing, and various actions through an intuitive interface. Supports real-time operations to enhance MCP client capabilities. - <img src="https://github.com/sdairs.png?size=120" width="12px" height="12px" /> **[ClaudeKeep](https://github.com/sdairs/claudekeep)** - A server implementation that enables the saving and sharing of AI conversations from Claude Desktop, featuring both a private chat storage and a public chat display web app. This implementation utilizes the Model Context Protocol (MCP) to manage interactions with AI chat logs. - <img src="https://github.com/SecretiveShell.png?size=120" width="12px" height="12px" /> **[SearXNG Search Connector](https://github.com/SecretiveShell/MCP-searxng)** - Connects agentic systems to perform web searches using SearXNG, facilitating access to various search results from the web. - <img src="https://github.com/Selenium39.png?size=120" width="12px" height="12px" /> **[Weibo MCP Server](https://github.com/Selenium39/mcp-server-weibo)** - Retrieves detailed Weibo user information, feeds, and conducts user searches. Facilitates the analysis and scraping of Weibo data for integration into various applications. - <img src="https://github.com/sengokudaikon.png?size=120" width="12px" height="12px" /> **[Perplexity MCP Server](https://github.com/sengokudaikon/mcp-perplexity)** - Integrates with the Perplexity API to provide expert programming assistance and chat functionalities through a Python-based interface. It enables querying responses, maintaining chat history, and managing conversations while storing chat data locally. - <img src="https://github.com/sengokudaikon.png?size=120" width="12px" height="12px" /> **[Perplexity MCP Server](https://github.com/sengokudaikon/mcp-perplexity)** - Integrate with the Perplexity API to query programming responses and manage chat history. Maintain conversations and list previous chats using a local data storage system. - <img src="https://github.com/sengokudaikon.png?size=120" width="12px" height="12px" /> **[OpenDeepSearch MCP Server](https://github.com/sengokudaikon/opendeepsearch_mcp)** - Interact with OpenDeepSearch's search functionalities through a standardized interface, enabling LLM applications to leverage advanced web search capabilities. Integrates seamlessly with MCP-compatible clients for enhanced search integration. - <img src="https://github.com/aws-powertools.png?size=120" width="12px" height="12px" /> **[Powertools Search Server](https://github.com/aws-powertools/powertools-mcp)** - Provides efficient search capabilities for AWS Lambda Powertools documentation across various runtimes, enabling rapid querying and retrieval of relevant documentation content. Supports version-specific searches to ensure results are current with the latest documentation available. - <img src="https://github.com/shalomeir.png?size=120" width="12px" height="12px" /> **[daily.dev](https://github.com/shalomeir/daily)** - Provides a personalized news feed for developers, connects them to communities, and enables search functionalities to facilitate learning and collaboration in the developer ecosystem. - <img src="https://github.com/shariqriazz.png?size=120" width="12px" height="12px" /> **[Vertex AI Server](https://github.com/shariqriazz/vertex-ai-mcp-server)** - Provides seamless access to Google Cloud's Vertex AI Gemini models for coding assistance and general query answering, with enhanced query responses grounded in web search and direct knowledge. - <img src="https://github.com/Shoofio.png?size=120" width="12px" height="12px" /> **[Brave Search](https://github.com/Shoofio/brave-search-mcp-sse)** - Integrate web and local search capabilities to access comprehensive search results with flexible filtering and smart fallbacks. Utilizes Server-Sent Events (SSE) to connect AI models with the Brave Search API. - <img src="https://github.com/shiquda.png?size=120" width="12px" height="12px" /> **[MediaWiki Server](https://github.com/shiquda/mediawiki-mcp-server)** - Interact with Wikipedia's API to search and retrieve content efficiently, providing access to rich data and insights from various wiki sites. - <img src="https://github.com/Siddhant-K-code.png?size=120" width="12px" height="12px" /> **[Smart Photo Journal](https://github.com/Siddhant-K-code/memory-journal-mcp-server)** - Search and analyze photos in a library using various intuitive tools, including location-based searches to easily find images taken in specific places. - <img src="https://github.com/Sivan22.png?size=120" width="12px" height="12px" /> **[Jewish Library](https://github.com/Sivan22/mcp-otzaria-server)** - Provides powerful search capabilities for Jewish texts and literature through a standardized interface, enabling complex queries and relevance-based scoring for rich search results. - <img src="https://github.com/skrapeai.png?size=120" width="12px" height="12px" /> **[Skrape MCP Server](https://github.com/skrapeai/skrape-mcp)** - Convert web pages into clean, structured Markdown suitable for large language model (LLM) consumption, streamlining the process of feeding web content into AI applications. - <img src="https://github.com/skydeckai.png?size=120" width="12px" height="12px" /> **[AiDD](https://github.com/skydeckai/skydeckai-code)** - Provides tools for AI-driven development workflows, including file system operations, code analysis across multiple programming languages, code execution, and web content fetching with HTML-to-markdown conversion. - <img src="https://github.com/SleepyRabbit.png?size=120" width="12px" height="12px" /> **[Playwright Browser Automation Server](https://github.com/SleepyRabbit/playwright-mcp)** - Enables interaction with web pages through structured accessibility snapshots for browser automation without relying on vision models. Facilitates web navigation, form-filling, data extraction, and automated testing using structured data. - <img src="https://github.com/SomeiLam.png?size=120" width="12px" height="12px" /> **[NewsDigest](https://github.com/SomeiLam/news-mcp)** - Aggregates and searches news articles, formatting them into Markdown digests using real-time news data. Supports fetching top headlines by various filters and performing full-text searches with optional criteria. - <img src="https://github.com/sourcebot-dev.png?size=120" width="12px" height="12px" /> **[Sourcebot Code Search Server](https://github.com/sourcebot-dev/sourcebot)** - Enables regex-based code search across multiple code hosts such as GitHub, GitLab, and BitBucket to retrieve relevant code snippets and repository information. Provides LLM agents with enhanced context for improved reasoning and response quality without requiring local repository checkouts. - <img src="https://github.com/SpaceFrontiers.png?size=120" width="12px" height="12px" /> **[Space Frontiers MCP Server](https://github.com/SpaceFrontiers/mcp)** - Interact with Space Frontiers data sources through a simple API for keyword and semantic searches across various databases. Enables seamless access to rich space-related information to enhance language model capabilities. - <img src="https://github.com/spences10.png?size=120" width="12px" height="12px" /> **[DuckDuckGo Search](https://github.com/spences10/mcp-duckduckgo-search)** - Integrates DuckDuckGo search capabilities with large language models, providing comprehensive web search functionalities with various result types and filtering options. - <img src="https://github.com/spences10.png?size=120" width="12px" height="12px" /> **[Perplexity Search](https://github.com/spences10/mcp-perplexity-search)** - Integrates Perplexity's AI API with large language models for enhanced chat completion capabilities, featuring specialized prompt templates for a variety of use cases. - <img src="https://github.com/spences10.png?size=120" width="12px" height="12px" /> **[Jina.ai Grounding](https://github.com/spences10/mcp-jinaai-grounding)** - Integrates Jina.ai's Grounding API with language models to provide real-time web content for enhancing responses. It offers efficient web content grounding capabilities optimized for generating factual information in LLM outputs. - <img src="https://github.com/spences10.png?size=120" width="12px" height="12px" /> **[Jina.ai Reader](https://github.com/spences10/mcp-jinaai-reader)** - Integrates Jina.ai's Reader API for efficient web content extraction, enabling analysis and processing of documentation and web content. - <img src="https://github.com/spences10.png?size=120" width="12px" height="12px" /> **[JinaAI Search](https://github.com/spences10/mcp-jinaai-search)** - Integrates Jina.ai's Search API with language models for efficient web search capabilities, optimized for retrieving clean and relevant content. Provides advanced search functionality for accessing comprehensive web information. - <img src="https://github.com/spragginsdesigns.png?size=120" width="12px" height="12px" /> **[Perplexity MCP Server](https://github.com/spragginsdesigns/perplexity-mcp-server)** - Enables web searching capabilities by utilizing the Perplexity AI API to fetch and present web search results. It serves as an interface for retrieving information from the internet based on user queries. - <img src="https://github.com/steel-dev.png?size=120" width="12px" height="12px" /> **[Steel MCP Server](https://github.com/steel-dev/steel-mcp-server)** - Connects LLMs to the web using Puppeteer-based tools, enabling actions like clicking, scrolling, typing, and taking screenshots. Facilitates tasks such as searching for recipes, tracking shipments, comparing product prices, and filling out online forms. - <img src="https://github.com/stickerdaniel.png?size=120" width="12px" height="12px" /> **[LinkedIn MCP Server](https://github.com/stickerdaniel/linkedin-mcp-server)** - Interact with LinkedIn to scrape profiles, analyze companies, and search for job listings. Provides insights and recommendations based on LinkedIn data. - <img src="https://github.com/sunsetcoder.png?size=120" width="12px" height="12px" /> **[Flightradar24 Server](https://github.com/sunsetcoder/flightradar24-mcp-server)** - Track flights in real-time using Flightradar24 data, providing information on specific flight times and airport statuses, and monitoring emergency flights. - <img src="https://github.com/surya-madhav.png?size=120" width="12px" height="12px" /> **[Web Tools Server](https://github.com/surya-madhav/MCP)** - Interact with web content through standardized tools to fetch and summarize information from any website. - <img src="https://github.com/suthio.png?size=120" width="12px" height="12px" /> **[Brave Deep Research](https://github.com/suthio/brave-deep-research-mcp)** - Connects to Brave Search for web searches and uses Puppeteer for extracting full content from webpages, enabling in-depth research beyond basic search results. Retrieves detailed insights and processes linked information for comprehensive analysis. - <img src="https://github.com/t0mst0ne.png?size=120" width="12px" height="12px" /> **[PubMed Server](https://github.com/t0mst0ne/pubmed-mcp-easy)** - Search and retrieve biomedical literature and research papers from PubMed. Supports advanced searches, batch querying, and retrieval of abstracts and full texts of open access articles. - <img src="https://github.com/tahaswx.png?size=120" width="12px" height="12px" /> **[Serper Search and Scrape](https://github.com/tahaswx/mcp-server-serper)** - Provides web search functionality and webpage content extraction using the Serper API, enabling real-time data retrieval for applications. - <img src="https://github.com/tanevanwifferen.png?size=120" width="12px" height="12px" /> **[UseScraper](https://github.com/tanevanwifferen/usescraper-mcp-server)** - Provides web scraping capabilities using the UseScraper API to extract content from web pages in various formats. - <img src="https://github.com/tanigami.png?size=120" width="12px" height="12px" /> **[Perplexity Server](https://github.com/tanigami/mcp-server-perplexity)** - MCP Server that connects to the Perplexity API, enabling users to request chat completions with citations. It serves as an interface for utilizing Perplexity's capabilities within the MCP framework. - <img src="https://github.com/tankz.png?size=120" width="12px" height="12px" /> **[Prologue](https://github.com/tankz/younioffer.github.io)** - Prologue is a Jekyll theme designed for creating responsive, single-page websites with integrated blogging capabilities and a user-friendly setup. It features a minimalistic design, a sticky sidebar for navigation, and compatibility with Formspree for easy contact form integration. - <img src="https://github.com/tatn.png?size=120" width="12px" height="12px" /> **[Fetch Python](https://github.com/tatn/mcp-server-fetch-python)** - Fetch and transform web content into various formats, supporting both raw text extraction from various URLs and JavaScript-rendered content. The server facilitates extracting content from web pages, including media files, in a structured manner. - <img src="https://github.com/tatn.png?size=120" width="12px" height="12px" /> **[Fetch TypeScript Server](https://github.com/tatn/mcp-server-fetch-typescript)** - Retrieves and converts web content using various formats and rendering methods, suitable for both data extraction and web scraping tasks. It allows access to text-based resources and provides raw text content from specified URLs without additional processing. - <img src="https://github.com/tcpipuk.png?size=120" width="12px" height="12px" /> **[MCP Server](https://github.com/tcpipuk/mcp-server)** - Empowers AI assistants to safely access external tools and websites, facilitating better problem-solving capabilities. It provides clear feedback and helpful error messages during operations. - <img src="https://github.com/techkwon.png?size=120" width="12px" height="12px" /> **[Gemini API Server](https://github.com/techkwon/mcp-gemini)** - Leverages Google's Gemini API to generate text, create and analyze images, perform video analysis on YouTube content, and conduct web searches. Provides a range of advanced AI functionalities for various applications. - <img src="https://github.com/tedlikeskix.png?size=120" width="12px" height="12px" /> **[IP Geolocation Server](https://github.com/tedlikeskix/mcp-ip-geolocator)** - Provides detailed geolocation information for any IP address, including network data, ISP, and timezone details. No API key or registration is required for access. - <img src="https://github.com/TencentEdgeOne.png?size=120" width="12px" height="12px" /> **[EdgeOne Pages](https://github.com/TencentEdgeOne/edgeone-pages-mcp)** - Deploy HTML content and static files to EdgeOne Pages, generating publicly accessible URLs for content delivery. Supports serverless edge functions for improved web performance. - <img src="https://github.com/terryso.png?size=120" width="12px" height="12px" /> **[Pinterest MCP Server](https://github.com/terryso/mcp-pinterest)** - Search for images on Pinterest using keywords and retrieve detailed information about those images. - <img src="https://github.com/terryso.png?size=120" width="12px" height="12px" /> **[MetaTag Genie](https://github.com/terryso/meta_tag_genie)** - Manage image metadata to improve macOS Spotlight search functionality by adding tags, descriptions, people, and location data to JPG, PNG, and HEIC images through a standard MCP interface over Stdio. - <img src="https://github.com/The-AI-Workshops.png?size=120" width="12px" height="12px" /> **[SearXNG Search Integration Server](https://github.com/The-AI-Workshops/searxng-mcp-server)** - Integrates with a SearXNG instance to enable AI agents to perform privacy-respecting web searches. Provides a standardized MCP server interface for seamless interaction within AI workflows. - <img src="https://github.com/thedaviddias.png?size=120" width="12px" height="12px" /> **[LLMS.txt Explorer](https://github.com/thedaviddias/mcp-llms-txt-explorer)** - Explore and analyze websites implementing the llms.txt standard, validating and parsing llms.txt files for structured insights about compliant websites. - <img src="https://github.com/the0807.png?size=120" width="12px" height="12px" /> **[GeekNews Server](https://github.com/the0807/GeekNews-MCP-Server)** - Fetch articles from GeekNews using web scraping capabilities, providing access to the latest news stories along with various metadata like titles, URLs, points, authors, and comments. The server caches data to optimize performance and includes tools for retrieving both current articles and weekly summaries. - <img src="https://github.com/theclarityproject.png?size=120" width="12px" height="12px" /> **[Clarity MCP - Generative MCPs based on your network!](https://github.com/theclarityproject/mcp-server)** - Transform browser traffic into Model Context Protocols, enabling real-time data access for AI by extracting web API functionalities from HAR files. Capture network requests and convert them into tools for AI assistants like Claude. - <img src="https://github.com/thomasvan.png?size=120" width="12px" height="12px" /> **[Brave Search Server](https://github.com/thomasvan/mcp-brave-search)** - Utilizes Brave Search to perform web searches and retrieve local business information, facilitating seamless integration of search capabilities into MCP-compatible AI workflows. - <img src="https://github.com/tizee.png?size=120" width="12px" height="12px" /> **[IETF Document Fetcher](https://github.com/tizee/mcp-server-ietf)** - Access and retrieve IETF RFC documents, enabling search by keywords and management of document pagination. Provides standardized access to essential specifications for Large Language Models. - <img src="https://github.com/tisDDM.png?size=120" width="12px" height="12px" /> **[SearXNG MCP Server](https://github.com/tisDDM/searxng-mcp)** - Connect AI assistants to SearXNG, a privacy-focused metasearch engine that supports both public and private instances. Customize search parameters for flexible web searching with no initial configuration required. - <img src="https://github.com/tinyfish-io.png?size=120" width="12px" height="12px" /> **[AgentQL](https://github.com/tinyfish-io/agentql-mcp)** - Extract structured data from web pages using specified prompts to identify the desired fields from a given URL. This server enables integration of real-time data insights into applications. - <img src="https://github.com/tokenizin-agency.png?size=120" width="12px" height="12px" /> **[NPX Fetch](https://github.com/tokenizin-agency/mcp-npx-fetch)** - Fetches and processes web content, transforming it into multiple formats such as HTML, JSON, Markdown, and plain text. It operates using the Model Context Protocol for seamless integration with AI models. - <img src="https://github.com/Tomatio13.png?size=120" width="12px" height="12px" /> **[Tavily Search](https://github.com/Tomatio13/mcp-server-tavily)** - Perform web searches and retrieve information using the Tavily API, returning results in text format along with AI responses, URIs, and titles. - <img src="https://github.com/tositon.png?size=120" width="12px" height="12px" /> **[OpenDeepSearch](https://github.com/tositon/OpenDeepSearch)** - Performs comprehensive, in-depth research on complex topics by breaking down questions into manageable sub-questions and synthesizing findings into detailed reports with citations. Integrates seamlessly with various MCP clients for enhanced research capabilities. - <img src="https://github.com/traylinx.png?size=120" width="12px" height="12px" /> **[Traylinx Search Engine](https://github.com/traylinx/traylinx-search-engine-mcp-server)** - Connect to the deployed Agentic Search API to perform web searches that yield detailed and contextually relevant results, including text summaries, HTML, and media content. Integrate seamlessly with MCP clients for enhanced search functionality. - <img src="https://github.com/trilogy-group.png?size=120" width="12px" height="12px" /> **[Youtube Summarizer](https://github.com/trilogy-group/youtube-summarizer-mcp)** - Integrates Youtube summarization capabilities into AI applications, providing access to APIs that summarize videos directly from YouTube. - <img src="https://github.com/tulong66.png?size=120" width="12px" height="12px" /> **[Tavily MCP Server with Proxy Support](https://github.com/tulong66/mcp-tavily-proxy)** - Enables AI-powered web searches through proxy servers, providing direct answers and access to recent news articles with AI-extracted relevant content. It supports HTTP/HTTPS proxy configurations and offers robust logging and error handling for proxy issues. - <img src="https://github.com/unlimitbladeworks.png?size=120" width="12px" height="12px" /> **[Twikit Twitter Search](https://github.com/unlimitbladeworks/awesome-mcp-twikit)** - Search tweets, analyze sentiment, and retrieve timeline updates from Twitter. Provides tools for social media insights and monitoring directly within LLM-powered applications. - <img src="https://github.com/uzaysozen.png?size=120" width="12px" height="12px" /> **[IMDb Server](https://github.com/uzaysozen/imdb-mcp-server)** - Access detailed movie and TV show information from the IMDb API, including data about films, actors, and upcoming releases. Enhance applications with rich media content and insights. - <img src="https://github.com/valyu-network.png?size=120" width="12px" height="12px" /> **[Valyu MCP Server](https://github.com/valyu-network/valyu-mcp-js)** - Access Valyu's knowledge retrieval and feedback APIs to search proprietary and web sources for information and submit transaction feedback. Provides real-time insights and enhances LLM capabilities through dynamic user interaction. - <img src="https://github.com/vaebe.png?size=120" width="12px" height="12px" /> **[GitHub Search API Server](https://github.com/vaebe/mcp)** - Leverage the GitHub search API to retrieve relevant data from GitHub repositories, enabling advanced search capabilities for applications. Efficiently integrate and utilize data from various GitHub resources. - <img src="https://github.com/Victorzwx.png?size=120" width="12px" height="12px" /> **[Zhihu Article Posting Server](https://github.com/Victorzwx/zh_mcp_server)** - Automates article generation and posting on Zhihu using large language models. Integrates with MCP clients to facilitate content creation workflows through automated browser interactions and cookie management. - <img src="https://github.com/vinhphamai23.png?size=120" width="12px" height="12px" /> **[Brave Search Server](https://github.com/vinhphamai23/brave-search)** - Integrates the Brave Search API to perform web and local search capabilities, including general queries, news, and local business lookups with advanced filtering options. Provides smart fallbacks to web search when local results are unavailable. - <img src="https://github.com/vinhphamai23.png?size=120" width="12px" height="12px" /> **[Brave Search Server](https://github.com/vinhphamai23/brave-search)** - Integrates the Brave Search API to provide web and local search functionalities, allowing users to perform queries for articles, news, and local businesses with advanced filtering options and automatic fallbacks. - <img src="https://github.com/vinhphamai23.png?size=120" width="12px" height="12px" /> **[Brave Search Server](https://github.com/vinhphamai23/brave-search)** - Integrates the Brave Search API to provide web and local search capabilities, enabling general web queries, news searches, and local business searches with detailed results and filtering options. - <img src="https://github.com/VinhPhamAI.png?size=120" width="12px" height="12px" /> **[Brave Search Server](https://github.com/VinhPhamAI/brave-search)** - Integrates the Brave Search API to provide web and local search capabilities, including general queries, news and articles searches, and detailed local business and service lookups with pagination and filtering options. - <img src="https://github.com/VinhPhamAI.png?size=120" width="12px" height="12px" /> **[Brave Search Server](https://github.com/VinhPhamAI/brave-search)** - Integrates the Brave Search API to provide web and local search capabilities, enabling users to perform general queries, news searches, and local business lookups with pagination and filtering options. - <img src="https://github.com/vinsidious.png?size=120" width="12px" height="12px" /> **[Whodis Domain Availability Server](https://github.com/vinsidious/whodis-mcp-server)** - Check domain availability using WHOIS lookups integrated as an MCP tool, enabling seamless verification of domain registration status within various workflows. - <img src="https://github.com/VivekKumarNeu.png?size=120" width="12px" height="12px" /> **[Lucene Search Server](https://github.com/VivekKumarNeu/MCP-Lucene-Server)** - Efficiently manage and retrieve documents using Apache Lucene with a RESTful API for complex querying and document management tasks. Supports adding, updating, deleting, and querying documents while utilizing Lucene's powerful indexing features. - <img src="https://github.com/w-jeon.png?size=120" width="12px" height="12px" /> **[Test Server](https://github.com/w-jeon/mcp-brave-search)** - Integrates the Brave Search API for web and local search capabilities, enabling detailed queries and results filtering. Offers real-time processing with smart fallbacks between local and web search. - <img src="https://github.com/w-jeon.png?size=120" width="12px" height="12px" /> **[Brave Search MCP](https://github.com/w-jeon/mcp-brave-search)** - Integrates the Brave Search API to provide web and local search capabilities. Enables advanced query execution with flexible filtering and smart fallbacks based on result availability. - <img src="https://github.com/vitamin3615.png?size=120" width="12px" height="12px" /> **[UniProt Server](https://github.com/vitamin3615/uniprot-mcp-server)** - Fetch protein information seamlessly from the UniProt database, including detailed data, sequences, functions, and structures. Supports integration with MCP-compatible AI applications for enhanced protein analysis. - <img src="https://github.com/waldzellai.png?size=120" width="12px" height="12px" /> **[Yelp Fusion Server](https://github.com/waldzellai/waldzell-mcp)** - Enable natural language interaction with Yelp's business data, allowing users to search for businesses, read reviews, find events, and explore categories through conversational queries. - <img src="https://github.com/WebChatAppAi.png?size=120" width="12px" height="12px" /> **[Web Chat Application](https://github.com/WebChatAppAi/webchat)** - Build interactive chat experiences using a responsive web chat application powered by Next.js, enabling real-time updates as modifications are made. Customize and enhance chat functionalities easily with integrated tools and data sources. - <img src="https://github.com/webscraping-ai.png?size=120" width="12px" height="12px" /> **[WebScraping.AI MCP Server](https://github.com/webscraping-ai/webscraping-ai-mcp-server)** - Advanced web data extraction capabilities that support question answering about web content, structured data extraction, and HTML retrieval with JavaScript rendering. Manages concurrent requests effectively and offers features like device emulation and proxy rotation for efficient scraping of dynamic web pages. - <img src="https://github.com/weidwonder.png?size=120" width="12px" height="12px" /> **[Crawl4AI MCP Server](https://github.com/weidwonder/crawl4ai-mcp-server)** - Provides powerful search capabilities optimized for LLMs to understand and extract valuable content from web pages using multiple search engines. Efficiently filters non-core content and formats outputs for AI processing. - <img src="https://github.com/wendellbigato.png?size=120" width="12px" height="12px" /> **[CEP Lookup Server](https://github.com/wendellbigato/mcp-cep)** - Provides postal code (CEP) address lookups using the ViaCEP API. Integrates with command-line tools for efficient address retrieval tasks. - <img src="https://github.com/wenpingwu001.png?size=120" width="12px" height="12px" /> **[Browser Use MCP Server](https://github.com/wenpingwu001/mcp-browser-use)** - Automate web browsing tasks using natural language commands to control browsers, conduct research, and generate reports. This server facilitates seamless integration of AI-driven browser automation into various workflows. - <img src="https://github.com/westsideori.png?size=120" width="12px" height="12px" /> **[Cursor A11y](https://github.com/westsideori/cursor-a11y-mcp)** - Run accessibility tests on web applications to identify compliance issues and enhance digital accessibility. Utilize axe-core and Puppeteer to generate detailed violation reports with information about impact levels and affected elements. - <img src="https://github.com/williamvd4.png?size=120" width="12px" height="12px" /> **[Web Search](https://github.com/williamvd4/web-search)** - Seamlessly search the web and retrieve structured results including titles, URLs, and descriptions from Google search without requiring API keys. The server is configurable for the number of results returned per search. - <img src="https://github.com/willsmith2099.png?size=120" width="12px" height="12px" /> **[Open WebUI](https://github.com/willsmith2099/open-webui)** - A self-hosted WebUI for enhancing interactions with language models. Supports features like voice calls and Markdown, functioning entirely offline and compatible with various LLM runners. - <img src="https://github.com/willsmith2099.png?size=120" width="12px" height="12px" /> **[Open WebUI](https://github.com/willsmith2099/open-webui)** - Self-hosted web interface for interacting with language models, supporting offline usage and various LLM runners. Includes features for voice calls and document interactions, offering a customizable and secure chat experience. - <img src="https://github.com/wiseman.png?size=120" width="12px" height="12px" /> **[OpenStreetMap Integration](https://github.com/wiseman/osm-mcp)** - Query and visualize OpenStreetMap data through a web-based interface, utilizing PostgreSQL/PostGIS for backend data management. Features include dynamic map interactions such as adding markers and polygons as well as adjustable view settings. - <img src="https://github.com/wllcnm.png?size=120" width="12px" height="12px" /> **[Reddit Server](https://github.com/wllcnm/mcp-reddit)** - Interact with Reddit content through AI assistance, enabling search, analysis, and retrieval of posts and comments from specific subreddits. Users can browse and analyze popular posts efficiently. - <img src="https://github.com/wong2.png?size=120" width="12px" height="12px" /> **[Jina Reader MCP Server](https://github.com/wong2/mcp-jina-reader)** - Fetches the content of a remote URL and converts it into Markdown format using Jina Reader. - <img src="https://github.com/wolfyy970.png?size=120" width="12px" height="12px" /> **[Docs Fetch](https://github.com/wolfyy970/docs-fetch-mcp)** - Fetch and explore web content autonomously by navigating through documentation and web pages to extract relevant information. It supports recursive exploration and filters navigation links for content-rich pages. - <img src="https://github.com/wukan1986.png?size=120" width="12px" height="12px" /> **[Query Table](https://github.com/wukan1986/mcp_query_table)** - Extracts and queries data from various financial websites while allowing seamless switching between sources in case of outages. Utilizes browser automation for accurate data retrieval without needing manual logins or complex request handling. - <img src="https://github.com/wukan1986.png?size=120" width="12px" height="12px" /> **[Query Table](https://github.com/wukan1986/mcp_query_table)** - Retrieve and analyze financial data from various websites, enabling seamless switching between sources to maintain continuous access. Utilize web scraping and large language models to enhance data queries and insights. - <img src="https://github.com/wysh3.png?size=120" width="12px" height="12px" /> **[Perplexity MCP Zerver](https://github.com/wysh3/perplexity-mcp-zerver)** - Leverage AI-powered research capabilities by performing web searches, retrieving documentation, and analyzing code through a modular tool architecture. The server facilitates interactions with the Perplexity website without requiring an API key, utilizing browser automation for efficient data retrieval. - <img src="https://github.com/wysh3.png?size=120" width="12px" height="12px" /> **[Perplexity Server](https://github.com/wysh3/perplexity-mcp-zerver)** - Integrate AI research capabilities by performing web searches, retrieving documentation, and analyzing code through interaction with the Perplexity website. It provides persistent chat history and does not require an API key, relying on browser automation. - <img src="https://github.com/wzlnzx.png?size=120" width="12px" height="12px" /> **[Gemini Pro Chat](https://github.com/wzlnzx/GeminiProChat)** - Gemini Pro Chat provides a minimal web interface for interacting with the Gemini Pro AI model. Users can deploy their own instances and customize the integration using an API key for secure and seamless operation. - <img src="https://github.com/xiyuefox.png?size=120" width="12px" height="12px" /> **[Firecrawl](https://github.com/xiyuefox/firecrawl)** - Provides advanced scraping, crawling, and data extraction capabilities to convert web content into structured formats. Facilitates the collection of clean data from any website for AI applications. - <img src="https://github.com/xiyuefox.png?size=120" width="12px" height="12px" /> **[Perplexity MCP Server](https://github.com/xiyuefox/mcp-server-perplexity)** - Request chat completions with citations from Perplexity, providing efficient and informative interactions through the Perplexity API. It is designed for seamless integration into applications, allowing users to enhance conversational capabilities. - <img src="https://github.com/XPE-7.png?size=120" width="12px" height="12px" /> **[Claude Documentation Assistant](https://github.com/XPE-7/MCP-Server)** - Facilitates intelligent search and retrieval of AI/ML library documentation using Claude's reasoning capabilities, supporting multiple sources and an extendable architecture for adding new documentation easily. - <img src="https://github.com/xytangme.png?size=120" width="12px" height="12px" /> **[NeoDB](https://github.com/xytangme/neodb-mcp)** - Interact with a social book cataloging service to fetch user information, search for books, and retrieve detailed book information through its API. - <img src="https://github.com/y7ut.png?size=120" width="12px" height="12px" /> **[Tavily Search](https://github.com/y7ut/mcp-tavily-search)** - This server provides search capabilities utilizing the Tavily platform, allowing users to perform search queries within the specified context. It integrates with the Model Context Protocol to facilitate search operations through a command-line interface or Docker. - <img src="https://github.com/yanjunz.png?size=120" width="12px" height="12px" /> **[图像搜索与图标生成服务](https://github.com/yanjunz/mcp_search_images)** - Search for high-quality images from sources like Unsplash, Pexels, and Pixabay, and generate custom icons based on text descriptions, facilitating visual enhancements for projects. - <img src="https://github.com/yap-audio.png?size=120" width="12px" height="12px" /> **[TikTok Video Search](https://github.com/yap-audio/tiktok-mcp)** - Discover and extract metadata from TikTok videos by searching for trending content using hashtags. This service includes built-in error handling, anti-detection measures, and configurable options for video retrieval and API session management. - <img src="https://github.com/YeonwooSung.png?size=120" width="12px" height="12px" /> **[Tavily Search](https://github.com/YeonwooSung/metasearch-mcp)** - Perform searches based on specified queries and receive AI responses along with URIs and titles of the search results. It enhances search capabilities within applications like Claude Desktop or Cursor, streamlining information retrieval. - <img src="https://github.com/yiye.png?size=120" width="12px" height="12px" /> **[Finder Server](https://github.com/yiye/MCP-Finder-Server)** - Enables searching for MCP server implementations through the filtering of results by name, description, or tags. Facilitates streamlined exploration of available MCP servers by allowing users to limit search results. - <img src="https://github.com/yokingma.png?size=120" width="12px" height="12px" /> **[OneSearch](https://github.com/yokingma/one-search-mcp)** - Integrates with multiple search engines and scrapers for web search, content scraping, and extraction. Supports both local browser search and remote web scraping, utilizing tools like Searxng and Firecrawl. - <img src="https://github.com/yokingma.png?size=120" width="12px" height="12px" /> **[OneSearch](https://github.com/yokingma/one-search-mcp)** - Enables web search, scraping, and content extraction from various websites using multiple search engines and scrapers. It supports local browser searches and integrates with tools like SearXNG, DuckDuckGo, and Bing for enhanced data retrieval. - <img src="https://github.com/yuna0x0.png?size=120" width="12px" height="12px" /> **[AniList MCP Server](https://github.com/yuna0x0/anilist-mcp)** - Access and interact with detailed anime and manga data, including information about shows, characters, and user profiles. Supports searching and filtering of various media types from AniList. - <img src="https://github.com/yutakobayashidev.png?size=120" width="12px" height="12px" /> **[WebforAI Text Extractor](https://github.com/yutakobayashidev/webforai-mcp-server)** - Extract plain text from any web page URL and convert it to clean, well-formatted Markdown output. Provides robust error handling and is optimized for AI consumption through seamless integration with MCP clients. - <img src="https://github.com/ywwAHU.png?size=120" width="12px" height="12px" /> **[Scholarly Article Search Server](https://github.com/ywwAHU/mcp-scholarly)** - Search for academic articles using the MCP server by querying a dedicated tool for relevant papers based on keywords. Access trusted academic sources for streamlined research. - <img src="https://github.com/zcaceres.png?size=120" width="12px" height="12px" /> **[Fetch MCP Server](https://github.com/zcaceres/fetch-mcp)** - Fetches web content in various formats such as HTML, JSON, plain text, and Markdown from specified URLs. It can return raw HTML content and JSON data from various online sources. - <img src="https://github.com/zbkm.png?size=120" width="12px" height="12px" /> **[Mamont MCP Server](https://github.com/zbkm/mmnt-mcp-server)** - Utilizes the Mamont search engine for executing search queries and retrieving cached web pages. Provides a standardized interface for accessing real-time search results and text-based content efficiently. - <img src="https://github.com/zhangzhongnan928.png?size=120" width="12px" height="12px" /> **[Personal Assistant Agent](https://github.com/zhangzhongnan928/mcp-pa-ai-agent)** - Manage calendar events, track tasks and to-dos, read and send emails, search the web for information, and control smart home devices. - <img src="https://github.com/zhsama.png?size=120" width="12px" height="12px" /> **[DuckDuckGo Search](https://github.com/zhsama/duckduckgo-mcp-server)** - Perform web searches using DuckDuckGo's API, providing formatted Markdown results along with built-in rate limiting and error handling. Seamlessly integrate powerful search capabilities into applications. - <img src="https://github.com/zhushengxiao.png?size=120" width="12px" height="12px" /> **[Jianshu](https://github.com/zhushengxiao/jianshu)** - Manage writing projects with a user-friendly interface, offering features designed to enhance productivity for writers. It supports project organization and seamless editing tasks. - <img src="https://github.com/zhushengxiao.png?size=120" width="12px" height="12px" /> **[Jianshu](https://github.com/zhushengxiao/jianshu)** - Manage and organize writing projects with a user-friendly interface, providing features tailored specifically for writers to enhance their workflow. - <img src="https://github.com/zhsama.png?size=120" width="12px" height="12px" /> **[duckduckgo-search MCP Server](https://github.com/zhsama/duckduckgo-mcp-server)** - Provides DuckDuckGo search functionality with a simple interface for performing web searches. Supports rate limiting and error handling while integrating with the DuckDuckGo API. - <img src="https://github.com/zoomeye-ai.png?size=120" width="12px" height="12px" /> **[ZoomEye MCP Server](https://github.com/zoomeye-ai/mcp_zoomeye)** - Query network asset information using ZoomEye dorks, while benefiting from a caching mechanism and advanced error handling to enhance data retrieval capabilities. - <img src="https://github.com/Zo-Valentine.png?size=120" width="12px" height="12px" /> **[Twikit Twitter Search](https://github.com/Zo-Valentine/mcp-twikit)** - Interact with Twitter to analyze sentiments and retrieve tweets from timelines, providing insights into public opinion and updates on trending topics. - <img src="https://github.com/ZubeidHendricks.png?size=120" width="12px" height="12px" /> **[YouTube Server](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Interact with YouTube to retrieve video details, manage transcripts, and access channel and playlist information. Search for videos across YouTube and manage content with various statistics. - <img src="https://github.com/ZubeidHendricks.png?size=120" width="12px" height="12px" /> **[YouTube MCP Server](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Interacts with YouTube content by retrieving video details, managing channels, and accessing transcripts through a standardized interface. Allows for video statistics, channel management, and playlist details. - <img src="https://github.com/zueai.png?size=120" width="12px" height="12px" /> **[Web Development Tools Server](https://github.com/zueai/webdev-mcp)** - Provides web development tools for capturing screenshots and listing available screens as base64 encoded strings for further processing or analysis. - <img src="https://github.com/fefergrgrgrg.png?size=120" width="12px" height="12px" /> **[Web Development Tools Server](https://github.com/fefergrgrgrg/smileyCoinDev)** - Provides web development tools to capture screenshots and programmatically list available screens, helping to streamline development tasks and automate operations. - <img src="https://github.com/zxsimple.png?size=120" width="12px" height="12px" /> **[Simple Website Fetching Tool](https://github.com/zxsimple/mcp-sample)** - Fetch website content effortlessly for data retrieval in applications. Connect with an LLM client to automate web interactions. - <img src="https://github.com/zym9863.png?size=120" width="12px" height="12px" /> **[Pixabay Image Search](https://github.com/zym9863/pixabay-mcp)** - Connect to the Pixabay API to search for images and retrieve formatted results that include image URLs and metadata. Handle errors seamlessly during API interactions for reliable performance. - <img src="https://github.com/zxsimple.png?size=120" width="12px" height="12px" /> **[Fetch Server](https://github.com/zxsimple/reference-servers)** - Retrieve and process web content from URLs, converting HTML to markdown format for easier extraction and consumption by language models. It supports content truncation and allows for customized starting points for content extraction. - <img src="https://github.com/Zzzccs123.png?size=120" width="12px" height="12px" /> **[Baike Render](https://github.com/Zzzccs123/mcp-baike-render)** - Access and render content from Baidu Baike, providing detailed discussion data for specific entries and generating readable analyses that highlight key topics and trends. Integrate rich insights from Baidu Baike seamlessly into applications. ## Memory Management - <img src="https://github.com/aakarsh-sasi.png?size=120" width="12px" height="12px" /> **[Memory Bank](https://github.com/aakarsh-sasi/memory-bank-mcp)** - Manage AI assistant's context across sessions by storing, retrieving, and tracking information with remote server support for improved collaboration and persistence. - <img src="https://github.com/a2888409.png?size=120" width="12px" height="12px" /> **[Epoll-based HTTP Server](https://github.com/a2888409/CSAPP)** - A high-performance HTTP server utilizing the epoll model for efficient connection and task management, supporting event-driven architecture and timer management for handling inactive connections. Includes implementations of memory allocation, a simple proxy server, and a basic shell for process management and signal handling. - <img src="https://github.com/AdamPippert.png?size=120" width="12px" height="12px" /> **[Multi-Service MCP Server](https://github.com/AdamPippert/multi-service-mcp-server)** - Integrate and automate various tools such as GitHub, GitLab, Google Maps, and Puppeteer through a unified gateway for efficient data retrieval and workflow enhancement. The modular architecture allows for easy addition or removal of individual tool modules. - <img src="https://github.com/AgentWong.png?size=120" width="12px" height="12px" /> **[IaC Memory Server](https://github.com/AgentWong/iac-memory-mcp-server-project)** - Provides persistent memory storage and version tracking for Infrastructure-as-Code components, focusing on Terraform and Ansible resources with relationship mapping. - <img src="https://github.com/AgentWong.png?size=120" width="12px" height="12px" /> **[Optimized Memory Server](https://github.com/AgentWong/optimized-memory-mcp-server)** - Enables persistent memory capabilities for AI interactions, allowing the model to remember user information and enhance personalization through a local knowledge graph that manages entities, relations, and observations. - <img src="https://github.com/alioshr.png?size=120" width="12px" height="12px" /> **[Memory Bank Server](https://github.com/alioshr/memory-bank-mcp)** - Manage project memory banks remotely and efficiently, enabling streamlined access and manipulation of memory data. - <img src="https://github.com/amotivv.png?size=120" width="12px" height="12px" /> **[Memory Box MCP Server](https://github.com/amotivv/memory-box-mcp)** - Manage and retrieve memories using advanced semantic search capabilities, enabling efficient organization and structured formatting of memory data. Integrate with Cline and Claude for enhanced memory management functionalities. - <img src="https://github.com/ArchimedesCrypto.png?size=120" width="12px" height="12px" /> **[Figma MCP Server with Chunking](https://github.com/ArchimedesCrypto/figma-mcp-chunked)** - Efficiently interact with the Figma API, utilizing memory-aware chunking and pagination to manage and process large Figma files. This enables effective handling of extensive design documents and resource-intensive operations. - <img src="https://github.com/aurda012.png?size=120" width="12px" height="12px" /> **[Cursor10x Memory System](https://github.com/aurda012/cursor10x-mcp)** - Offers a project-centric database for managing contextual information throughout development workflows. Facilitates seamless retrieval and recall of project context, enhancing productivity and fostering intelligent code connections. - <img src="https://github.com/honeybluesky.png?size=120" width="12px" height="12px" /> **[My Apple Remembers](https://github.com/honeybluesky/my-apple-remembers)** - Recalls and saves memories from Apple Notes, accessing notes, calendar events, messages, and files on macOS. Facilitates the persistence of important information for future reference with minimal setup. - <img src="https://github.com/basicmachines-co.png?size=120" width="12px" height="12px" /> **[Basic Memory](https://github.com/basicmachines-co/basic-memory)** - Enables persistent knowledge management through natural language conversations with LLMs by reading and writing to local Markdown files. Facilitates contextual awareness across sessions while maintaining a user-controlled knowledge base with a simple local-first approach. - <img src="https://github.com/bneil.png?size=120" width="12px" height="12px" /> **[Knowledge Graph Memory Server](https://github.com/bneil/mcp-memory-pouchdb)** - Manage and enhance interactions with contextual information using a robust knowledge graph. It captures, stores, and retrieves data seamlessly with PouchDB for improved consistency and organization by project-specific paths. - <img src="https://github.com/boorich.png?size=120" width="12px" height="12px" /> **[Human Loop Server](https://github.com/boorich/mcp-human-loop)** - Manage human-agent collaboration by using a sequential scoring system to evaluate and determine the necessity of human intervention in AI operations based on complexity and sensitivity of requests. - <img src="https://github.com/bornpresident.png?size=120" width="12px" height="12px" /> **[Volatility MCP Server](https://github.com/bornpresident/Volatility-MCP-Server)** - Analyze memory dumps using natural language queries to facilitate forensic investigations, reducing the need for technical expertise while accelerating the analysis process and improving cybersecurity responses. - <img src="https://github.com/BRO3886.png?size=120" width="12px" height="12px" /> **[Knowledge Graph Memory Server](https://github.com/BRO3886/mcp-memory-custom)** - Manage and enhance user interactions with a customizable knowledge graph, capturing and organizing these interactions with timestamps for improved context and project-specific memory management. - <img src="https://github.com/CheMiguel23.png?size=120" width="12px" height="12px" /> **[MemoryMesh](https://github.com/CheMiguel23/MemoryMesh)** - Stores, updates, and recalls structured information using a dynamic schema, enabling relationship management for entities such as characters, locations, and items in a knowledge graph format. Designed specifically for text-based RPGs and interactive storytelling, it helps maintain consistent memory across conversations. - <img src="https://github.com/ChrisL108.png?size=120" width="12px" height="12px" /> **[Outline Document Search Server](https://github.com/ChrisL108/outline-mcp)** - Search and retrieve documents from Outline knowledge bases, facilitating access to internal documentation. Supports secure access via interactive credentials and environment variables. - <img src="https://github.com/chroma-core.png?size=120" width="12px" height="12px" /> **[Chroma MCP Server](https://github.com/chroma-core/chroma-mcp)** - Integrates vector database capabilities for managing collections, performing semantic searches, and retrieving data with advanced filtering. Enhances AI models with powerful data retrieval features to improve context and performance. - <img src="https://github.com/coleam00.png?size=120" width="12px" height="12px" /> **[Long-Term Memory for AI Agents](https://github.com/coleam00/mcp-mem0)** - Enables AI agents to store, retrieve, and search memories using semantic indexing for efficient memory management, enhancing contextual awareness. - <img src="https://github.com/davidteren.png?size=120" width="12px" height="12px" /> **[Claude Server](https://github.com/davidteren/claude-server)** - Manages project-specific contexts and maintains conversation continuity with hierarchical structures and metadata tagging. Facilitates quick retrieval for efficient workflows within specified project contexts. - <img src="https://github.com/davioliveeira.png?size=120" width="12px" height="12px" /> **[Memory Server](https://github.com/davioliveeira/memory-mcp)** - Store and retrieve memories efficiently using SQLite as the backend. Offers tools for managing memories, including functions to remember, get, list, update, and delete entries, along with command-line inspection capabilities. - <img src="https://github.com/ddkang1.png?size=120" width="12px" height="12px" /> **[Memory Server with Knowledge Graph](https://github.com/ddkang1/mcp-mem)** - Provides session-based memory management for chat applications using an efficient knowledge graph to search and retrieve information from multiple sources, including uploaded files. - <img src="https://github.com/delorenj.png?size=120" width="12px" height="12px" /> **[Memory Server with Qdrant Persistence](https://github.com/delorenj/mcp-qdrant-memory)** - A knowledge graph implementation that supports semantic search with a Qdrant vector database, enabling effective graph-based representation of entities and their relations. It includes features for file-based persistence and utilizes OpenAI embeddings for enhanced semantic similarity. - <img src="https://github.com/devassistantai.png?size=120" width="12px" height="12px" /> **[Knowledge Memory Server](https://github.com/devassistantai/mcp-servers)** - Store and retrieve user information across chats using a local knowledge graph to enable persistent memory for an AI assistant. Manage entities, relations, and observations to personalize interactions effectively. - <img src="https://github.com/Din-djarin2.png?size=120" width="12px" height="12px" /> **[Memory Bank Server](https://github.com/Din-djarin2/memory-bank-mcp)** - Manage and access project memory banks remotely with centralized control, supporting multi-project operations with secure isolation and consistent file structure enforcement. Perform memory bank operations including reading, writing, and listing files across projects through a type-safe MCP interface. - <img src="https://github.com/divslingerx.png?size=120" width="12px" height="12px" /> **[Memory Store](https://github.com/divslingerx/mcp-server)** - Provides web search capabilities using Puppeteer, returning structured JSON results from Google searches in a lightweight and stateless design. - <img src="https://github.com/docdyhr.png?size=120" width="12px" height="12px" /> **[Simplenote MCP Server](https://github.com/docdyhr/simplenote-mcp-server)** - Connect and manage your Simplenote notes, enabling actions like creating, updating, and deleting notes directly from LLM applications. - <img src="https://github.com/doggybee.png?size=120" width="12px" height="12px" /> **[Memo Server for Session Memory Management](https://github.com/doggybee/mcp-server-memo)** - Manage session summaries and memos for large language models with persistent local storage and version tracking. Store, retrieve, and list detailed session histories to enhance context retention for improved memory capabilities. - <img src="https://github.com/doobidoo.png?size=120" width="12px" height="12px" /> **[Memory Service](https://github.com/doobidoo/mcp-memory-service)** - Provides semantic memory and persistent storage using ChromaDB for long-term memory retention and semantic search capabilities, enhancing context maintenance across conversations. - <img src="https://github.com/drdee.png?size=120" width="12px" height="12px" /> **[Memory MCP](https://github.com/drdee/memory-mcp)** - Store and retrieve memories using a command-line interface with a backend powered by SQLite. Manage important information efficiently in applications with memory functionalities. - <img src="https://github.com/ebailey78.png?size=120" width="12px" height="12px" /> **[Memory Server](https://github.com/ebailey78/mcp-memory)** - Manage and maintain structured memories across chat sessions to enhance project continuity and context. Save and retrieve important information over time, building a comprehensive knowledge base tailored to long-term project workflows. - <img src="https://github.com/evangstav.png?size=120" width="12px" height="12px" /> **[Memory Server](https://github.com/evangstav/python-memory-mcp-server)** - Manage entities and their relationships within a knowledge graph with strict validation to ensure data consistency. Perform complex queries and maintain observations to enhance application functionality. - <img src="https://github.com/fourcolors.png?size=120" width="12px" height="12px" /> **[Omi MCP Server](https://github.com/fourcolors/omi-mcp)** - Manage conversations and memories with the Omi API, enabling retrieval, creation, and manipulation of user data for enhanced conversational capabilities. - <img src="https://github.com/g0t4.png?size=120" width="12px" height="12px" /> **[Memory Management Server](https://github.com/g0t4/mcp-server-memory-file)** - Manage and enhance chat experiences by allowing AI models to remember and recall information during conversations. Effortlessly add, search, delete, and list memories using a simple text file system to improve context retention and response relevance. - <img src="https://github.com/gannonh.png?size=120" width="12px" height="12px" /> **[Memento](https://github.com/gannonh/memento-mcp)** - Memento is a knowledge graph memory system that facilitates semantic search and contextual recall, enabling LLM applications to manage and retrieve information with temporal awareness. It offers a persistent and adaptive long-term memory structure through ontological entity nodes. - <img src="https://github.com/gmacev.png?size=120" width="12px" height="12px" /> **[Simple Memory Extension Server](https://github.com/gmacev/Simple-Memory-Extension-MCP-Server)** - Store and recall important information for agents, manage memory through context item and namespace functionalities, and facilitate semantic search capabilities for relevant context retrieval. - <img src="https://github.com/Guanxinyuan.png?size=120" width="12px" height="12px" /> **[Neo4j MCP Clients & Servers](https://github.com/Guanxinyuan/neo4j)** - Leverage natural language to interact with Neo4j databases and manage knowledge graphs effortlessly. Transform natural language queries into Cypher commands and store knowledge graph memory in Neo4j or a file. - <img src="https://github.com/Heht571.png?size=120" width="12px" height="12px" /> **[mcptest](https://github.com/Heht571/ops-mcp-server)** - A server toolset for monitoring and managing remote servers, providing functionalities for system checks, service status updates, network diagnostics, and security audits. It includes features for memory information retrieval, system load monitoring, and process management. - <img src="https://github.com/henryhawke.png?size=120" width="12px" height="12px" /> **[Titan Memory Server](https://github.com/henryhawke/mcp-titan)** - A memory engine designed for LLMs, enabling continuous learning and context management through a transformer-based neural memory system that can predict sequences and maintain state across interactions. - <img src="https://github.com/ibproduct.png?size=120" width="12px" height="12px" /> **[Memory Cache Server](https://github.com/ibproduct/ib-mcp-cache-server)** - Efficiently caches data between language model interactions to reduce token consumption, enhancing performance and speeding up responses. Integrates seamlessly with any MCP client and language model that uses tokens. - <img src="https://github.com/identimoji.png?size=120" width="12px" height="12px" /> **[emojikey-server](https://github.com/identimoji/mcp-server-emojikey)** - Manages and persists interaction styles for language models using emoji-based memory keys. Supports setting, retrieving, and maintaining conversation contexts across devices and applications while tracking history. - <img src="https://github.com/ipospelov.png?size=120" width="12px" height="12px" /> **[Memory Bank Setup Helper](https://github.com/ipospelov/mcp-memory-bank)** - Facilitates the setup and management of a structured Memory Bank for context preservation in AI assistant environments, offering detailed guidance on file structures, template generation, and project summary analysis. Enhances AI context management through organized documentation and relevant content suggestions. - <img src="https://github.com/itseasy21.png?size=120" width="12px" height="12px" /> **[Persistent Knowledge Graph](https://github.com/itseasy21/mcp-knowledge-graph)** - Enables AI tools to retain and utilize user-specific information across multiple conversations by leveraging a local knowledge graph for persistent memory management. - <img src="https://github.com/IzumiSy.png?size=120" width="12px" height="12px" /> **[DuckDB Knowledge Graph Memory Server](https://github.com/IzumiSy/mcp-duckdb-memory-server)** - Enhance conversational agents by providing a memory system that retrieves and updates user information using DuckDB for efficient querying of knowledge graphs. Maintain context regarding user preferences and relationships over interactions. - <img src="https://github.com/j3k0.png?size=120" width="12px" height="12px" /> **[Knowledge Graph Memory](https://github.com/j3k0/mcp-brain-tools)** - Utilizes a scalable knowledge graph built on Elasticsearch to manage and query large datasets, providing persistent memory for AI systems. Supports complete CRUD operations and offers advanced search capabilities for improved data handling in Model Context Protocol applications. - <img src="https://github.com/jasonmorganson.png?size=120" width="12px" height="12px" /> **[Knowledge Graph Memory Server](https://github.com/jasonmorganson/servers)** - Utilizes a local knowledge graph for the creation, management, and retrieval of entities and their relationships, enabling users to maintain context and continuity in conversations across chats. - <img src="https://github.com/Jktfe.png?size=120" width="12px" height="12px" /> **[myAI Memory Sync](https://github.com/Jktfe/myAImemory-mcp)** - Synchronizes preferences, personal details, and code standards across all Claude interfaces, ensuring consistent updates without manual input. Utilizes a caching system for faster memory-related queries. - <img src="https://github.com/jlia0.png?size=120" width="12px" height="12px" /> **[Knowledge Graph Memory Server](https://github.com/jlia0/servers)** - Utilizes a local knowledge graph to enable persistent memory for AI agents, allowing them to create, update, and retrieve personalized user information across chat sessions. Facilitates tailored interactions by managing entities, relations, and observations. - <img src="https://github.com/joleyline.png?size=120" width="12px" height="12px" /> **[Persistent Memory System](https://github.com/joleyline/mcp-memory-libsql)** - Leverage high-performance vector search and efficient knowledge storage to manage entities and relations. Provides semantic search capabilities and secure token-based authentication for connecting to remote libSQL databases. - <img src="https://github.com/JovanHsu.png?size=120" width="12px" height="12px" /> **[Neo4j Knowledge Graph Memory Server](https://github.com/JovanHsu/mcp-neo4j-memory-server)** - Store and retrieve information from AI interactions using a Neo4j backend, facilitating advanced graph querying and memory management. Enhances performance and scalability for complex knowledge graph applications. - <img src="https://github.com/Kirandawadi.png?size=120" width="12px" height="12px" /> **[Volatility3 MCP Server](https://github.com/Kirandawadi/volatility3-mcp)** - Analyze memory dumps to detect malware and perform memory forensics using a natural language interface, making the process accessible to users without specialized knowledge. - <img src="https://github.com/Kirandawadi.png?size=120" width="12px" height="12px" /> **[Volatility3 MCP Server](https://github.com/Kirandawadi/volatility3-mcp)** - Analyzes memory dumps and detects malware through natural language interactions, facilitating complex memory forensics tasks without specialized knowledge. Automates workflows typically requiring expertise in memory analysis. - <img src="https://github.com/kiranraathod.png?size=120" width="12px" height="12px" /> **[TaskFlow Memory Server](https://github.com/kiranraathod/taskflow-memory-server)** - Manage tasks with persistent memory to maintain project context and streamline workflow execution using intelligent planning and execution modes. The server integrates seamlessly with FastMCP-compatible clients for enhanced task and context management. - <img src="https://github.com/leonskenidy.png?size=120" width="12px" height="12px" /> **[Omi API Server](https://github.com/leonskenidy/omi-mcp)** - Provides access to Omi conversations and memories through a standardized MCP interface, enabling reading, creating, and managing these elements efficiently within LLM workflows. - <img src="https://github.com/Lyoneos.png?size=120" width="12px" height="12px" /> **[CheatEngine Toolkit](https://github.com/Lyoneos/mcp-cheatengine-Cto)** - Connects to CheatEngine instances to perform memory operations, including reading memory and analyzing assembly code. Features a plugin architecture for extending functionalities within the toolkit. - <img src="https://github.com/mcp-get.png?size=120" width="12px" height="12px" /> **[macOS MCP Server](https://github.com/mcp-get/community-servers)** - Provides macOS-specific system information and operations, including retrieval of CPU, memory, disk, and network details, as well as enabling native macOS notifications. - <img src="https://github.com/mem0ai.png?size=120" width="12px" height="12px" /> **[Memory Tool](https://github.com/mem0ai/mem0-mcp)** - Store and retrieve user-specific memories to maintain context and make informed decisions based on past interactions using a simple API. Features relevance scoring to enhance memory management with user preferences. - <img src="https://github.com/movibe.png?size=120" width="12px" height="12px" /> **[Memory Bank](https://github.com/movibe/memory-bank-mcp)** - Manage and interact with structured repositories of information for AI assistants, enabling the storage, retrieval, and tracking of context across sessions to enhance AI capabilities. Supports operational modes for tasks like coding, debugging, and system design. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[C.W.K. Pippa Memory Manager](https://github.com/neobundy/cwkCursorPippaMCP)** - Manage and enhance memory capabilities for AI assistants within Cursor IDE, enabling seamless storage, recall, and management of information across conversations for more personalized interactions. - <img src="https://github.com/neo4j-contrib.png?size=120" width="12px" height="12px" /> **[mcp-neo4j-memory](https://github.com/neo4j-contrib/mcp-neo4j)** - Integrates with the Neo4j graph database to maintain complex relationships between memory nodes, enabling long-term retention and querying of knowledge across multiple conversations. Facilitates the construction of an interconnected knowledge base that acts as an external memory system. - <img src="https://github.com/modelcontextprotocol.png?size=120" width="12px" height="12px" /> **[Knowledge Graph Memory Server](https://github.com/modelcontextprotocol/servers)** - A basic implementation of persistent memory using a local knowledge graph that enables storage and retrieval of user-specific information across chats by defining entities and their relationships. - <img src="https://github.com/oculairmedia.png?size=120" width="12px" height="12px" /> **[Letta MCP Server](https://github.com/oculairmedia/Letta-MCP-server)** - Manage agents and memory blocks within the Letta system, enabling the creation, listing, and attachment of memory blocks to agents while facilitating seamless communication through message sending and response receiving. - <img src="https://github.com/pinkpixel-dev.png?size=120" width="12px" height="12px" /> **[mem0 Memory System](https://github.com/pinkpixel-dev/mem0-mcp)** - Provides a memory system for AI applications where information can be stored and retrieved across user sessions. It enables personalized interactions by managing user-specific data efficiently. - <img src="https://github.com/rmtech1.png?size=120" width="12px" height="12px" /> **[TxtAI Assistant](https://github.com/rmtech1/txtai-assistant-mcp)** - Provides semantic memory and search capabilities for AI assistants, enabling the storage, retrieval, and management of text-based memories. Enhances context awareness during conversations through advanced features like tagging and health monitoring. - <img src="https://github.com/shaneholloman.png?size=120" width="12px" height="12px" /> **[Knowledge Graph Memory Server](https://github.com/shaneholloman/mcp-knowledge-graph)** - Enables persistent memory for AI models using a local knowledge graph, allowing them to remember user information across chats. Customizable memory paths enhance the management of stored knowledge. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[Cursor10x Memory System](https://github.com/sizzlebop/context-mcp)** - A memory system that maintains and retrieves comprehensive project and conversation memory, enabling contextually aware AI assistance. It supports multiple memory types including short-term, long-term, episodic, and semantic memory for enhanced development workflows. - <img src="https://github.com/spences10.png?size=120" width="12px" height="12px" /> **[LibSQL Memory](https://github.com/spences10/mcp-memory-libsql)** - High-performance vector search and persistent memory system using libSQL, offering efficient knowledge storage and semantic search capabilities. Supports knowledge graph management and secure token-based authentication for accessing local and remote databases. - <img src="https://github.com/Srish-ty.png?size=120" width="12px" height="12px" /> **[Memory Context Provider Server](https://github.com/Srish-ty/MCP-Testing-interface-for-LLMs)** - Manage user contexts for LLM interactions by storing and retrieving relevant prompts to ensure continuity in conversations. Provides a RESTful API for context management with support for in-memory storage and TypeScript integration. - <img src="https://github.com/stippi.png?size=120" width="12px" height="12px" /> **[Code Assistant](https://github.com/stippi/code-assistant)** - Assists with code-related tasks by exploring codebases, managing file contents, and providing insights through summarization. Facilitates interactive communication for effective code manipulation. - <img src="https://github.com/T1nker-1220.png?size=120" width="12px" height="12px" /> **[Knowledge Graph Memory Server](https://github.com/T1nker-1220/memories-with-lessons-mcp-server)** - This server enables the implementation of persistent memory in AI models through a local knowledge graph, allowing for information retention across chats and an error-learning mechanism via a lesson system. - <img src="https://github.com/t3ta.png?size=120" width="12px" height="12px" /> **[Memory Bank](https://github.com/t3ta/memory-bank-mcp-server)** - Manage project documentation and context effectively across sessions with structured memory banks in JSON format. Facilitate consistent knowledge retention for AI agents and support multilingual documentation through a powerful API for document management and retrieval. - <img src="https://github.com/tejpalvirk.png?size=120" width="12px" height="12px" /> **[Student MCP Server](https://github.com/tejpalvirk/contextmanager)** - Track courses, assignments, and exams while optimizing study sessions and monitoring progress through a structured knowledge graph. Manage deadlines and priorities effectively within an academic context. - <img src="https://github.com/Thelyoncrypt.png?size=120" width="12px" height="12px" /> **[MemGPT](https://github.com/Thelyoncrypt/MemGPT)** - Creates chatbots that maintain self-editing memory with different memory tiers to manage limited LLM context windows. Connects to SQL databases, local files, and documents for seamless conversational AI interactions. - <img src="https://github.com/tjwells47.png?size=120" width="12px" height="12px" /> **[Chroma MCP Server](https://github.com/tjwells47/chroma-mcp)** - A vector database designed for integrating LLM applications, enabling seamless data retrieval and management through advanced search capabilities and document operations. Supports memory and context enhancement for AI models with efficient embedding functions. - <img src="https://github.com/tjwells47.png?size=120" width="12px" height="12px" /> **[Memory Server with Qdrant Persistence](https://github.com/tjwells47/mcp-qdrant-memory)** - Leverage a knowledge graph with entities and relations, enabling semantic search capabilities using OpenAI embeddings and Qdrant for data persistence. Supports HTTPS and Docker for streamlined deployment. - <img src="https://github.com/tomschell.png?size=120" width="12px" height="12px" /> **[Memory MCP Server](https://github.com/tomschell/mcp-long-term-memory)** - Long-term memory storage for LLMs that maintains project context across sessions, enabling efficient retrieval and recall of past interactions and decisions via semantic search. Organizes memories by type, tags, and relationships for streamlined management. - <img src="https://github.com/tosin2013.png?size=120" width="12px" height="12px" /> **[Memory Cache Server](https://github.com/tosin2013/mcp-memory-cache-server)** - Caches data between interactions with AI language models to reduce token consumption and enhance performance by automatically storing and retrieving frequently accessed data. - <img src="https://github.com/TrackerXXX23.png?size=120" width="12px" height="12px" /> **[Dev Memory Server](https://github.com/TrackerXXX23/dev_memory_mcp)** - Captures and organizes development context, tracking code changes and user interactions across multiple projects. Provides persistent memory for a more effective coding experience. - <img src="https://github.com/unibaseio.png?size=120" width="12px" height="12px" /> **[Membase Decentralized Memory Server](https://github.com/unibaseio/membase-mcp)** - Enables AI agents to store and retrieve historical interactions and persistent data on a decentralized memory layer. Facilitates conversation management by saving and fetching messages, ensuring continuity and traceability of interactions. - <img src="https://github.com/Vic563.png?size=120" width="12px" height="12px" /> **[MemGPT](https://github.com/Vic563/Memgpt-MCP-Server)** - Implements a memory system for large language models (LLMs) with capabilities for chatting, retrieving conversation history, and switching between multiple LLM providers. - <img src="https://github.com/WhenMoon-afk.png?size=120" width="12px" height="12px" /> **[Memory Server](https://github.com/WhenMoon-afk/claude-memory-mcp)** - Enhances Large Language Models with persistent memory capabilities, allowing for the storage, retrieval, and management of memories across conversations. Integrates with the Claude desktop application, supporting various memory types and semantic search. - <img src="https://github.com/wuyunmei.png?size=120" width="12px" height="12px" /> **[MemoDB](https://github.com/wuyunmei/momedb-mcp)** - Manage conversation context and a personal knowledge base for AI applications with efficient APIs. Create, update, and query user data while handling dialogue and knowledge management seamlessly. - <img src="https://github.com/yellnuts.png?size=120" width="12px" height="12px" /> **[Mem0 MCP Server](https://github.com/yellnuts/mcp-mem0)** - Manage long-term memory for AI agents by storing and retrieving memories efficiently with a lightweight Python-based solution. Customize and extend memory capabilities easily through a robust template designed for integration. - <img src="https://github.com/yodakeisuke.png?size=120" width="12px" height="12px" /> **[Knowledge Graph Memory Server](https://github.com/yodakeisuke/mcp-memory-domain-knowledge)** - Persistently remembers user information across chats using a local knowledge graph, allowing connections between different entities and their relationships. Facilitates the storage and retrieval of observations linked to specific entities for improved contextual interactions. - <img src="https://github.com/zacharyliner1xds.png?size=120" width="12px" height="12px" /> **[Sequential Thinking Server](https://github.com/zacharyliner1xds/my-sequential-thinking-mcp)** - Facilitates structured sequential thinking by breaking down complex problems into logical steps, validating reasoning chains, and visualizing thinking pathways. Integrates with a Memory Bank for managing and storing reasoning patterns to enhance problem-solving workflows. - <img src="https://github.com/zannyonear1h1.png?size=120" width="12px" height="12px" /> **[Sequential Thinking Server](https://github.com/zannyonear1h1/my-sequential-thinking-mcp-server)** - Facilitates structured sequential thinking by breaking down complex problems into logical steps, managing reasoning chains, and visualizing thinking pathways. Integrates with a Memory Bank for storing and retrieving thought processes, while providing tools for reasoning validation and analysis. ## Browser Automation - <img src="https://github.com/1050202387.png?size=120" width="12px" height="12px" /> **[Browserbase MCP Server](https://github.com/1050202387/mcp-server-browserbase)** - The Browserbase MCP Server automates web browsing tasks in the cloud, allowing AI applications to navigate websites, capture screenshots, and run JavaScript code. This makes it easier to gather data from the web and integrate it into various AI solutions. - <img src="https://github.com/302ai.png?size=120" width="12px" height="12px" /> **[302AI Browser Automation Server](https://github.com/302ai/302_browser_use_mcp)** - The 302AI Browser Automation Server allows users to control web browsers using natural language commands. It helps automate online tasks and conduct web research efficiently without the need for complex coding. - <img src="https://github.com/3rzy.png?size=120" width="12px" height="12px" /> **[Make MCP Server](https://github.com/3rzy/make-mcp-integration-issue)** - The Make MCP Server enables users to automate workflows by connecting the Make automation platform with Claude Desktop, using the Model Context Protocol for seamless data exchange and communication. - <img src="https://github.com/AB498.png?size=120" width="12px" height="12px" /> **[Computer Control](https://github.com/AB498/computer-control-mcp)** - Control computer functions programmatically using mouse and keyboard interactions, screen capture, and OCR capabilities. Integrate automation for clicking, typing, window management, and text extraction from screenshots to enhance workflows. - <img src="https://github.com/Abhi5h3k.png?size=120" width="12px" height="12px" /> **[URL2SNAP](https://github.com/Abhi5h3k/MCP-URL2SNAP)** - Capture screenshots of any specified URL and return the access URL for the captured image, facilitating webpage snapshot sharing and integration into automation workflows. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[Playwright Automation Server](https://github.com/adalovu/mcp-playwright)** - Automates and interacts with web browsers using Playwright, enabling actions such as taking screenshots, generating test code, scraping web pages, and executing JavaScript in real browser environments. - <img src="https://github.com/AdamPippert.png?size=120" width="12px" height="12px" /> **[Multi-Service MCP Server](https://github.com/AdamPippert/multi-service-mcp-server)** - Integrate and automate various tools such as GitHub, GitLab, Google Maps, and Puppeteer through a unified gateway for efficient data retrieval and workflow enhancement. The modular architecture allows for easy addition or removal of individual tool modules. - <img src="https://github.com/afshawnlotfi.png?size=120" width="12px" height="12px" /> **[Configurable Puppeteer Server](https://github.com/afshawnlotfi/mcp-configurable-puppeteer)** - Automate browser interactions to navigate web pages, capture screenshots, and execute JavaScript in a real browser environment. Customize browser automation options using Puppeteer with environment variables for flexibility. - <img src="https://github.com/AgentDeskAI.png?size=120" width="12px" height="12px" /> **[browser-tools-mcp](https://github.com/AgentDeskAI/browser-tools-mcp)** - Monitors browser logs and analyzes browser data through a Chrome extension, enabling AI applications to enhance their interaction capabilities within a browsing context. - <img src="https://github.com/ahai72160.png?size=120" width="12px" height="12px" /> **[Playwright Browser Automation Server](https://github.com/ahai72160/playwright-mcp)** - Facilitates browser automation through structured accessibility snapshots, enabling interaction with web pages without visual models. Supports web navigation, form-filling, data extraction, and automated testing with a deterministic approach. - <img src="https://github.com/Ai-Quill.png?size=120" width="12px" height="12px" /> **[Scraper.is MCP Server](https://github.com/Ai-Quill/scraperis-mcp)** - A web scraping tool that enables extraction of data from websites using natural language queries, providing structured results in JSON or Markdown formats. It also supports capturing screenshots and offers real-time progress updates during scraping operations. - <img src="https://github.com/Ai-Quill.png?size=120" width="12px" height="12px" /> **[Scraper.is](https://github.com/Ai-Quill/scraperis-mcp)** - Scraper.is provides tools for extracting web content and capturing screenshots, enabling access to real-time information from the web. It supports multiple output formats such as markdown, HTML, and JSON for the extracted data. - <img src="https://github.com/aircodelabs.png?size=120" width="12px" height="12px" /> **[Grasp Browser Agent](https://github.com/aircodelabs/grasp)** - A self-hosted browser automation agent that executes natural language commands to control web activities, integrating easily with other AI applications and agents through MCP and A2A support. - <img src="https://github.com/alinaqi.png?size=120" width="12px" height="12px" /> **[LinkedIn Browser](https://github.com/alinaqi/mcp-linkedin-server)** - Automate interactions with LinkedIn, extract data, and manage profiles, posts, and feeds using browser automation while adhering to LinkedIn's terms and rate limits. - <img src="https://github.com/angiejones.png?size=120" width="12px" height="12px" /> **[Selenium WebDriver Automation](https://github.com/angiejones/mcp-selenium)** - Automates browser interactions through Selenium WebDriver, enabling actions like navigating to URLs, finding elements with various locator strategies, and performing mouse actions such as clicking and dragging. - <img src="https://github.com/apify.png?size=120" width="12px" height="12px" /> **[RAG Web Browser Server](https://github.com/apify/mcp-server-rag-web-browser)** - Connects AI models to perform web searches and scrape content, returning information in Markdown format. It facilitates interaction between AI agents and web pages, optimizing data retrieval for large language models. - <img src="https://github.com/Ashish-Bansal.png?size=120" width="12px" height="12px" /> **[Playwright MCP](https://github.com/Ashish-Bansal/playwright-mcp)** - Connects AI assistants to your web application's DOM, enabling the generation of accurate Playwright tests based on real elements instead of textual descriptions. This integration helps to reduce flaky tests and debugging issues related to AI-generated scripts. - <img src="https://github.com/ashley-ha.png?size=120" width="12px" height="12px" /> **[Browser Automation Agent](https://github.com/ashley-ha/mcp-manus)** - Automate browser interactions to enhance web automation tasks by leveraging state management and interactive element manipulation. This agent integrates with the Model Context Protocol for seamless browser automation capabilities. - <img src="https://github.com/Automata-Labs-team.png?size=120" width="12px" height="12px" /> **[Playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright)** - Provides browser automation capabilities for interacting with web pages, capturing screenshots, and executing JavaScript in a real browser environment. - <img src="https://github.com/awayzo.png?size=120" width="12px" height="12px" /> **[Strategy Role-Playing Game Server](https://github.com/awayzo/rpg)** - A browser-based multiplayer RPG that facilitates empire expansion, strategic battles, and resource management among players. It supports the creation and sharing of platformer mini-games, offering rewards and robust community management features. - <img src="https://github.com/babelcloud.png?size=120" width="12px" height="12px" /> **[Gru Sandbox](https://github.com/babelcloud/gbox)** - A self-hostable sandbox for executing commands, reading and writing files, and browsing the web across various platforms like iOS and Android. The server supports executing Linux commands and Python scripts, making it suitable for running complex analyses and generating documents like PDFs and diagrams. - <img src="https://github.com/baryhuang.png?size=120" width="12px" height="12px" /> **[Remote MacOs Use](https://github.com/baryhuang/mcp-remote-macos-use)** - Enables complete control over remote macOS systems with native environment integration and no additional software requirements. Optimized for autonomous AI agents to operate seamlessly on the desktop. - <img src="https://github.com/blackwhite084.png?size=120" width="12px" height="12px" /> **[Playwright Server](https://github.com/blackwhite084/playwright-plus-python-mcp)** - An MCP server that facilitates web automation tasks using Playwright tools and features a note storage system. It allows summarization of stored notes with customizable detail levels. - <img src="https://github.com/blazickjp.png?size=120" width="12px" height="12px" /> **[Web Browser](https://github.com/blazickjp/web-browser-mcp-server)** - Provides advanced web browsing capabilities for AI applications, enabling interaction with web content and retrieval of information from online sources. - <img src="https://github.com/browserbase.png?size=120" width="12px" height="12px" /> **[Stagehand](https://github.com/browserbase/mcp-server-browserbase)** - Enables web page interaction including taking screenshots, executing JavaScript, and extracting data in a cloud browser environment. - <img src="https://github.com/BrowserMCP.png?size=120" width="12px" height="12px" /> **[Browser Automation](https://github.com/BrowserMCP/mcp)** - Automate web interactions by leveraging existing browser profiles to maintain logged-in sessions and navigate through web pages without managing separate instances of the browser. This server facilitates local automation, ensuring that browser activity remains private and efficient. - <img src="https://github.com/browsercat.png?size=120" width="12px" height="12px" /> **[BrowserCat MCP Server](https://github.com/browsercat/browsercat-mcp-server)** - Automate web interactions by navigating to URLs, taking screenshots, and executing JavaScript in a cloud-based browser environment without local installations. - <img src="https://github.com/browserstack.png?size=120" width="12px" height="12px" /> **[BrowserStack Test Platform Server](https://github.com/browserstack/mcp-server)** - Connects to BrowserStack's cloud infrastructure for executing manual and automated tests on real devices and browsers. Offers tools for debugging, fixing test failures, and ensuring accessibility compliance within development workflows. - <img src="https://github.com/browserbase.png?size=120" width="12px" height="12px" /> **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Provides cloud browser automation capabilities, enabling interaction with web pages, taking screenshots, and executing JavaScript in a cloud browser environment. - <img src="https://github.com/buyitsydney.png?size=120" width="12px" height="12px" /> **[CodingBaby Browser-Use MCP](https://github.com/buyitsydney/CodingBaby-Browser-MCP)** - Bridges AI assistants with the Chrome browser for web browsing, interaction, and data collection using a WebSocket-based protocol. Supports automation tasks such as navigating websites, taking screenshots, and managing browser tabs and forms. - <img src="https://github.com/claude-did-this.png?size=120" width="12px" height="12px" /> **[Control Server](https://github.com/claude-did-this/MCPControl)** - Manage system operations through automation of mouse, keyboard, and window tasks with a focus on enhancing productivity and control over applications. Suitable for creating interactive experiences or automating repetitive tasks efficiently. - <img src="https://github.com/claude-did-this.png?size=120" width="12px" height="12px" /> **[NutJS Windows Control](https://github.com/claude-did-this/MCPControl)** - A Windows control server utilizing nut.js and MCP, enabling functionalities like mouse and keyboard control, window management, and screen capture operations. - <img src="https://github.com/chenlin111.png?size=120" width="12px" height="12px" /> **[BPB Panel](https://github.com/chenlin111/BPB-Worker-Panel)** - A user panel for managing Cloudflare Workers and Pages proxy scripts, featuring ad blocking, IP fixing, and password protection. It offers easy configuration and usage for enhanced online experience. - <img src="https://github.com/chenningling.png?size=120" width="12px" height="12px" /> **[Xiaohongshu Auto Comment Tool](https://github.com/chenningling/RedBook-Search-Comment-MCP)** - Automates login, keyword searches, content retrieval, and comment management on Xiaohongshu (Redbook) notes, facilitating context-aware comment posting. Utilizes AI to generate natural comments based on note analysis. - <img src="https://github.com/chikingsley.png?size=120" width="12px" height="12px" /> **[BrowserTools](https://github.com/chikingsley/browser-tools-mcp)** - Monitor and interact with browser data, capturing console logs, network activity, and screenshots to facilitate AI applications. Provides a secure, local solution for data privacy while enhancing AI tools with browser insights. - <img src="https://github.com/Claw256.png?size=120" width="12px" height="12px" /> **[Web Search Server](https://github.com/Claw256/mcp-web-search)** - Provides Google search capabilities with advanced filtering and allows viewing of web content, including markdown conversion. Features include rate limiting, caching, browser instance pooling, and bot detection avoidance. - <img src="https://github.com/cloudflare.png?size=120" width="12px" height="12px" /> **[Cloudflare Playwright](https://github.com/cloudflare/playwright-mcp)** - Automates browser interactions and testing by executing web navigation and element interaction, while capturing screenshots and snapshots. Integrated with Cloudflare Workers for deployment, it enhances LLM-driven workflows with powerful browser automation capabilities. - <img src="https://github.com/cmann50.png?size=120" width="12px" height="12px" /> **[MCP Chrome Google Search Tool](https://github.com/cmann50/mcp-chrome-google-search)** - Enables the integration of Google search capabilities and extraction of webpage content through the Chrome browser. - <img src="https://github.com/co-browser.png?size=120" width="12px" height="12px" /> **[Browser Use MCP Server](https://github.com/co-browser/browser-use-mcp-server)** - Enables AI agents to perform web browsing tasks and retrieve information from web pages through a unified API. Enhances language models by providing real-time access to web content. - <img src="https://github.com/Cooooper.png?size=120" width="12px" height="12px" /> **[KKJSBridge](https://github.com/Cooooper/KKJSBridge)** - KKJSBridge enhances the WKWebView experience by providing offline packages, enabling Ajax requests, and synchronizing cookies. It supports modular JSAPI management and allows control over Ajax hooks from both native and HTML5 frameworks. - <img src="https://github.com/cploujoux.png?size=120" width="12px" height="12px" /> **[Puppeteer](https://github.com/cploujoux/mcp-puppeteer)** - Automate web interactions, capture screenshots, and execute JavaScript in a browser environment. Enable LLMs to navigate web pages, click on elements, and monitor console logs in real-time. - <img src="https://github.com/Dbillionaer.png?size=120" width="12px" height="12px" /> **[BrowserTools](https://github.com/Dbillionaer/browser-tools-mcp)** - Enable AI applications to capture and analyze browser data through a Chrome extension, facilitating browser monitoring and interaction. Conduct audits for accessibility, performance, SEO, and best practices directly from the development environment. - <img src="https://github.com/Deploya-labs.png?size=120" width="12px" height="12px" /> **[Browser Use (used by Deploya.dev)](https://github.com/Deploya-labs/mcp-browser-use)** - Automate web browsing tasks using natural language commands to navigate pages, fill forms, and interact with web elements. The server maintains state persistence across sessions for enhanced browsing experience. - <img src="https://github.com/devalexandre.png?size=120" width="12px" height="12px" /> **[MCP Servers](https://github.com/devalexandre/mcp-servers)** - Control a headless browser for automated navigation, screenshot capturing, and interaction with web page elements. Facilitates the creation of automation projects using the Multi-Context Protocol framework. - <img src="https://github.com/djyde.png?size=120" width="12px" height="12px" /> **[Browser Extension and MCP Server](https://github.com/djyde/browser-mcp)** - Interact with the browser to execute commands, modify styles, and access browsing history. Enables retrieval of content from the current page in markdown format and customization of page styles directly through an MCP interface. - <img src="https://github.com/dlwjdtn535.png?size=120" width="12px" height="12px" /> **[Chrome Browser Automation Server](https://github.com/dlwjdtn535/mcp-chrome-integration)** - Control the Chrome browser for web automation tasks, including navigation, element interaction, and page analysis, while managing features like bookmarks and history. Execute scripts securely and extract detailed page content to enhance automation workflows. - <img src="https://github.com/dlwjdtn535.png?size=120" width="12px" height="12px" /> **[Chrome Server](https://github.com/dlwjdtn535/mcp-chrome-server)** - Automate browser tasks such as web navigation, login management, and element manipulation with advanced credential management and intelligent handling of web interactions. - <img src="https://github.com/dmaznest.png?size=120" width="12px" height="12px" /> **[BrowserCat Remote Browser Automation Server](https://github.com/dmaznest/browsercat-mcp-server)** - Enables remote web browsing automation using BrowserCat's cloud service, allowing for navigation, form filling, and JavaScript execution. Capture screenshots and monitor browser console logs while interacting with web pages in a real browser environment. - <img src="https://github.com/dragons96.png?size=120" width="12px" height="12px" /> **[mcp-undetected-chromedriver](https://github.com/dragons96/mcp-undetected-chromedriver)** - Automates control of the Chrome browser while successfully bypassing anti-bot detection mechanisms using undetected-chromedriver. Provides a comprehensive interface for various automated web interactions. - <img src="https://github.com/dylangroos.png?size=120" width="12px" height="12px" /> **[Patchright Lite](https://github.com/dylangroos/patchright-mcp-lite)** - Provides stealth browser automation capabilities, allowing AI models to browse, interact, extract content, and manage browser sessions while employing advanced anti-detection features. Integrates seamlessly with the Model Context Protocol for efficient command execution and data handling. - <img src="https://github.com/everford.png?size=120" width="12px" height="12px" /> **[Fetcher](https://github.com/everford/fetcher-mcp)** - Retrieve web page content using a Playwright headless browser to navigate and extract information efficiently. Designed for easy setup and configuration, it leverages AI to streamline web scraping tasks. - <img src="https://github.com/eyalzh.png?size=120" width="12px" height="12px" /> **[Browser Control](https://github.com/eyalzh/browser-control-mcp)** - Control and manage local browser tabs and history, perform web content reading and searching, and integrate browsing capabilities with AI agents. Offers features such as tab management and text highlighting within web pages. - <img src="https://github.com/executeautomation.png?size=120" width="12px" height="12px" /> **[Playwright](https://github.com/executeautomation/mcp-playwright)** - Provides browser automation capabilities, enabling interaction with web pages, taking screenshots, and executing JavaScript in a browser environment. - <img src="https://github.com/fstandhartinger.png?size=120" width="12px" height="12px" /> **[Smooth Operator Agent Tools](https://github.com/fstandhartinger/smooth-operator-client-python)** - Automates complex tasks on Windows systems by interacting with UI elements, capturing screenshots, and controlling browsers. Integrates with Python applications to enhance productivity through advanced AI functions. - <img src="https://github.com/FunPayViper.png?size=120" width="12px" height="12px" /> **[FunPay Viper](https://github.com/FunPayViper/FunPayViper)** - Automate activities on the FunPay marketplace such as managing listings and responding to orders, while receiving notifications through Telegram. Customizable plugins enhance user engagement and workflow management. - <img src="https://github.com/GitDzreal93.png?size=120" width="12px" height="12px" /> **[UIAutomator2 Android Automation Server](https://github.com/GitDzreal93/uiautomator2-mcp)** - Provides automation capabilities for Android devices, including command execution, app management, and UI interactions such as clicks and text inputs. Supports seamless control of Android devices or emulators with integrated OCR and device management features. - <img src="https://github.com/gojue.png?size=120" width="12px" height="12px" /> **[moling](https://github.com/gojue/moling)** - Moling is a local office automation assistant that interacts with the operating system through APIs, facilitating system-level operations. - <img src="https://github.com/heehee365.png?size=120" width="12px" height="12px" /> **[MediaCrawler](https://github.com/heehee365/MediaCrawler)** - Scrapes data from popular social media platforms such as Xiaohongshu, Douyin, Kuaishou, Bilibili, and Weibo. Extracts videos, images, comments, likes, and shares using Playwright for efficient data collection. - <img src="https://github.com/hetaoBackend.png?size=120" width="12px" height="12px" /> **[Automate GUI Testing and Control](https://github.com/hetaoBackend/mcp-pyautogui-server)** - Control mouse movements, simulate keyboard input, and capture screenshots for automated GUI testing across multiple platforms, including Windows, macOS, and Linux. - <img src="https://github.com/htlin222.png?size=120" width="12px" height="12px" /> **[ChatGPT Integration Tool](https://github.com/htlin222/claude-chatgpt-mcp)** - Seamlessly interact with the ChatGPT desktop app on macOS, allowing users to ask questions, view conversation history, and continue discussions. This integration facilitates enhanced productivity by bridging Claude and ChatGPT. - <img src="https://github.com/hyperbrowserai.png?size=120" width="12px" height="12px" /> **[Hyperbrowser](https://github.com/hyperbrowserai/mcp)** - Scrape and extract structured data from webpages and crawl internet resources. Provides access to general purpose browser agents for tasks involving web interactions. - <img src="https://github.com/iiiusky.png?size=120" width="12px" height="12px" /> **[Playwright MCP Server](https://github.com/iiiusky/mcp-playwright)** - Automates browser interactions by taking screenshots, generating test code, and executing JavaScript in real browser environments. Enables interaction with web pages and facilitates web scraping. - <img src="https://github.com/GroundNG.png?size=120" width="12px" height="12px" /> **[VibeShift Web Tester](https://github.com/GroundNG/VibeShift)** - Automates web testing workflows by recording, executing, and discovering test scripts using natural language prompts. Integrates with AI coding assistants to generate Playwright-based tests, execute regression suites, and provide detailed feedback including screenshots and logs. - <img src="https://github.com/GroundNG.png?size=120" width="12px" height="12px" /> **[VibeCheck Web Testing Agent](https://github.com/GroundNG/VibeShift)** - Automates web testing workflows by recording and executing test scripts using natural language prompts. Provides detailed feedback, including test results and logs, and integrates with AI coding assistants for enhanced regression testing. - <img src="https://github.com/imprvhub.png?size=120" width="12px" height="12px" /> **[Browser Agent](https://github.com/imprvhub/mcp-browser-agent)** - Facilitates autonomous browser automation and API interaction, enabling navigation of web pages, manipulation of DOM elements, and execution of JavaScript. It supports features like persistent browser sessions, HTTP requests, and detailed logging for complex web task automation. - <img src="https://github.com/jae-jae.png?size=120" width="12px" height="12px" /> **[Fetcher](https://github.com/jae-jae/fetcher-mcp)** - Fetch web page content using a headless browser, capable of executing JavaScript to handle dynamic web pages and modern web applications. Extracts the main content intelligently using a Readability algorithm and supports output in both HTML and Markdown formats. - <img src="https://github.com/jae-jae.png?size=120" width="12px" height="12px" /> **[G-Search](https://github.com/jae-jae/g-search-mcp)** - Enables efficient parallel searching on Google using multiple keywords, automatically handling verification challenges and returning structured search results in JSON format for analysis. - <img src="https://github.com/janspoerer.png?size=120" width="12px" height="12px" /> **[Browser Automation](https://github.com/janspoerer/mcp_browser_use)** - Automate web tasks, including actions like browsing, scraping, and interacting with web applications using natural language instructions. Integrates with Selenium to facilitate seamless web interactions within applications. - <img src="https://github.com/JigsawStack.png?size=120" width="12px" height="12px" /> **[JigsawStack AI Web Scraper](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Scrape any website to obtain consistent, structured data quickly without the need for writing CSS selector code. Supports API integration for data extraction through a straightforward interface. - <img src="https://github.com/jkawamoto.png?size=120" width="12px" height="12px" /> **[Bear MCP Server](https://github.com/jkawamoto/mcp-bear)** - Interact with Bear note-taking software to manage notes and retrieve information. Provides integration with Bear's API for note creation and manipulation. - <img src="https://github.com/JonaFly.png?size=120" width="12px" height="12px" /> **[Rednote Automatic Xiaohongshu Commenting Tool](https://github.com/JonaFly/RednoteMCP)** - Automates login, content retrieval, and commenting on Xiaohongshu posts through keyword searches and URL-based access. Enables tailored interactions with various comment types to enhance user engagement. - <img src="https://github.com/jonnyhoff.png?size=120" width="12px" height="12px" /> **[Browser Automation Server](https://github.com/jonnyhoff/mcp-browser-use)** - Execute browser automation tasks using natural language commands through an API. Utilize OpenAI's GPT models to interpret commands and automate browser actions seamlessly. - <img src="https://github.com/kazuph.png?size=120" width="12px" height="12px" /> **[Browser Tabs](https://github.com/kazuph/mcp-browser-tabs)** - Manage and retrieve information about currently open Chrome browser tabs, enabling interactions with the browser's tab content and control functions. - <img src="https://github.com/kimtth.png?size=120" width="12px" height="12px" /> **[AOAI Web Browsing](https://github.com/kimtth/mcp-aoai-web-browsing)** - An MCP server for web browsing automation that integrates Azure OpenAI to facilitate interactions with web applications through an automated interface. It utilizes Playwright for end-to-end testing and customizes responses to fit the OpenAI function calling format. - <img src="https://github.com/kitfactory.png?size=120" width="12px" height="12px" /> **[PyMCPAutoGUI](https://github.com/kitfactory/PyMCPAutoGUI)** - Automate GUI tasks by controlling the mouse and keyboard to interact with desktop applications, enabling AI agents to perform repetitive actions and streamline workflows. - <img src="https://github.com/kkk929.png?size=120" width="12px" height="12px" /> **[Browser Use](https://github.com/kkk929/browser-use)** - Control and automate browser tasks through integrated AI functionality, facilitating seamless interaction and task execution in web environments. - <img src="https://github.com/korwabs.png?size=120" width="12px" height="12px" /> **[Playwright Record](https://github.com/korwabs/playwright-record-mcp)** - Enables browser automation with video recording capabilities, allowing interaction with web pages through structured accessibility snapshots. Supports navigation, form-filling, data extraction, and automated testing without relying on visual inputs. - <img src="https://github.com/Kotelberg.png?size=120" width="12px" height="12px" /> **[Playwright MCP Server](https://github.com/Kotelberg/playwright-mcp-server)** - Retrieve web page content and interact with it by simulating user actions, navigating pages, and extracting data using a standardized protocol. - <img src="https://github.com/Krieg2065.png?size=120" width="12px" height="12px" /> **[Firecrawl Web Scraping Server](https://github.com/Krieg2065/firecrawl-mcp-server)** - Enables advanced web scraping and content extraction, supporting JavaScript rendering and batch processing for deep research. It includes features for automatic retries and efficient data integration while monitoring credit usage and handling rate limits. - <img src="https://github.com/lars-hagen.png?size=120" width="12px" height="12px" /> **[Playwright CDP](https://github.com/lars-hagen/mcp-playwright-cdp)** - Provides browser automation and interaction with web pages using Playwright and Chrome DevTools Protocol (CDP), enabling LLMs to interact with the web, take screenshots, and execute JavaScript in a real browser environment. - <img src="https://github.com/lingxingchi.png?size=120" width="12px" height="12px" /> **[Browserbase Server](https://github.com/lingxingchi/mcp-server-browserbase)** - Automates interaction with web pages in a cloud browser environment, enabling tasks such as data extraction, screenshot capture, and JavaScript execution. - <img src="https://github.com/lxe.png?size=120" width="12px" height="12px" /> **[Chrome Browser Control Server](https://github.com/lxe/chrome-mcp)** - Control a Chrome browser instance programmatically, navigate web pages, interact with elements, and retrieve page information to enhance automation workflows. - <img src="https://github.com/m2rads.png?size=120" width="12px" height="12px" /> **[End to End Testing Server](https://github.com/m2rads/limetest-arch)** - Automate testing processes using AI-driven validation with a focus on end-to-end testing. Utilizes Playwright for lightweight and deterministic testing, allowing tests to be defined in natural language and executed efficiently. - <img src="https://github.com/madtank.png?size=120" width="12px" height="12px" /> **[Nova Act Browser Automation Server](https://github.com/madtank/nova-act-mcp)** - Enables interactive control of web browsers using natural language instructions, allowing for the automation of web tasks while providing visibility into the agent's reasoning process. Supports session management with persistent profiles and detailed feedback on agent thinking. - <img src="https://github.com/mario-andreschak.png?size=120" width="12px" height="12px" /> **[SAP GUI Automation Server](https://github.com/mario-andreschak/mcp-sap-gui)** - Automate interactions with SAP GUI to control transactions programmatically, allowing for seamless integration and execution of various SAP tasks. - <img src="https://github.com/markbustamante77.png?size=120" width="12px" height="12px" /> **[Playwright Browser Automation Server](https://github.com/markbustamante77/mcp)** - Facilitates interaction with web pages using structured accessibility snapshots for efficient browser automation without reliance on vision models. Enables web navigation, form-filling, data extraction, and testing with a deterministic approach. - <img src="https://github.com/meicanhong.png?size=120" width="12px" height="12px" /> **[极简翻译-谷歌版](https://github.com/meicanhong/translator_extension)** - Provides seamless translation between Chinese and English with automatic text recognition and results display upon text selection, featuring a minimalist interface and quick toggle functionality. - <img src="https://github.com/merajmehrabi.png?size=120" width="12px" height="12px" /> **[Puppeteer MCP Server](https://github.com/merajmehrabi/puppeteer-mcp-server)** - Browser automation through Puppeteer enables interaction with new browser instances and existing Chrome windows, facilitating automated web tasks. - <img src="https://github.com/mfengzhishang.png?size=120" width="12px" height="12px" /> **[Hyperbrowser MCP Server](https://github.com/mfengzhishang/mcp)** - Provides web scraping, structured data extraction, and web crawling capabilities. Integrates browser automation agents for tasks related to data retrieval from webpages. - <img src="https://github.com/mhazarabad.png?size=120" width="12px" height="12px" /> **[Browser Use Automation Server](https://github.com/mhazarabad/browser-use-mcp)** - Automate browser tasks using the Browser Use API. Manage and monitor automation tasks, including the ability to run, pause, and resume operations while retrieving task information. - <img src="https://github.com/microsoft.png?size=120" width="12px" height="12px" /> **[Playwright Automation](https://github.com/microsoft/playwright-mcp)** - Automate web interactions on web pages using structured accessibility data for reliable navigation and data extraction without the need for visual models. Enables LLMs to perform actions by leveraging Playwright's accessibility tree. - <img src="https://github.com/miyuren.png?size=120" width="12px" height="12px" /> **[Browserbase MCP Server](https://github.com/miyuren/mcp-server-browserbase)** - Automates web browsing and data extraction using cloud browser capabilities. Interacts with web pages, captures screenshots, and executes JavaScript in a secure environment. - <img src="https://github.com/mobile-next.png?size=120" width="12px" height="12px" /> **[Mobile Automation Server](https://github.com/mobile-next/mobile-mcp)** - Automates mobile applications across iOS and Android platforms using structured accessibility data and coordinate-based actions. Enables interaction with native apps, facilitating testing and data-entry workflows via LLMs for complex user journeys. - <img src="https://github.com/monteslu.png?size=120" width="12px" height="12px" /> **[Vibe-Eyes](https://github.com/monteslu/vibe-eyes)** - Captures and visualizes browser game data in real-time using vectorized canvas outputs and detailed debug information. Integrates with AI models to enhance debugging and streamline development processes. - <img src="https://github.com/Muzzera.png?size=120" width="12px" height="12px" /> **[WebUI](https://github.com/Muzzera/web-ui)** - Interact seamlessly with AI agents via a user-friendly interface, enabling the use of various Large Language Models while maintaining persistent browser sessions for productive tasks. The server supports high-definition screen recording and custom browser functionality without requiring re-authentication. - <img src="https://github.com/newbeb.png?size=120" width="12px" height="12px" /> **[Stealth Browser](https://github.com/newbeb/stealth-browser-mcp)** - Navigate websites and capture screenshots while bypassing bot detection systems using advanced stealth techniques. Modifies browser fingerprints to disguise web interactions as regular user traffic. - <img src="https://github.com/modelcontextprotocol.png?size=120" width="12px" height="12px" /> **[Puppeteer](https://github.com/modelcontextprotocol/servers)** - Provides browser automation capabilities, enabling LLMs to interact with web pages, take screenshots, and execute JavaScript within a real browser environment. - <img src="https://github.com/nicholmikey.png?size=120" width="12px" height="12px" /> **[Chrome DevTools](https://github.com/nicholmikey/chrome-tools-MCP)** - Control Chrome tabs, execute JavaScript, capture screenshots, and monitor network traffic. Enhance browser automation capabilities by integrating directly with Chrome's DevTools Protocol. - <img src="https://github.com/NON906.png?size=120" width="12px" height="12px" /> **[OmniParser AutoGUI](https://github.com/NON906/omniparser-autogui-mcp)** - Analyzes the screen using OmniParser to automatically operate graphical user interfaces. It provides capabilities for interpreting visual content and executing GUI actions based on analysis. - <img src="https://github.com/NullBlankError.png?size=120" width="12px" height="12px" /> **[Browserbase Server](https://github.com/NullBlankError/mcp-server-browserbase)** - Automate and interact with web browsers in the cloud by navigating web pages, taking screenshots, executing JavaScript, and extracting structured data. - <img src="https://github.com/Operative-Sh.png?size=120" width="12px" height="12px" /> **[Web QA Agent](https://github.com/Operative-Sh/web-eval-agent)** - An MCP server designed for debugging web applications by autonomously executing tasks and providing insights directly in the code editor, capturing network traffic and console errors for improved development efficiency. - <img src="https://github.com/Operative-Sh.png?size=120" width="12px" height="12px" /> **[WebEvalAgent](https://github.com/Operative-Sh/web-eval-agent)** - Automates the debugging of web applications by executing and analyzing code directly in the editor. Captures network traffic, collects console errors, and performs autonomous debugging to enhance web app performance and functionality. - <img src="https://github.com/Operative-Sh.png?size=120" width="12px" height="12px" /> **[Console and Network Logs Server](https://github.com/Operative-Sh/playwright-consolelogs-mcp)** - Open a browser to monitor console logs and track network requests for improved debugging and analysis. Retrieve structured log data and network activity while maintaining a clean environment post-session. - <img src="https://github.com/PhamQuangVinh22022648.png?size=120" width="12px" height="12px" /> **[Playwright Browser Automation Server](https://github.com/PhamQuangVinh22022648/playwright-mcp)** - Enables interaction with web pages through structured accessibility snapshots for browser automation. Facilitates web navigation, form-filling, data extraction, and automated testing, all without relying on visual models. - <img src="https://github.com/PhialsBasement.png?size=120" width="12px" height="12px" /> **[Puppeteer Linux](https://github.com/PhialsBasement/MCP-Puppeteer-Linux)** - Provides browser automation capabilities using Puppeteer with support for Linux display servers, enabling interaction with web pages, taking screenshots, and executing JavaScript in a browser environment. - <img src="https://github.com/PhamQuangVinh22022648.png?size=120" width="12px" height="12px" /> **[Playwright Browser Automation Server](https://github.com/PhamQuangVinh22022648/playwright-mcp)** - Enables interaction with web pages through structured accessibility snapshots for reliable browser automation without the need for vision models. Supports tasks such as web navigation, form-filling, and data extraction using deterministic methods. - <img src="https://github.com/pim97.png?size=120" width="12px" height="12px" /> **[Scrappey MCP Server](https://github.com/pim97/mcp-server-scrappey)** - Integrate AI models with Scrappey's web automation platform, enabling browser session management, HTTP requests, and automated interactions with web pages while handling anti-bot protections. - <img src="https://github.com/pietrozullo.png?size=120" width="12px" height="12px" /> **[Browser Use](https://github.com/pietrozullo/browser-use-mcp)** - Automate web browsing tasks by using natural language commands to navigate websites, fill out forms, and click buttons. Integrates with language models to facilitate programmatic control of web interactions and data extraction. - <img src="https://github.com/pvinis.png?size=120" width="12px" height="12px" /> **[Playwright (with stealth) MCP Server](https://github.com/pvinis/mcp-playwright-stealth)** - Automates browser interactions, enabling LLMs to navigate web pages, capture screenshots, generate test scripts, and execute JavaScript in real-time. - <img src="https://github.com/PykeW.png?size=120" width="12px" height="12px" /> **[Playwright MCP Server](https://github.com/PykeW/playwright-mcp-server)** - Retrieve and interact with web page content, enabling navigation, content extraction, and user action simulation on webpages using a standardized protocol. - <img src="https://github.com/Qinjianbo.png?size=120" width="12px" height="12px" /> **[HTTP Request Server with Browser Emulation](https://github.com/Qinjianbo/mcp-rquest)** - Enables advanced HTTP requests with browser emulation to interact with websites and bypass anti-bot measures. Converts HTML and PDF documents to Markdown for easier language model processing. - <img src="https://github.com/raccoonaihq.png?size=120" width="12px" height="12px" /> **[Raccoon AI MCP Server](https://github.com/raccoonaihq/raccoonai-mcp-server)** - Enables web browsing, data extraction, and automation of complex web tasks using the LAM API. Automates interactions with websites by performing actions like filling out forms and navigating UI elements. - <img src="https://github.com/Raghu6798.png?size=120" width="12px" height="12px" /> **[Browser Automation Agent](https://github.com/Raghu6798/Browser_scrape_mcp)** - Automates web browsing and scraping tasks, leveraging AI to intelligently search and extract content from various online sources such as Google, GitHub, and Stack Overflow. Offers capabilities like saving screenshots and processing text for efficient data collection. - <img src="https://github.com/Rahulec08.png?size=120" width="12px" height="12px" /> **[Appium Mobile Automation Server](https://github.com/Rahulec08/appium-mcp)** - Integrate Appium capabilities for mobile app automation to perform element interactions, manage applications, control devices, and execute advanced gestures through standardized MCP calls. Streamline mobile testing workflows with comprehensive device support. - <img src="https://github.com/random-robbie.png?size=120" width="12px" height="12px" /> **[Web Browser Server](https://github.com/random-robbie/mcp-web-browser)** - Advanced web browsing capabilities enabling interactions with websites through a headless browser, capable of content extraction, form interaction, and tab management. - <img src="https://github.com/rdvo.png?size=120" width="12px" height="12px" /> **[Steel Puppeteer](https://github.com/rdvo/mcp-server)** - Automate web interactions by navigating to URLs, taking screenshots, and executing JavaScript in real browsers to enhance interaction with web pages. Monitor console logs and capture content effortlessly through a browser automation framework. - <img src="https://github.com/robertheadley.png?size=120" width="12px" height="12px" /> **[Chrome Debug Server](https://github.com/robertheadley/chrome-debug-mcp)** - Control Chrome with advanced debugging capabilities, automate page interactions, and manage userscripts seamlessly. Integrate powerful automation tools directly into web development workflows using Playwright with comprehensive Greasemonkey API support. - <img src="https://github.com/Saik0s.png?size=120" width="12px" height="12px" /> **[Browser Use](https://github.com/Saik0s/mcp-browser-use)** - Automates interactions with web browsers for tasks in testing and development, enabling natural language control and web research capabilities. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[AI Vision MCP Server](https://github.com/samihalawa/mcp-ai-vision-debug-ui-automation)** - Capture and analyze website screenshots with AI-powered visual analysis. Generate comprehensive UI/UX reports and maintain context across multiple analysis steps for enhanced debugging. Streamline your visual testing process with precise file operations and automated insights. - <img src="https://github.com/samihalawa.png?size=120" width="12px" height="12px" /> **[Visual UI Debug Agent](https://github.com/samihalawa/visual-ui-debug-agent-mcp)** - Enables autonomous visual analysis, testing, and debugging of web interfaces using AI-powered tools. Detect UI bugs, validate user workflows, monitor performance, and generate detailed reports through Playwright integration. - <img src="https://github.com/samuelvinay91.png?size=120" width="12px" height="12px" /> **[AutoSpectra](https://github.com/samuelvinay91/autospectra-mcp-server)** - Automate browser interactions and perform various testing capabilities, including accessibility checks and visual testing, through a comprehensive MCP server. Provides tools for API testing and debugging, integrating seamlessly with compatible AI systems. - <img src="https://github.com/samuelvinay91.png?size=120" width="12px" height="12px" /> **[UniAuto](https://github.com/samuelvinay91/uniauto-mcp-server)** - Automates web and desktop applications with advanced self-healing capabilities and AI integration, enabling seamless test execution and case management. Incorporates a multi-layered recovery strategy to adapt to changes in applications during testing processes. - <img src="https://github.com/Scrapybara.png?size=120" width="12px" height="12px" /> **[Scrapybara MCP](https://github.com/Scrapybara/scrapybara-mcp)** - Facilitates interaction with virtual Ubuntu desktops, enabling code execution, web browsing, and various actions through an intuitive interface. Supports real-time operations to enhance MCP client capabilities. - <img src="https://github.com/sethbang.png?size=120" width="12px" height="12px" /> **[Screenshot Server](https://github.com/sethbang/mcp-screenshot-server)** - Captures screenshots of web pages and local HTML files using Puppeteer while allowing for configurable viewport dimensions and full page screenshot support. - <img src="https://github.com/showfive.png?size=120" width="12px" height="12px" /> **[Playwright](https://github.com/showfive/playwright-mcp-server)** - Control browsers for web interaction and automate tasks, including content retrieval and simulation of mouse operations on web pages. - <img src="https://github.com/Skyvern-AI.png?size=120" width="12px" height="12px" /> **[Skyvern](https://github.com/Skyvern-AI/skyvern)** - Connect AI applications to the browser to automate tasks such as filling out forms, downloading files, and conducting web research. Supports both local setup with a preferred LLM and cloud functionality through an API. - <img src="https://github.com/SleepyRabbit.png?size=120" width="12px" height="12px" /> **[Playwright Browser Automation Server](https://github.com/SleepyRabbit/playwright-mcp)** - Enables interaction with web pages through structured accessibility snapshots for browser automation without relying on vision models. Facilitates web navigation, form-filling, data extraction, and automated testing using structured data. - <img src="https://github.com/steel-dev.png?size=120" width="12px" height="12px" /> **[Steel MCP Server](https://github.com/steel-dev/steel-mcp-server)** - Connects LLMs to the web using Puppeteer-based tools, enabling actions like clicking, scrolling, typing, and taking screenshots. Facilitates tasks such as searching for recipes, tracking shipments, comparing product prices, and filling out online forms. - <img src="https://github.com/suthio.png?size=120" width="12px" height="12px" /> **[Brave Deep Research](https://github.com/suthio/brave-deep-research-mcp)** - Connects to Brave Search for web searches and uses Puppeteer for extracting full content from webpages, enabling in-depth research beyond basic search results. Retrieves detailed insights and processes linked information for comprehensive analysis. - <img src="https://github.com/tanob.png?size=120" width="12px" height="12px" /> **[Desktop Automation](https://github.com/tanob/mcp-desktop-automation)** - Control desktop environments through mouse movements, keyboard input simulation, and screenshot capture. Integrate these automation features with AI models to enhance user interactivity and functionality. - <img src="https://github.com/tatn.png?size=120" width="12px" height="12px" /> **[Fetch Python](https://github.com/tatn/mcp-server-fetch-python)** - Fetch and transform web content into various formats, supporting both raw text extraction from various URLs and JavaScript-rendered content. The server facilitates extracting content from web pages, including media files, in a structured manner. - <img src="https://github.com/theclarityproject.png?size=120" width="12px" height="12px" /> **[Clarity MCP - Generative MCPs based on your network!](https://github.com/theclarityproject/mcp-server)** - Transform browser traffic into Model Context Protocols, enabling real-time data access for AI by extracting web API functionalities from HAR files. Capture network requests and convert them into tools for AI assistants like Claude. - <img src="https://github.com/twolven.png?size=120" width="12px" height="12px" /> **[Puppeteer MCP Server](https://github.com/twolven/mcp-server-puppeteer-py)** - Automate browser interactions by navigating web pages, taking screenshots, executing JavaScript, and monitoring console logs in a real browser environment using Playwright. - <img src="https://github.com/uui6yee.png?size=120" width="12px" height="12px" /> **[泰森跨境](https://github.com/uui6yee/scrm)** - Integrates multiple chat platforms such as Line and WhatsApp into a unified interface for message management, while enhancing browser fingerprint injection through advanced UserAgent strategies and detection mechanisms. Features a user-friendly control panel with real-time monitoring of fingerprint status. - <img src="https://github.com/vinayak-mehta.png?size=120" width="12px" height="12px" /> **[MCP Server for Browser-Use](https://github.com/vinayak-mehta/mcp-browser-use)** - Connects MCP clients with web browsers seamlessly, utilizing existing language model setups without needing additional API keys. Enhances browser interactions through integrated language model capabilities. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[Playwright Browser Automation Server](https://github.com/vinhphamai23/mcp-playwright)** - Automate web browsers using Playwright, allowing interaction with web pages, the ability to take screenshots, generate test code, scrape content, and execute JavaScript in a real browser environment. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[Playwright Browser Automation Server](https://github.com/vinhphamai23/playwright-mcp)** - Enables interaction with web pages for web navigation, form-filling, data extraction, and testing using Playwright's accessibility snapshots. Offers both snapshot and vision modes for flexible automation without depending on visual models. - <img src="https://github.com/wenpingwu001.png?size=120" width="12px" height="12px" /> **[Browser Use MCP Server](https://github.com/wenpingwu001/mcp-browser-use)** - Automate web browsing tasks using natural language commands to control browsers, conduct research, and generate reports. This server facilitates seamless integration of AI-driven browser automation into various workflows. - <img src="https://github.com/williamvd4.png?size=120" width="12px" height="12px" /> **[Browser Use MCP Server](https://github.com/williamvd4/browser-use-mcp-server)** - Enables applications to execute browser tasks and retrieve real-time web data through a simple API. Supports interactions with web pages to enhance LLM capabilities. - <img src="https://github.com/willsmith2099.png?size=120" width="12px" height="12px" /> **[Open WebUI](https://github.com/willsmith2099/open-webui)** - A self-hosted WebUI for enhancing interactions with language models. Supports features like voice calls and Markdown, functioning entirely offline and compatible with various LLM runners. - <img src="https://github.com/willsmith2099.png?size=120" width="12px" height="12px" /> **[Open WebUI](https://github.com/willsmith2099/open-webui)** - Self-hosted web interface for interacting with language models, supporting offline usage and various LLM runners. Includes features for voice calls and document interactions, offering a customizable and secure chat experience. - <img src="https://github.com/wysh3.png?size=120" width="12px" height="12px" /> **[Perplexity MCP Zerver](https://github.com/wysh3/perplexity-mcp-zerver)** - Leverage AI-powered research capabilities by performing web searches, retrieving documentation, and analyzing code through a modular tool architecture. The server facilitates interactions with the Perplexity website without requiring an API key, utilizing browser automation for efficient data retrieval. - <img src="https://github.com/wysh3.png?size=120" width="12px" height="12px" /> **[Perplexity Server](https://github.com/wysh3/perplexity-mcp-zerver)** - Integrate AI research capabilities by performing web searches, retrieving documentation, and analyzing code through interaction with the Perplexity website. It provides persistent chat history and does not require an API key, relying on browser automation. - <img src="https://github.com/xinzhongyouhai.png?size=120" width="12px" height="12px" /> **[Browserbase MCP Server](https://github.com/xinzhongyouhai/mcp-server-browserbase)** - Automate cloud browser interactions, extract data, perform web navigation, and capture screenshots. Execute JavaScript within a cloud browser environment for enhanced LLM applications. - <img src="https://github.com/yokingma.png?size=120" width="12px" height="12px" /> **[OneSearch](https://github.com/yokingma/one-search-mcp)** - Integrates with multiple search engines and scrapers for web search, content scraping, and extraction. Supports both local browser search and remote web scraping, utilizing tools like Searxng and Firecrawl. - <img src="https://github.com/yokingma.png?size=120" width="12px" height="12px" /> **[OneSearch](https://github.com/yokingma/one-search-mcp)** - Enables web search, scraping, and content extraction from various websites using multiple search engines and scrapers. It supports local browser searches and integrates with tools like SearXNG, DuckDuckGo, and Bing for enhanced data retrieval. - <img src="https://github.com/ziux.png?size=120" width="12px" height="12px" /> **[Playwright Server](https://github.com/ziux/playwright-plus-python-mcp)** - Provides browser automation capabilities for web navigation, interaction, content retrieval, and screenshot capture using Playwright. Includes a note storage system for summarizing notes with customizable detail levels. - <img src="https://github.com/zmx8516104.png?size=120" width="12px" height="12px" /> **[Puppeteer](https://github.com/zmx8516104/puppeteer)** - Automates browser tasks by controlling Chrome or Firefox using a high-level JavaScript API, supporting web scraping, testing, and UI automation in headless or full browser modes. - <img src="https://github.com/ztobs.png?size=120" width="12px" height="12px" /> **[Browser Use Server](https://github.com/ztobs/cline-browser-use-mcp)** - Automate browser tasks using Python scripts for operations like capturing screenshots, retrieving HTML content, and executing JavaScript on webpages. ## Weather and Location Data - <img src="https://github.com/1259187996.png?size=120" width="12px" height="12px" /> **[时间查询服务器](https://github.com/1259187996/mcp-time)** - The MCP-Time server is a Node.js application that provides accurate time and date information, allowing users to query the current time in various time zones, calculate date differences, and format time displays. - <img src="https://github.com/aaasoulmate.png?size=120" width="12px" height="12px" /> **[Weather Information Enhancer](https://github.com/aaasoulmate/mcp-weather)** - Enhances Large Language Models with real-time weather data by connecting to external weather APIs for accurate and up-to-date information. Provides LLMs with the capability to access and utilize dynamic weather data for improved contextual responses. - <img src="https://github.com/acxelerator.png?size=120" width="12px" height="12px" /> **[Tenki](https://github.com/acxelerator/mcp-tenki)** - Provides weather updates specifically for locations in Japan, allowing users to access real-time meteorological data. - <img src="https://github.com/adarshem.png?size=120" width="12px" height="12px" /> **[Weather Server](https://github.com/adarshem/mcp-server-learn)** - Provides real-time weather alerts and forecasts for US locations using data from the National Weather Service, enabling applications to retrieve accurate weather information through tool calls. - <img src="https://github.com/adhikasp.png?size=120" width="12px" height="12px" /> **[Weather Server](https://github.com/adhikasp/mcp-weather)** - Provides hourly weather forecasts by utilizing the AccuWeather API to fetch and deliver weather data for specified locations. - <img src="https://github.com/AIAnytime.png?size=120" width="12px" height="12px" /> **[Awesome MCP Server](https://github.com/AIAnytime/Awesome-MCP-Server)** - Fetch real-time weather details and forecasts, as well as retrieve LinkedIn profile data via external APIs. Also enables retrieval of articles from PubMed based on queries. - <img src="https://github.com/AidenYangX.png?size=120" width="12px" height="12px" /> **[Mapbox Server](https://github.com/AidenYangX/mapbox-mcp-server)** - Provides navigation and mapping functionalities through the Mapbox API, enabling users to obtain directions between coordinates or places with various transportation profiles. - <img src="https://github.com/aitiwari.png?size=120" width="12px" height="12px" /> **[Weather Server](https://github.com/aitiwari/weather)** - Fetch real-time weather alerts and forecasts for any location in the US, providing up-to-date weather information to enhance LLMs' environmental awareness. - <img src="https://github.com/ajeetraina.png?size=120" width="12px" height="12px" /> **[Bengaluru BMTC Transit Server](https://github.com/ajeetraina/bengaluru-bmtc-mcp)** - Provides real-time transit data including live bus locations, route details, stop information, and ETA calculations for Bangalore Metropolitan Transport Corporation buses through a standardized API. - <img src="https://github.com/Ajey95.png?size=120" width="12px" height="12px" /> **[Amazon Rainforest Travel Guide](https://github.com/Ajey95/MCP)** - An AI-powered travel assistant that helps users plan routes and discover accommodations, adventure spots, and cultural sites in the Amazon Rainforest while providing essential travel precautions and real-time information through location-based services. - <img src="https://github.com/akaramanapp.png?size=120" width="12px" height="12px" /> **[Weather MCP Server](https://github.com/akaramanapp/weather-mcp-server)** - Provides real-time weather information and alerts for any US location using data from the National Weather Service API. Delivers detailed forecasts including temperature, wind conditions, and short descriptions of the weather. - <img src="https://github.com/akramsheriff5.png?size=120" width="12px" height="12px" /> **[Weather and Finance Data Server](https://github.com/akramsheriff5/MCP-Server)** - Provides real-time weather alerts and detailed forecasts for US states, along with capabilities for support ticket creation. Offers intraday stock market data, technical analysis, and trade recommendations through integrated APIs. - <img src="https://github.com/ALAPI-SDK.png?size=120" width="12px" height="12px" /> **[ALAPI MCP Server](https://github.com/ALAPI-SDK/mcp-alapi-cn)** - Integrates ALAPI's diverse APIs for functionalities such as IP and weather queries, video parsing, and corporate information retrieval using the MCP protocol. Provides standardized responses and error handling to streamline development in AI applications. - <img src="https://github.com/amanasmuei.png?size=120" width="12px" height="12px" /> **[Malaysia Prayer Time Server](https://github.com/amanasmuei/mcp-server-malaysia-prayer-time)** - Retrieve accurate Islamic prayer times for various locations in Malaysia, list available zones, and check current prayer statuses. - <img src="https://github.com/AnCode666.png?size=120" width="12px" height="12px" /> **[AEMET Weather Data Server](https://github.com/AnCode666/aemet-mcp)** - Provides access to historical and current meteorological data from Spain's State Meteorological Agency, enabling retrieval of climate summaries, daily weather values, and beach condition reports through natural language queries with date and location filters. - <img src="https://github.com/asifdotpy.png?size=120" width="12px" height="12px" /> **[Weather MCP Server](https://github.com/asifdotpy/MCP-Weather-Server)** - Fetch real-time weather alerts and forecasts for any location in the United States using state codes or geographic coordinates. Access detailed weather information with structured logging and robust error handling. - <img src="https://github.com/AtulanZaman.png?size=120" width="12px" height="12px" /> **[ADK Google Maps Agent](https://github.com/AtulanZaman/adk_mcp_gmap)** - Enable interactive chat capabilities with Google Maps data through a streaming agent that integrates with the Google ADK and Maps toolset for location-based information. - <img src="https://github.com/baidu-maps.png?size=120" width="12px" height="12px" /> **[百度地图 MCP Server](https://github.com/baidu-maps/mcp)** - Provides access to various map services including geocoding, reverse geocoding, and route planning through the Baidu Map API, compatible with the MCP protocol. - <img src="https://github.com/baranwang.png?size=120" width="12px" height="12px" /> **[Tung Shing Almanac Service](https://github.com/baranwang/mcp-tung-shing)** - Provides calculations for traditional Chinese almanac, including lunar calendar conversions and daily auspicious activities. Offers detailed information on Chinese metaphysics elements to assist in decision-making. - <img src="https://github.com/blake365.png?size=120" width="12px" height="12px" /> **[USGS Earthquake Data](https://github.com/blake365/usgs-quakes-mcp)** - Access real-time earthquake data from the USGS API, enabling users to query earthquake information based on various parameters and retrieve details about specific events. - <img src="https://github.com/BochaAI.png?size=120" width="12px" height="12px" /> **[Bocha Search](https://github.com/BochaAI/bocha-search-mcp)** - Provides access to high-quality world knowledge from billions of web pages and various ecological content sources through a powerful search engine interface. Supports natural language semantic search, offering rich, structured results and vertical domain cards for enhanced information retrieval across multiple domains. - <img src="https://github.com/briandconnelly.png?size=120" width="12px" height="12px" /> **[IP Geolocation Server](https://github.com/briandconnelly/mcp-server-ipinfo)** - Retrieve detailed information about an IP address to determine geographic location and network details using the IPInfo API. - <img src="https://github.com/burningion.png?size=120" width="12px" height="12px" /> **[Geoapify MCP Server](https://github.com/burningion/geoapify-mcp)** - Convert addresses into GPS coordinates and generate images of those locations using the Geoapify API. Easily create GeoJSON and visualize the mapped locations. - <img src="https://github.com/cablate.png?size=120" width="12px" height="12px" /> **[Google Map Server](https://github.com/cablate/mcp-google-map)** - Provides integration with Google Maps API for location searches, geocoding addresses, calculating distances, retrieving directions, and obtaining elevation data. Enables applications to access rich geographic data and travel information efficiently. - <img src="https://github.com/CaChiJ.png?size=120" width="12px" height="12px" /> **[Kakao Navigation](https://github.com/CaChiJ/kakao-navigation-mcp-server)** - Provides navigation services in South Korea, allowing for location searches and route optimization between starting and destination points, incorporating real-time traffic information. - <img src="https://github.com/CaChiJ.png?size=120" width="12px" height="12px" /> **[Kakao Mobility & Kakao Map Server](https://github.com/CaChiJ/kakao-navigation-mcp-server)** - Provides location search and route finding services using Kakao's mapping API, enabling geocoding of addresses and optimal path calculation across various transportation modes with consideration for real-time traffic data. - <img src="https://github.com/cgoinglove.png?size=120" width="12px" height="12px" /> **[Kakao Map](https://github.com/cgoinglove/mcp-server-kakao-map)** - Provides location-based recommendations for various places in South Korea using the Kakao Map API. It can suggest restaurants, shops, public facilities, and tourist attractions based on user queries in Korean. - <img src="https://github.com/CodeByWaqas.png?size=120" width="12px" height="12px" /> **[Weather MCP Server](https://github.com/CodeByWaqas/weather-mcp-server)** - Retrieve real-time weather data including temperature, humidity, and wind speed using the OpenWeatherMap API. Provides detailed insights and weather descriptions in metric units. - <img src="https://github.com/Cyreslab-AI.png?size=120" width="12px" height="12px" /> **[FlightRadar](https://github.com/Cyreslab-AI/flightradar-mcp-server)** - Access real-time flight tracking and status information, retrieve detailed flight data, and search for flights based on various criteria such as airline or airports. - <img src="https://github.com/daniel8824-del.png?size=120" width="12px" height="12px" /> **[Forest Fire Visualization Server](https://github.com/daniel8824-del/forest-fire-mcp)** - Collect and analyze wildfire occurrence data, providing regional information and risk analysis, along with map visualizations to enhance awareness and response strategies. - <img src="https://github.com/danilat.png?size=120" width="12px" height="12px" /> **[DNDzgz Zaragoza Transit Server](https://github.com/danilat/mcp-dndzgz)** - Provides real-time transit information for Zaragoza, including arrival estimations for trams, bus details, and public bicycle rental services. Includes Google Maps links for easy navigation to transit points. - <img src="https://github.com/DappierAI.png?size=120" width="12px" height="12px" /> **[Dappier MCP Server](https://github.com/DappierAI/dappier-mcp)** - Provides real-time web search capabilities and access to premium data sources, including news, financial markets, sports, entertainment, and weather information. Facilitates the development of AI agents leveraging diverse data models. - <img src="https://github.com/datalayer.png?size=120" width="12px" height="12px" /> **[Earthdata Server](https://github.com/datalayer/earthdata-mcp-server)** - Enables efficient discovery and retrieval of NASA Earth Data datasets and granules, facilitating geospatial analysis and data exploration. Integrates with workflows for AI-powered analysis of Earthdata datasets. - <img src="https://github.com/devilcoder01.png?size=120" width="12px" height="12px" /> **[Weather Data Server](https://github.com/devilcoder01/weather-mcp-server)** - Provides comprehensive weather information including current conditions, forecasts, historical data, air quality, and astronomy details while enabling location searches and weather alerts. - <img src="https://github.com/Dreamboat-Rachel.png?size=120" width="12px" height="12px" /> **[Local MCP Server](https://github.com/Dreamboat-Rachel/MCP-Server-For-Local)** - Connect AI models to real-time data and tools with features such as weather querying, Google search automation, camera control, and image generation. The server supports modular expansion and custom API integration for tailored functionalities. - <img src="https://github.com/dxsim.png?size=120" width="12px" height="12px" /> **[AWS GeoPlaces Location Service](https://github.com/dxsim/AWS-GeoPlaces-MCP-Server)** - Access AWS Location Service's GeoPlaces v2 API for converting addresses to geographic coordinates and performing reverse-geocoding. Facilitates location-based queries using AWS infrastructure. - <img src="https://github.com/edgego.png?size=120" width="12px" height="12px" /> **[EdgeOne Geo Location Server](https://github.com/edgego/mcp-geo-pub)** - Provides real-time user geolocation data to AI models by integrating EdgeOne Pages Functions with the Model Context Protocol, enhancing context-aware interactions. - <img src="https://github.com/eternachen.png?size=120" width="12px" height="12px" /> **[Weather Query Server/Client](https://github.com/eternachen/mcp-playground)** - Fetches and displays real-time weather information for any specified city, providing details such as temperature, humidity, wind speed, and weather conditions. Connects to an MCP server to access and update weather data seamlessly. - <img src="https://github.com/finack.png?size=120" width="12px" height="12px" /> **[Aviation Weather Server](https://github.com/finack/aviation-mcp)** - Fetches real-time aviation weather data, including METARs, TAFs, and PIREPs, through a type-safe API for enhanced decision-making in aviation contexts. - <img src="https://github.com/fist-maestro.png?size=120" width="12px" height="12px" /> **[MCP Servers](https://github.com/fist-maestro/mcp-servers)** - Integrates multiple services into Cursor IDE, providing example and weather functionalities to enhance the development workflow. It includes controllers for handling requests and services that encapsulate business logic. - <img src="https://github.com/GongRzhe.png?size=120" width="12px" height="12px" /> **[Travel Planner](https://github.com/GongRzhe/TRAVEL-PLANNER-MCP-Server)** - Enables interaction with Google Maps and travel planning services for tasks including location search, place details lookup, and travel time calculations. - <img src="https://github.com/GreatAuk.png?size=120" width="12px" height="12px" /> **[Weather MCP Server Starter](https://github.com/GreatAuk/mcp-weather)** - Build and deploy a Model Context Protocol server that provides access to weather data, allowing for integration with various AI models. Utilizes TypeScript for server implementation and includes features for fast development and automated version management. - <img src="https://github.com/guilhermelirio.png?size=120" width="12px" height="12px" /> **[Brazilian Postal Code Server](https://github.com/guilhermelirio/brazilian-cep-mcp)** - Retrieve comprehensive address details in Brazil using postal codes (CEPs) to obtain complete street, neighborhood, city, and state information. - <img src="https://github.com/hafizrahman.png?size=120" width="12px" height="12px" /> **[Weather and WordPress Integration Server](https://github.com/hafizrahman/wp-mcp)** - Provides access to weather alerts and forecasts alongside recent WordPress blog content through a command-line interface, enabling integration of weather information with blog entries. - <img src="https://github.com/haichaozheng.png?size=120" width="12px" height="12px" /> **[Weather MCP Service](https://github.com/haichaozheng/weather-mcp)** - Provides real-time weather forecasts and alerts for the US, allowing users to query active weather alerts by state code or obtain detailed weather forecasts based on geographic coordinates. Integrates with applications via a simple MCP interface for up-to-date weather information. - <img src="https://github.com/handsomegentlemen.png?size=120" width="12px" height="12px" /> **[EdgeOne Geo Location Server](https://github.com/handsomegentlemen/mcp-geo)** - Provides geolocation data to AI models by retrieving user location information in real-time through an API. Integrates seamlessly with EdgeOne Pages Functions to enhance applications with location-aware capabilities. - <img src="https://github.com/hanweg.png?size=120" width="12px" height="12px" /> **[Tool Builder](https://github.com/hanweg/mcp-tool-builder)** - Create and manage new tools dynamically using natural language descriptions, with the ability to save tool definitions and Python scriptlets. Supports tool creation that requires a client restart for use. - <img src="https://github.com/harimkang.png?size=120" width="12px" height="12px" /> **[Korea Tourism API](https://github.com/harimkang/mcp-korea-tourism-api)** - Access information about South Korea's tourism attractions, including festivals, temples, restaurants, and accommodations through an API powered by the Korea Tourism Organization. - <img src="https://github.com/harshil1712.png?size=120" width="12px" height="12px" /> **[Berlin Transport Server](https://github.com/harshil1712/berlin-transport-mcp)** - Access real-time public transport data for Berlin-Brandenburg, including stop searches, upcoming departures, and journey planning between stops. Integrate local transit information into applications using the VBB API. - <img src="https://github.com/isdaniel.png?size=120" width="12px" height="12px" /> **[Weather MCP Server](https://github.com/isdaniel/mcp_weather_server)** - Retrieve real-time weather information for any city using the Open-Meteo API without requiring an API key. Provides accurate weather updates through simple commands or API calls. - <img src="https://github.com/ivanbtrujillo.png?size=120" width="12px" height="12px" /> **[Weather MCP Server](https://github.com/ivanbtrujillo/mcp-server-spike)** - Provides real-time weather information and alerts, enabling applications to integrate and display up-to-date forecasts and weather data. - <img src="https://github.com/JackKuo666.png?size=120" width="12px" height="12px" /> **[Weather MCP Server](https://github.com/JackKuo666/Weather-MCP-Server)** - Retrieve real-time weather information using the National Weather Service API, including alerts and forecasts for specific locations based on latitude and longitude. - <img src="https://github.com/jagan-shanmugam.png?size=120" width="12px" height="12px" /> **[OpenStreetMap Server](https://github.com/jagan-shanmugam/open-streetmap-mcp)** - Provides access to location-based services and geospatial data from OpenStreetMap, enabling geocoding of addresses, search for points of interest, and neighborhood analysis for real estate insights. - <img src="https://github.com/Jeetinida.png?size=120" width="12px" height="12px" /> **[Weather & Stock Data Server](https://github.com/Jeetinida/stocknews-mcp)** - Provides real-time stock prices, historical stock data, stock-related news, and weather alerts and forecasts using various APIs to deliver timely financial and weather information. - <img src="https://github.com/jikime.png?size=120" width="12px" height="12px" /> **[Korea Weather](https://github.com/jikime/py-mcp-ko-weather)** - Access accurate and up-to-date weather forecasts for South Korean regions using official meteorological data. Retrieve detailed short-term weather forecasts by querying location grid coordinates for efficient planning and decision-making. - <img src="https://github.com/jorekai.png?size=120" width="12px" height="12px" /> **[DB Timetable Server](https://github.com/jorekai/db-timetable-mcp)** - Access real-time train schedules, track changes, and search for stations using Deutsche Bahn's timetable data. Integrate robust functionality for up-to-date travel information in applications. - <img src="https://github.com/juhemcp.png?size=120" width="12px" height="12px" /> **[Juhe Weather](https://github.com/juhemcp/jweather-mcp-server)** - Provides real-time weather forecasts for various cities and regions, enabling queries for local weather conditions based on city or region names. It retrieves accurate weather data for application enhancement. - <img src="https://github.com/kennyckk.png?size=120" width="12px" height="12px" /> **[KMB Bus](https://github.com/kennyckk/mcp_hkbus)** - Provides real-time access to bus arrival information and route details for KMB and Long Win Bus services in Hong Kong, including queries for bus routes, stops, and estimated arrival times. Supports both English and Traditional Chinese for broader accessibility. - <img src="https://github.com/kentstudy0922.png?size=120" width="12px" height="12px" /> **[Cool Weather Test](https://github.com/kentstudy0922/coolWeatherTest)** - Provides real-time weather data and forecasts for applications. Enables seamless integration of accurate weather information to support user decision-making. - <img src="https://github.com/kentstudy0922.png?size=120" width="12px" height="12px" /> **[Weather MCP Server](https://github.com/kentstudy0922/weather-mcp)** - Fetches real-time weather data and integrates weather information into applications, providing accurate forecasts to enhance user experience. - <img src="https://github.com/kevinkelin.png?size=120" width="12px" height="12px" /> **[Gaode Weather](https://github.com/kevinkelin/mcp-gaodeweather-server)** - Fetches current weather information for specified cities using the Gaode Map API, enabling integration of real-time weather data into applications. - <img src="https://github.com/kinglionsz.png?size=120" width="12px" height="12px" /> **[EdgeOne Geo Location Server](https://github.com/kinglionsz/mcp-geo)** - Provides real-time user geolocation data by integrating with EdgeOne Pages Functions using the Model Context Protocol. Enhances location-aware interactions for AI models by simplifying access to geolocation information. - <img src="https://github.com/Kryzo.png?size=120" width="12px" height="12px" /> **[SNCF API Server](https://github.com/Kryzo/mcp-sncf)** - Access real-time train schedules, detailed station information, and monitor service disruptions across France. Enables intelligent journey planning for an enhanced travel experience. - <img src="https://github.com/kukapay.png?size=120" width="12px" height="12px" /> **[WhereAmI](https://github.com/kukapay/whereami-mcp)** - Retrieve precise geolocation information based on the current IP address with detailed reports and error handling capabilities. Supports dynamic queries for specific data types such as IP, country, and city. - <img src="https://github.com/kukapay.png?size=120" width="12px" height="12px" /> **[WhatTimeIsIt](https://github.com/kukapay/whattimeisit-mcp)** - Get the current time based on your IP address in ISO 8601 format. Integrate time-checking capabilities into applications using this lightweight MCP server powered by World Time. - <img src="https://github.com/kwenhwang.png?size=120" width="12px" height="12px" /> **[HRFCO Service](https://github.com/kwenhwang/hrfco-service)** - Retrieve real-time hydrological data such as water levels, rainfall, and dam discharge. Access detailed observation station information and filter time series data for statistics and location details. - <img src="https://github.com/KyrieTangSheng.png?size=120" width="12px" height="12px" /> **[National Parks Server](https://github.com/KyrieTangSheng/mcp-server-nationalparks)** - Access real-time information about U.S. National Parks, including park details, alerts, and activities. Discover and filter parks based on location and interests. - <img src="https://github.com/le-yo.png?size=120" width="12px" height="12px" /> **[Weather Server](https://github.com/le-yo/weather-mcp)** - Provides current weather information for any location using the wttr.in service, enabling real-time weather data fetching without the need for API keys. - <img src="https://github.com/liuwanglei-tal.png?size=120" width="12px" height="12px" /> **[NASA Data Query Tool](https://github.com/liuwanglei-tal/nasa-mcp)** - Access a variety of NASA data through natural language queries, including astronomical images, Mars rover photos, Earth satellite images, near-Earth object data, and space weather information. - <img src="https://github.com/manolaz.png?size=120" width="12px" height="12px" /> **[Emergency Medicare Management](https://github.com/manolaz/emergency-medicare-planner-mcp-server)** - Connects to Google Maps to locate nearby hospitals and clinics based on patient needs, evaluates medical facilities, and calculates optimal routes for urgent care. Provides real-time availability checks and detailed service information to assist in emergency healthcare decisions. - <img src="https://github.com/marcusbai.png?size=120" width="12px" height="12px" /> **[彩云天气](https://github.com/marcusbai/caiyun-weather-mcp)** - Provides real-time weather data including temperature, humidity, wind speed, and atmospheric pressure, along with minute-by-minute precipitation forecasts, hourly and daily weather forecasts, and weather alert information. Supports address-based weather queries and offers multi-language and unit system options. - <img src="https://github.com/mattmarcin.png?size=120" width="12px" height="12px" /> **[AQICN MCP Server](https://github.com/mattmarcin/aqicn-mcp)** - Fetch real-time air quality data for cities and coordinates worldwide based on the World Air Quality Index (AQICN) project. - <img src="https://github.com/mcp-examples.png?size=120" width="12px" height="12px" /> **[Weather](https://github.com/mcp-examples/weather)** - Provides real-time weather information, including forecasts and current conditions, for seamless integration into applications. - <img src="https://github.com/MissionSquad.png?size=120" width="12px" height="12px" /> **[Helper Tools](https://github.com/MissionSquad/mcp-helper-tools)** - Enhances LLM agents with utilities for encoding, geolocation, network diagnostics, and security. Provides tools for automation, data handling, and QR code generation. - <img src="https://github.com/MorvanZhou.png?size=120" width="12px" height="12px" /> **[Customized MCP Project](https://github.com/MorvanZhou/customized_mcp)** - Leverage OpenAI's API to interact with tools and data sources in real-time. Enables dynamic querying and action performance for enhanced application capabilities. - <img src="https://github.com/MrCare.png?size=120" width="12px" height="12px" /> **[Weather MCP Tool](https://github.com/MrCare/mcp_tool)** - Check global weather with natural language queries in both Chinese and English, providing accurate forecasts for major cities worldwide. Seamlessly integrates with the Cursor editor for easy use. - <img src="https://github.com/modelcontextprotocol.png?size=120" width="12px" height="12px" /> **[Google Maps MCP Server](https://github.com/modelcontextprotocol/servers)** - Connects to the Google Maps API to provide geolocation services, including geocoding, reverse geocoding, place searching, and retrieving detailed place information. - <img src="https://github.com/nexusconnects.png?size=120" width="12px" height="12px" /> **[Travel Planner Server](https://github.com/nexusconnects/TRAVEL-PLANNER-MCP-Server)** - Enables interaction with Google Maps services for travel-related tasks, including location search, retrieving place details, calculating travel times, and managing itineraries. Facilitates seamless integration of travel planning functionalities into applications using a Google Maps API key. - <img src="https://github.com/nexusconnects.png?size=120" width="12px" height="12px" /> **[Travel Planner Server](https://github.com/nexusconnects/TRAVEL-PLANNER-MCP-Server)** - Facilitate travel-related tasks by connecting to Google Maps services for location searches, retrieving place details, calculating routes, and obtaining timezone information. - <img src="https://github.com/ngoiyaeric.png?size=120" width="12px" height="12px" /> **[Earthdata MCP Server](https://github.com/ngoiyaeric/earthdata-mcp-server)** - Enables efficient dataset discovery and retrieval for geospatial analysis using NASA Earth Data. Facilitates seamless interaction with datasets and data granules to enhance data-driven projects. - <img src="https://github.com/ngoiyaeric.png?size=120" width="12px" height="12px" /> **[Mapbox MCP Server](https://github.com/ngoiyaeric/mapbox-mcp-server)** - Integrate navigation and geocoding services using the Mapbox API to access directions, travel matrices, and real-time mapping functionalities. - <img src="https://github.com/ngoiyaeric.png?size=120" width="12px" height="12px" /> **[OpenStreetMap Integration](https://github.com/ngoiyaeric/osm-mcp)** - Query and visualize map data using a web interface with real-time map interactions. Integrates PostgreSQL/PostGIS for OpenStreetMap data management and supports server-to-client communication. - <img src="https://github.com/ohhan777.png?size=120" width="12px" height="12px" /> **[Korea Weather](https://github.com/ohhan777/korea_weather)** - Collects weather data from the Korea Meteorological Administration's short-term forecast API and provides it in MCP format for use by various clients like Claude and Cursor. Designed for integration with diverse weather application services. - <img src="https://github.com/overstarry.png?size=120" width="12px" height="12px" /> **[QWeather API MCP Server](https://github.com/overstarry/qweather-mcp)** - Provides access to real-time weather information and multi-day forecasts through a simple command-line interface, enabling the retrieval of city details and current weather conditions. - <img src="https://github.com/pab1it0.png?size=120" width="12px" height="12px" /> **[Tripadvisor MCP Server](https://github.com/pab1it0/tripadvisor-mcp)** - Access Tripadvisor location data, reviews, and photos through standardized MCP interfaces. Search for travel destinations and experiences, and retrieve detailed information based on user queries. - <img src="https://github.com/Panth1823.png?size=120" width="12px" height="12px" /> **[Formula1 MCP Server](https://github.com/Panth1823/formula1-mcp)** - Provides real-time and historical Formula 1 racing data, including telemetry, session statuses, standings, race results, weather updates, and circuit information via a standardized protocol. - <img src="https://github.com/piddlingtuna.png?size=120" width="12px" height="12px" /> **[TfNSW Realtime Alerts](https://github.com/piddlingtuna/tfnsw-realtime-alerts-mcp-server)** - Access real-time transport alerts and information, including current disruptions and planned works across the NSW transport network. Retrieve and filter alerts by transport mode for efficient management of transport-related data. - <img src="https://github.com/pinnaclesoft-ko.png?size=120" width="12px" height="12px" /> **[KoreaSeoul](https://github.com/pinnaclesoft-ko/seoul_data_mcp)** - Access public data from Seoul, including subway ridership statistics and cultural event information through the Seoul Public Data API. Integrate this data into applications for real-time insights on transportation and cultural events. - <img src="https://github.com/puran1218.png?size=120" width="12px" height="12px" /> **[ArcGIS Location Services](https://github.com/puran1218/arcgis-location-services-mcp)** - Provides geocoding, reverse geocoding, and routing services to enhance applications with location-based features. Access detailed location data and nearby points of interest effectively. - <img src="https://github.com/qing-turnaround.png?size=120" width="12px" height="12px" /> **[IP Geolocation Lookup Server](https://github.com/qing-turnaround/mcp-ip-geo)** - Provides IP geolocation lookup services including country, region, and city information using the ip-api.com service. - <img src="https://github.com/r-huijts.png?size=120" width="12px" height="12px" /> **[NS Travel Information Server](https://github.com/r-huijts/ns-mcp-server)** - Provides real-time travel information for Dutch Railways (NS), enabling users to access schedules, train statuses, and travel-related queries. - <img src="https://github.com/ravinahp.png?size=120" width="12px" height="12px" /> **[Surf MCP Server](https://github.com/ravinahp/surf-mcp)** - Fetch tide information for any location and date, providing detailed data on high and low tides along with station information and automatic time zone handling. Ideal for obtaining precise tide forecasts to optimize surfing conditions. - <img src="https://github.com/ropon.png?size=120" width="12px" height="12px" /> **[Weather MCP Server](https://github.com/ropon/mcp_weather)** - Provides real-time weather forecasts and city information queries, offering accurate weather data for the next 24 hours based on city names or coordinates. - <img src="https://github.com/rossshannon.png?size=120" width="12px" height="12px" /> **[Weekly Weather Server](https://github.com/rossshannon/weekly-weather-mcp)** - Provides global weather forecasts and current conditions using the OpenWeatherMap One Call API, offering detailed 8-day forecasts and hourly updates. - <img src="https://github.com/RyanCardin15.png?size=120" width="12px" height="12px" /> **[NOAA Tides and Currents](https://github.com/RyanCardin15/NOAA-TidesAndCurrents-MCP)** - Access real-time and historical data for water levels, tides, and currents, as well as meteorological and moon phase information from NOAA's Tides and Currents API. - <img src="https://github.com/SaintDoresh.png?size=120" width="12px" height="12px" /> **[Weather MCP Tool](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop)** - Provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API. It includes features for air quality information and weather alerts. - <img src="https://github.com/sarunasdaujotis.png?size=120" width="12px" height="12px" /> **[Vilnius Transport](https://github.com/sarunasdaujotis/vilnius-transport-mcp-server)** - Provides access to real-time Vilnius public transport data, allowing integration with large language models for transport-related queries and functionality. - <img src="https://github.com/Shengwenhao-manbo.png?size=120" width="12px" height="12px" /> **[Weather](https://github.com/Shengwenhao-manbo/weather)** - Provides weather information through an MCP server interface to enable agents to query current weather data and receive real-time updates. - <img src="https://github.com/Shengwenhao-manbo.png?size=120" width="12px" height="12px" /> **[Weather](https://github.com/Shengwenhao-manbo/weather)** - Provide weather information through an MCP server interface, enabling queries for weather data within LLM applications. Supports integration of real-time weather context to enhance responses and decision-making. - <img src="https://github.com/sidharthrajaram.png?size=120" width="12px" height="12px" /> **[SSE-based Server and Client](https://github.com/sidharthrajaram/mcp-sse)** - Demonstrates a working pattern for SSE-based AI model servers and clients, enabling connection to tools for tasks such as weather forecasting and alerts. Utilizes Server-Sent Events (SSE) for real-time communication between clients and server tools. - <img src="https://github.com/StarGazer1995.png?size=120" width="12px" height="12px" /> **[Stargazing](https://github.com/StarGazer1995/mcp-stargazing)** - Calculate altitude, rise, and set times of celestial objects based on geographic location, while also analyzing light pollution to improve stargazing conditions. Supports a variety of celestial objects including the Sun, Moon, planets, and deep-space entities. - <img src="https://github.com/stephen9412.png?size=120" width="12px" height="12px" /> **[Taiwan Central Weather Administration Weather MCP](https://github.com/stephen9412/roc-cwa-mcp)** - Access real-time and forecast weather data for Taiwan, including 3-day and 1-week forecasts and historical rainfall data. Utilize a simplified API interface for reliable weather information specific to Taiwan's regions. - <img src="https://github.com/SuchAFool123.png?size=120" width="12px" height="12px" /> **[QuantML-Agent](https://github.com/SuchAFool123/quant-agent)** - Provides AI-driven analysis and insights for the A-share stock market, integrating large language models with quantitative analysis techniques. Offers real-time index monitoring, market sentiment evaluation, trend predictions, and in-depth stock analysis tools. - <img src="https://github.com/sunholdshen.png?size=120" width="12px" height="12px" /> **[天气查询服务](https://github.com/sunholdshen/mymcp)** - Provides real-time weather information for cities around the world through a simple API, allowing applications to query current weather conditions easily. - <img src="https://github.com/sunsetcoder.png?size=120" width="12px" height="12px" /> **[Flightradar24 Server](https://github.com/sunsetcoder/flightradar24-mcp-server)** - Track flights in real-time using Flightradar24 data, providing information on specific flight times and airport statuses, and monitoring emergency flights. - <img src="https://github.com/Sunwood-ai-labs.png?size=120" width="12px" height="12px" /> **[Weather Service](https://github.com/Sunwood-ai-labs/mcp-weather-service-server)** - A simple note management system that allows users to add new notes and generate summaries of stored notes with customizable detail levels. Access individual notes using a custom URI scheme. - <img src="https://github.com/swonixs.png?size=120" width="12px" height="12px" /> **[WeatherAPI Server](https://github.com/swonixs/weatherapi-mcp)** - Fetches real-time weather data and air quality information for any city, allowing integration with various MCP clients to provide up-to-date environmental insights. - <img src="https://github.com/szypetike.png?size=120" width="12px" height="12px" /> **[Weather Server](https://github.com/szypetike/weather-mcp-server)** - Retrieve real-time weather information including temperature, humidity, and wind conditions for cities worldwide, with an option to fallback on mock data if the API request fails. - <img src="https://github.com/TencentEdgeOne.png?size=120" width="12px" height="12px" /> **[EdgeOne Geo Location Service](https://github.com/TencentEdgeOne/mcp-geo)** - Provides real-time geolocation data integration with AI models, enabling contextual understanding based on user locations. Facilitates the retrieval and use of geolocation information in language model workflows through the Model Context Protocol. - <img src="https://github.com/TimLukaHorstmann.png?size=120" width="12px" height="12px" /> **[Weather Forecast Server](https://github.com/TimLukaHorstmann/mcp-weather)** - Provides hourly weather forecasts using real-time data from the AccuWeather API, delivering accurate temperature and weather conditions for any location. - <img src="https://github.com/tinjyuu.png?size=120" width="12px" height="12px" /> **[JR East Delay Information Server](https://github.com/tinjyuu/mcp-jr-east-delay)** - Provides real-time delay information for JR East trains through the "getDelays" tool, facilitating access to up-to-date train delay data via a standardized MCP interface. - <img src="https://github.com/Curtains415.png?size=120" width="12px" height="12px" /> **[Weather Server](https://github.com/Curtains415/0xbot-weather)** - Provides real-time weather information and forecasts through a standardized interface, enabling applications to seamlessly query weather data for various locations. - <img src="https://github.com/variflight.png?size=120" width="12px" height="12px" /> **[Variflight Flight Information Server](https://github.com/variflight/variflight-mcp)** - Provides real-time flight information including searches, transfer options, comfort metrics, aircraft tracking, and weather forecasts. Enables access to detailed flight data and purchasing options for enhanced travel planning. - <img src="https://github.com/webdevtodayjason.png?size=120" width="12px" height="12px" /> **[Slim MCP](https://github.com/webdevtodayjason/slim-MCP)** - Modular API service that integrates various tools for AI agents and automated workflows, featuring functions for weather updates, task management, and email sending through a consistent RESTful interface. - <img src="https://github.com/wolkwork.png?size=120" width="12px" height="12px" /> **[KNMI Weather](https://github.com/wolkwork/knmi-mcp)** - Fetches real-time weather data from KNMI weather stations in the Netherlands, providing measurements such as temperature, humidity, wind speed, precipitation, visibility, and air pressure. Supports natural language interpretation for understanding weather conditions and includes a location search feature. - <img src="https://github.com/wpnbos.png?size=120" width="12px" height="12px" /> **[Buienradar Server](https://github.com/wpnbos/buienradar-mcp-server)** - Fetches precipitation forecasts for specified latitude and longitude using Buienradar, providing data for the next two hours. - <img src="https://github.com/xixilidao.png?size=120" width="12px" height="12px" /> **[osgEarth](https://github.com/xixilidao/osgearth)** - Add geospatially accurate 3D maps to C++ applications, enabling developers to integrate and display complex geographical data visually. - <img src="https://github.com/xuezhijian.png?size=120" width="12px" height="12px" /> **[Weather MCP Server](https://github.com/xuezhijian/mcp_weather)** - Provides real-time weather forecasts and city information queries, allowing access to up-to-date weather data for the next 24 hours using city names or geographic coordinates. - <img src="https://github.com/yoyooyooo.png?size=120" width="12px" height="12px" /> **[Weather API Server](https://github.com/yoyooyooo/mcp-weather-server)** - Provides real-time weather data and forecasts for any location using the 和风天气 (QWeather) API. Offers current conditions, hourly forecasts, and city information with customizable options for units and language. - <img src="https://github.com/yting27.png?size=120" width="12px" height="12px" /> **[Weather MCP Server](https://github.com/yting27/weather-my-mcp)** - Retrieve real-time weather forecasts, flood warnings, and earthquake reports from Malaysia's official open data portal, providing reliable environmental data and hazard alerts. - <img src="https://github.com/yunkee-lee.png?size=120" width="12px" height="12px" /> **[TMAP API Connector](https://github.com/yunkee-lee/mcp-tmap)** - Connect to the TMAP API for public transit route information and location geocoding services. Retrieve transit routes and perform full text geocoding with ease. ## Git Workflow Management - <img src="https://github.com/a1351995160.png?size=120" width="12px" height="12px" /> **[GitSkills](https://github.com/a1351995160/gitskills)** - Interactive platform for learning Git commands and workflows through practical exercises and tutorials. Focuses on enhancing version control skills and repository management. - <img src="https://github.com/aashari.png?size=120" width="12px" height="12px" /> **[Atlassian Bitbucket Integration](https://github.com/aashari/mcp-server-atlassian-bitbucket)** - Access and manage Bitbucket repositories, pull requests, and commits through AI integrations. Connect AI systems securely and efficiently with Bitbucket data using minimal identifiers. - <img src="https://github.com/AdamPippert.png?size=120" width="12px" height="12px" /> **[Multi-Service MCP Server](https://github.com/AdamPippert/multi-service-mcp-server)** - Integrate and automate various tools such as GitHub, GitLab, Google Maps, and Puppeteer through a unified gateway for efficient data retrieval and workflow enhancement. The modular architecture allows for easy addition or removal of individual tool modules. - <img src="https://github.com/adamrtalbot.png?size=120" width="12px" height="12px" /> **[Nextflow Developer Tools](https://github.com/adamrtalbot/mcp-nextflow)** - Provides tools for building, testing, and managing Nextflow projects, including the ability to run integration and specific tests, manage development directories, and access documentation. - <img src="https://github.com/adhikasp.png?size=120" width="12px" height="12px" /> **[Git Ingest](https://github.com/adhikasp/mcp-git-ingest)** - Analyzes the structure of GitHub repositories and identifies important files within them. Provides insights into repository organization and content. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[Practices MCP Server](https://github.com/agentience/practices_mcp_server)** - Automate Git operations and enforce consistent development practices with tools for branch validation, version management, and pull request preparation. Integrates with platforms like GitHub and Jira to streamline the development workflow. - <img src="https://github.com/ahchenjie.png?size=120" width="12px" height="12px" /> **[GitHub Integration Server](https://github.com/ahchenjie/mcp-github-test)** - Integrate with GitHub's APIs to automate workflows, manage issues, and analyze repository data. Build AI tools that interact with the GitHub ecosystem through customizable toolsets. - <img src="https://github.com/AlexKissiJr.png?size=120" width="12px" height="12px" /> **[Model Context Protocol Server for Smithery](https://github.com/AlexKissiJr/unreal-mcp-server)** - Interact with GitHub repositories to perform file operations, manage branches, and conduct advanced searches. This server supports batch operations and maintains Git history, facilitating effective repository management. - <img src="https://github.com/AndyManastorm.png?size=120" width="12px" height="12px" /> **[Andy's Test API MCP Server](https://github.com/AndyManastorm/smithery-reference-servers)** - Interact with GitHub repositories to perform file operations, manage repositories, search for code and issues, and automate workflows. Supports automatic branch creation, comprehensive error handling, and preservation of Git history while allowing batch and single-file operations. - <img src="https://github.com/anishksk.png?size=120" width="12px" height="12px" /> **[SkySQL Integration](https://github.com/anishksk/MCP-Server)** - Manage serverless databases via a REST API, enabling the creation, listing, and execution of queries. Integrate with GitHub for version control and utilize Smithery.ai for deployment management. - <img src="https://github.com/ankur-1garg.png?size=120" width="12px" height="12px" /> **[Repo Analyzer (Local)](https://github.com/ankur-1garg/mcp)** - Analyzes Git repositories to provide Dockerfile creation guidance, detect dependencies, and identify programming languages. Offers detailed recommendations for both public and private repositories to streamline development workflows. - <img src="https://github.com/antonioevans.png?size=120" width="12px" height="12px" /> **[GitHub Integration Server](https://github.com/antonioevans/github-mcp-server)** - Interact with GitHub repositories, manage issues, and automate workflows through GitHub's API, enabling data extraction and analysis for developers. Build AI-powered tools that integrate seamlessly with the GitHub ecosystem, providing configurable functionalities based on user needs. - <img src="https://github.com/Arclio.png?size=120" width="12px" height="12px" /> **[GitHub Projects MCP Server](https://github.com/Arclio/github-projects-mcp)** - Manage GitHub Projects V2 by listing projects, viewing and updating project fields and items, creating issues, and organizing project workflows effectively through MCP clients. - <img src="https://github.com/asbloom-py.png?size=120" width="12px" height="12px" /> **[GitHub](https://github.com/asbloom-py/mcp-servers)** - Interact with GitHub repositories, manage files, perform repository operations, and search code, issues, and users utilizing the GitHub API. - <img src="https://github.com/asifdotpy.png?size=120" width="12px" height="12px" /> **[GitHub MCP Server](https://github.com/asifdotpy/github-mcp-server)** - Integrates with GitHub APIs for advanced automation and interaction capabilities for developers. Facilitates repository management, issue tracking, and workflow automation. - <img src="https://github.com/AsyncFuncAI.png?size=120" width="12px" height="12px" /> **[GitHub Chat](https://github.com/AsyncFuncAI/github-chat-mcp)** - Analyze and query GitHub repositories to gain insights into their architecture and technology stack. Index repositories to enhance development workflows with detailed inquiries about codebases. - <img src="https://github.com/AstroMined.png?size=120" width="12px" height="12px" /> **[PyGithub MCP Server](https://github.com/AstroMined/pygithub-mcp-server)** - Interact with the GitHub API to manage issues, repositories, and pull requests seamlessly. Utilize a modular tool architecture for flexible configuration and efficient handling of GitHub operations. - <img src="https://github.com/athapong.png?size=120" width="12px" height="12px" /> **[Argus](https://github.com/athapong/argus)** - Analyzes code repositories and conducts security assessments across various programming languages. It offers integrated scanning and reporting features for code quality and security posture enhancement, along with efficient Git operations. - <img src="https://github.com/b0ttle-neck.png?size=120" width="12px" height="12px" /> **[Steampipe Bridge](https://github.com/b0ttle-neck/mcp-steampipe)** - Bridge AI models with the Steampipe tool to enable seamless execution of SQL queries on various data sources. Retrieve structured results and simplify data access for AI-driven insights within workflows. - <img src="https://github.com/bduke011.png?size=120" width="12px" height="12px" /> **[OpenHands Project](https://github.com/bduke011/openhands-project)** - Integrate GitHub repositories into workflows to manage issues, automate project management tasks, and enhance collaboration among development teams. - <img src="https://github.com/brevdev.png?size=120" width="12px" height="12px" /> **[Brev MCP server](https://github.com/brevdev/brev-mcp)** - Connects to Brev's API to manage organizational resources. Requires a CLI access token for authentication and supports organization switching through command line instructions. - <img src="https://github.com/cakriwut.png?size=120" width="12px" height="12px" /> **[Azure DevOps Integration Server](https://github.com/cakriwut/ado-mcp-server)** - Integrates with Azure DevOps to manage work items, pipelines, and pull requests from the Cline environment. Automates tasks and retrieves project information to streamline development processes. - <img src="https://github.com/cayirtepeomer.png?size=120" width="12px" height="12px" /> **[Gerrit Code Review Server](https://github.com/cayirtepeomer/gerrit-code-review-mcp)** - Integrates with the Gerrit code review system to facilitate the fetching of change details, comparison of patchset differences, and analysis of file modifications. Streamlines code review workflows by providing access to detailed change information in an efficient manner. - <img src="https://github.com/celyes.png?size=120" width="12px" height="12px" /> **[GitHub Integration Server](https://github.com/celyes/github-mcp-server)** - Integrate with GitHub APIs for automation and interaction, enabling the ability to extract repository data and manage workflows. Build AI-powered tools that connect with GitHub's ecosystem and customize functionalities through configurable toolsets. - <img src="https://github.com/ceshine.png?size=120" width="12px" height="12px" /> **[Git Prompts Server](https://github.com/ceshine/git-prompts-mcp-server)** - Generate prompts from Git repository content to assist in development workflows. Create pull request descriptions and other relevant prompts based on code changes directly within Zed Editor. - <img src="https://github.com/chris-miaskowski.png?size=120" width="12px" height="12px" /> **[Custom GitLab Server](https://github.com/chris-miaskowski/custom-gitlab-mcp-server)** - Integrate AI assistants with GitLab repositories to manage files, issues, and merge requests. Perform actions like searching for repositories, updating files, and forking projects. - <img src="https://github.com/CodeByWaqas.png?size=120" width="12px" height="12px" /> **[GitLab PR Analysis Server](https://github.com/CodeByWaqas/MRConfluenceLinker-mcp-server)** - Fetch and analyze GitLab merge requests, and store the analysis results in Confluence documentation to enhance documentation workflows. - <img src="https://github.com/containerelic.png?size=120" width="12px" height="12px" /> **[GitHub Enterprise MCP Server](https://github.com/containerelic/github-enterprise-mcp)** - Integrate with GitHub Enterprise to access repository information, manage issues, and handle pull requests. Provides a streamlined interface for repository management and collaboration. - <img src="https://github.com/cyanheads.png?size=120" width="12px" height="12px" /> **[Git MCP Server](https://github.com/cyanheads/git-mcp-server)** - Interact with Git repositories through a robust API, enabling operations such as cloning, committing, pushing, and repository management. Focuses on optimizing performance, error handling, and secure command execution. - <img src="https://github.com/damonxue.png?size=120" width="12px" height="12px" /> **[OSSInsight](https://github.com/damonxue/mcp-ossinsight)** - Analyze GitHub data to gain insights into repositories, developers, and organizations, enabling detailed understanding of the open-source ecosystem through natural language queries. - <img src="https://github.com/davidorex.png?size=120" width="12px" height="12px" /> **[Git Forensics](https://github.com/davidorex/git-forensics-mcp)** - Analyze git repositories to uncover development patterns and branch relationships, providing insights into repository history and branch activities. - <img src="https://github.com/davidorex.png?size=120" width="12px" height="12px" /> **[Git File Forensics](https://github.com/davidorex/git-file-forensics)** - Analyze individual file histories and changes in Git repositories, focusing on file-level forensics. Gain insights into file versions, diffs, and semantic patterns to understand file evolution. - <img src="https://github.com/dazeb.png?size=120" width="12px" height="12px" /> **[GitHub Mapper](https://github.com/dazeb/MCP-Github-Mapper)** - Maps and analyzes GitHub repository structures, providing summary statistics and detailed file structures based on user-defined parameters. - <img src="https://github.com/DeDeveloper23.png?size=120" width="12px" height="12px" /> **[Codebase MCP](https://github.com/DeDeveloper23/codebase-mcp)** - Retrieve and analyze entire codebases, enabling AI agents to understand complex projects and enhancing developer collaboration. Supports processing of remote repositories and allows saving of codebase analyses for future use. - <img src="https://github.com/dev-assistant-ai.png?size=120" width="12px" height="12px" /> **[GitHub](https://github.com/dev-assistant-ai/mcp-servers)** - Interact with GitHub repositories, manage files, perform advanced search functions, and automate workflows with automatic branch creation and error handling while preserving Git history. - <img src="https://github.com/devassistantai.png?size=120" width="12px" height="12px" /> **[GitHub](https://github.com/devassistantai/mcp-servers)** - Interact with GitHub repositories, manage files, branches, issues, pull requests, and perform advanced searches. Automate repository operations with support for batch actions and maintain Git history without force pushing. - <img src="https://github.com/devassistantai.png?size=120" width="12px" height="12px" /> **[GitHub Projects](https://github.com/devassistantai/mcp-servers)** - Interact with the GitHub Projects V2 API to manage projects, tasks, items, fields, and views using GraphQL. Automated project organization and workflow enhancements are facilitated through this interface. - <img src="https://github.com/dillip285.png?size=120" width="12px" height="12px" /> **[Development Server](https://github.com/dillip285/mcp-dev-server)** - Manage software development projects with complete context awareness, facilitating code execution in secure Docker environments, and integrating Git operations for streamlined project management. - <img src="https://github.com/Din-djarin2.png?size=120" width="12px" height="12px" /> **[Custom GitLab Server](https://github.com/Din-djarin2/custom-gitlab)** - Integrate with GitLab repositories for project search, file management, and issue handling. Supports multi-file commits, repository forking, and creating branches with enhanced schema validation. - <img src="https://github.com/DivyanshKushwaha.png?size=120" width="12px" height="12px" /> **[GitHub MCP Server](https://github.com/DivyanshKushwaha/GitHub-MCP-Server-Claude)** - Interact with GitHub to fetch user details, repository information, and authenticated user data using the REST API. This tool simplifies API interactions through modular command processing. - <img src="https://github.com/duzitao1.png?size=120" width="12px" height="12px" /> **[Aider](https://github.com/duzitao1/aider)** - AI-assisted pair programming tool that integrates directly into the terminal, enabling users to edit code, manage git repositories, and receive intelligent suggestions for improvements or bug fixes in real-time. - <img src="https://github.com/dylandaubenspeck.png?size=120" width="12px" height="12px" /> **[GitHub Repository Scanner](https://github.com/dylandaubenspeck/mcp-github-ocr)** - Scans GitHub repositories to provide structured access to their file trees and contents, allowing users to view directories and files easily. Supports secure access to both public and private repositories using user-provided GitHub tokens. - <img src="https://github.com/DynamicEndpoints.png?size=120" width="12px" height="12px" /> **[Cloudflare to GitHub Backup](https://github.com/DynamicEndpoints/cloudflare-github-backup-mcp)** - Automates the backup of Cloudflare projects by transferring them to a specified GitHub repository, ensuring secure and accessible storage of project data. - <img src="https://github.com/dvladimirov.png?size=120" width="12px" height="12px" /> **[MCP Server](https://github.com/dvladimirov/MCP)** - Integrates OpenAI services with Git repository analysis and local filesystem operations. Also supports Prometheus for monitoring and provides utilities for seamless development workflows. - <img src="https://github.com/exczzz.png?size=120" width="12px" height="12px" /> **[github.dev Web-Based Editor](https://github.com/exczzz/dev)** - Provides a web-based code editing experience in a browser, enabling users to navigate and edit GitHub repositories without local setup. Users can easily make and commit changes directly from the VS Code environment by modifying repository URLs. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[Hello World GitHub Actions Course](https://github.com/F4biox/hello-github-actions)** - Guide users through creating their first GitHub Action and integrating it into a workflow file. The server provides a structured approach for hands-on learning with practical examples. - <img src="https://github.com/fkesheh.png?size=120" width="12px" height="12px" /> **[Code Context Server](https://github.com/fkesheh/code-context-mcp)** - Clone local git repositories, process branches and files, generate embeddings for code chunks, and perform semantic searches over code. Utilize local repositories for efficient code context retrieval and improve development workflows. - <img src="https://github.com/garc33.png?size=120" width="12px" height="12px" /> **[Bitbucket Server](https://github.com/garc33/bitbucket-server-mcp-server)** - Manage pull requests on Bitbucket Server, providing tools to interact with the Bitbucket Server API through the MCP protocol. - <img src="https://github.com/geropl.png?size=120" width="12px" height="12px" /> **[Git Repository Interaction Server](https://github.com/geropl/git-mcp-go)** - Enable interaction and automation of Git repositories through a standardized MCP interface. Perform operations such as checking status, viewing diffs, committing changes, and managing branches across multiple repositories. - <img src="https://github.com/goern.png?size=120" width="12px" height="12px" /> **[forgejo-mcp](https://github.com/goern/forgejo-mcp)** - Integrates with the Forgejo REST API for repository management and command execution through an MCP-compatible interface. - <img src="https://github.com/gourav221b.png?size=120" width="12px" height="12px" /> **[GitHub Pull Request Data Provider](https://github.com/gourav221b/Github-PR-MCP-server)** - Analyze GitHub Pull Requests efficiently and integrate with applications to retrieve and manipulate PR data using the Model Context Protocol. - <img src="https://github.com/github.png?size=120" width="12px" height="12px" /> **[GitHub](https://github.com/github/github-mcp-server)** - Interact with GitHub repositories, manage issues, and automate workflows using GitHub's APIs for seamless integration and advanced functionality. - <img src="https://github.com/gpaul-mcp.png?size=120" width="12px" height="12px" /> **[TypeScript Prompt MCP](https://github.com/gpaul-mcp/MCP_prompt_localDev)** - Provides pre-defined prompt templates for generating detailed project plans in TypeScript, including API architectures and GitHub workflows. Facilitates structured project planning for AI models, enhancing their ability to produce high-quality, project-specific outputs. - <img src="https://github.com/GrandMasterK414.png?size=120" width="12px" height="12px" /> **[Unified MCP Server](https://github.com/GrandMasterK414/mcp-servers)** - Integrates multiple specialized tools for software development directly within the Cursor IDE, enhancing coding efficiency. Features include file management, GitHub integration, API testing, and database exploration. - <img src="https://github.com/harshmaur.png?size=120" width="12px" height="12px" /> **[GitLab Communication Server](https://github.com/harshmaur/gitlab-mcp)** - Integrate GitLab API functionalities seamlessly into applications, enabling interaction with repositories, issue management, and workflow automation. - <img src="https://github.com/HeskeyBaozi.png?size=120" width="12px" height="12px" /> **[GitHub MCP Server](https://github.com/HeskeyBaozi/servers)** - Integrate with the GitHub API to manage repositories, perform file operations, and execute advanced searches. Automate workflows with features like automatic branch creation and comprehensive error handling. - <img src="https://github.com/hetaoBackend.png?size=120" width="12px" height="12px" /> **[GitHub Trending](https://github.com/hetaoBackend/mcp-github-trending)** - Access trending repositories and developers on GitHub with filtering options for programming language, time period, and spoken language, returning data in JSON format. - <img src="https://github.com/hetaoBackend.png?size=120" width="12px" height="12px" /> **[GitHub Trending](https://github.com/hetaoBackend/mcp-github-trending)** - Access trending repositories and developers data from GitHub with options to filter by programming language, time period, and spoken language. - <img src="https://github.com/highlight-ing.png?size=120" width="12px" height="12px" /> **[GitHub Integration](https://github.com/highlight-ing/highlight-github-mcp)** - Retrieve diffs from GitHub Pull Requests to analyze code changes. Simplify development workflows by integrating diff retrieval directly into tools. - <img src="https://github.com/Hint-Services.png?size=120" width="12px" height="12px" /> **[Private GitHub Search](https://github.com/Hint-Services/mcp-private-github-search)** - Facilitates searching private GitHub repositories while managing rate limiting and error handling. Access file contents and issues securely using a GitHub token. - <img src="https://github.com/iamadk.png?size=120" width="12px" height="12px" /> **[GitHub API MCP Server](https://github.com/iamadk/reference-servers)** - Interact with GitHub repositories to manage files, issues, and pull requests while preserving Git history. Supports batch operations and advanced search functionalities for enhanced repository management. - <img src="https://github.com/idosal.png?size=120" width="12px" height="12px" /> **[GitMCP](https://github.com/idosal/git-mcp)** - Transform GitHub projects into remote endpoints for AI assistants, enabling access to project documentation through semantic search. Ensure privacy and zero setup for AI-powered documentation retrieval. - <img src="https://github.com/Jake-Mok-Nelson.png?size=120" width="12px" height="12px" /> **[GitHub Support Assistant](https://github.com/Jake-Mok-Nelson/mcp-find-similar-github-issues)** - Helps support engineers quickly find similar GitHub issues to enhance troubleshooting efficiency using similarity scoring and ranked issue details with direct links. - <img src="https://github.com/janwilmake.png?size=120" width="12px" height="12px" /> **[UIThub MCP Server](https://github.com/janwilmake/uithub-mcp)** - Enables natural language exploration and analysis of GitHub repositories by retrieving their contents with advanced filtering options. Integrates with Claude Desktop for enhanced code understanding and discussion. - <img src="https://github.com/jar285.png?size=120" width="12px" height="12px" /> **[GitHub Repository Analyzer](https://github.com/jar285/github_mcp_analyzer)** - Enable real-time analysis of GitHub repositories by retrieving metadata, analyzing issues, accessing documentation, and visualizing activity metrics. - <img src="https://github.com/hypermodel-labs.png?size=120" width="12px" height="12px" /> **[Git Auto Commit](https://github.com/hypermodel-labs/mcp-server-auto-commit)** - Analyzes Git changes in a repository and generates conventional commit messages using AI. Summarizes modifications, additions, and deletions with detailed insights into the files changed. - <img src="https://github.com/Jehan26.png?size=120" width="12px" height="12px" /> **[GitHub MCP Server](https://github.com/Jehan26/MCP-Inspector-v0.6.0)** - Interact with GitHub repositories, manage issues, and handle pull requests through a structured API. Gain insights and statistics to enhance development workflows. - <img src="https://github.com/jinnersun.png?size=120" width="12px" height="12px" /> **[Introduction to GitHub](https://github.com/jinnersun/skills-introduction-to-github)** - Facilitates learning the fundamentals of GitHub, including branching, repository management, and collaborative project workflows. Provides step-by-step guidance and resources for effective navigation of the platform. - <img src="https://github.com/JJ-H.png?size=120" width="12px" height="12px" /> **[Gitee Server](https://github.com/JJ-H/mcp-gitee)** - Enable management of Gitee repositories, issues, pull requests, and notifications through seamless API integration. Automate repository operations and streamline collaboration workflows with configurable options. - <img src="https://github.com/Job28703.png?size=120" width="12px" height="12px" /> **[my-github-project](https://github.com/Job28703/my-github-project)** - Enhance applications by connecting to various data sources and tools to integrate and manipulate data workflows. Enable agents to interact with real-world data in a secure and efficient manner. - <img src="https://github.com/joon1251ai.png?size=120" width="12px" height="12px" /> **[Smithery MCP Server Test](https://github.com/joon1251ai/smithery-mcp-server-test)** - Interact with GitHub repositories, manage file operations, automate branch creation, and perform advanced searches for code, issues, and users. - <img src="https://github.com/joon1251ai.png?size=120" width="12px" height="12px" /> **[GitHub API MCP Server](https://github.com/joon1251ai/smithery-mcp-server-test)** - Interact with GitHub repositories, manage issues, and automate workflows while preserving Git history. Support for batch operations and advanced search capabilities enhances repository management. - <img src="https://github.com/KalyankumarKonduru.png?size=120" width="12px" height="12px" /> **[PR Reviewer](https://github.com/KalyankumarKonduru/MCP_test)** - Integrate with GitHub and Notion to streamline pull request reviews, automate task management, and enhance collaboration between platforms. - <img src="https://github.com/kazuph.png?size=120" width="12px" height="12px" /> **[GitHub MCP Server for Pera1](https://github.com/kazuph/mcp-github-pera1)** - Connects GitHub code to Claude.ai for context enhancement through code extraction using the Pera1 service. - <img src="https://github.com/kevinmeyvaert.png?size=120" width="12px" height="12px" /> **[Azure DevOps Integration](https://github.com/kevinmeyvaert/azure-devops-mcp)** - Interact with Azure DevOps resources to manage projects, work items, and repositories programmatically. Perform code searches and streamline operations within Azure DevOps environments. - <img src="https://github.com/kirayhz007.png?size=120" width="12px" height="12px" /> **[GitHub中文排行榜](https://github.com/kirayhz007/GitHub-Chinese-Top-Charts)** - A platform for discovering popular Chinese open-source projects on GitHub, facilitating the absorption of valuable experiences and results without language barriers. It provides a ranking of the most favored Chinese repositories to enhance development efficiency. - <img src="https://github.com/kimsehwan90.png?size=120" width="12px" height="12px" /> **[Code Review](https://github.com/kimsehwan90/code-review)** - Facilitates code review requests by allowing users to submit their code for evaluation. Users can manage the review process through a structured repository system. - <img src="https://github.com/kjozsa.png?size=120" width="12px" height="12px" /> **[Git MCP](https://github.com/kjozsa/git-mcp)** - Manage Git operations on local repositories, including listing repositories, fetching tags, and tracking commits. Streamline version control workflows with essential Git functionalities. - <img src="https://github.com/kkshaxqd.png?size=120" width="12px" height="12px" /> **[kkshaxqd GitHub Pages](https://github.com/kkshaxqd/kkshaxqd.github.io)** - Host and showcase personal projects and websites using GitHub Pages. - <img src="https://github.com/ko1ynnky.png?size=120" width="12px" height="12px" /> **[GitHub Actions MCP Server](https://github.com/ko1ynnky/github-actions-mcp-server)** - Manage and operate GitHub Actions workflows by triggering, canceling, and analyzing workflow executions. Provides error handling and type validation for integrating with the GitHub Actions API. - <img src="https://github.com/koreafox.png?size=120" width="12px" height="12px" /> **[Helloworld](https://github.com/koreafox/helloworld)** - Learn and practice Git and GitHub effectively, enhancing version control skills and enabling collaborative project management. - <img src="https://github.com/kopfrechner.png?size=120" width="12px" height="12px" /> **[GitLab Merge Request Integration](https://github.com/kopfrechner/gitlab-mr-mcp)** - Interact seamlessly with GitLab repositories to manage merge requests and issues, fetch details, and add comments to streamline the code review process. - <img src="https://github.com/kunwarVivek.png?size=120" width="12px" height="12px" /> **[GitHub Project Manager](https://github.com/kunwarVivek/mcp-github-project-manager)** - Manage GitHub projects, milestones, tasks, and sprints using a standardized MCP interface. This implementation leverages GitHub's GraphQL API to handle project configurations and metrics while ensuring state management and error handling according to MCP specifications. - <img src="https://github.com/loglmhq.png?size=120" width="12px" height="12px" /> **[GitHub Repository Access Server](https://github.com/loglmhq/mcp-server-github-repo)** - Access files from specified GitHub repositories, navigate directories, and retrieve file contents directly using URIs. Supports branch-specific access and serves files in plain text format. - <img src="https://github.com/lowkeyrd.png?size=120" width="12px" height="12px" /> **[GitHub API Server](https://github.com/lowkeyrd/servers)** - Interact with GitHub repositories, manage issues, and automate workflows efficiently. Perform operations such as creating, updating, and searching repositories, issues, and pull requests while preserving Git history. - <img src="https://github.com/lowkeyrd.png?size=120" width="12px" height="12px" /> **[GitHub API MCP Server](https://github.com/lowkeyrd/servers)** - Interact with GitHub repositories for file operations, repository management, and advanced searching capabilities. Automate workflows with features like automatic branch creation while preserving Git history. - <img src="https://github.com/MatanYemini.png?size=120" width="12px" height="12px" /> **[Bitbucket MCP ](https://github.com/MatanYemini/bitbucket-mcp)** - Integrate with Bitbucket repositories, manage pull requests, and retrieve repository content through a standardized protocol interface. Ensures code security by analyzing pull requests with CodeQL, while operating safely without any delete operations. - <img src="https://github.com/Maxteabag.png?size=120" width="12px" height="12px" /> **[GitHub Workflow Debugger](https://github.com/Maxteabag/GithubWorkflowMCP)** - Diagnose and fix GitHub Actions workflow failures by fetching workflow run information and analyzing jobs and steps. Identifies common failure patterns and suggests specific fixes for issues, along with options to view and update workflow files. - <img src="https://github.com/Maxteabag.png?size=120" width="12px" height="12px" /> **[GitHub Actions Server](https://github.com/Maxteabag/github-actions-mcp)** - Interact with GitHub Actions workflows to monitor and query workflow runs. Provides filtering options to access the status of CI/CD processes efficiently. - <img src="https://github.com/mcollina.png?size=120" width="12px" height="12px" /> **[GitHub Notifications Server](https://github.com/mcollina/mcp-github-notifications)** - Manage GitHub notifications with natural language commands, enabling users to list, read, and organize notifications efficiently. Control repository-specific settings and automate notification management to streamline workflows. - <img src="https://github.com/mehmetakinn.png?size=120" width="12px" height="12px" /> **[GitLab Code Review Integration](https://github.com/mehmetakinn/gitlab-mcp-code-review)** - Enables AI assistants to perform code reviews on GitLab merge requests by accessing diffs, commits, comments, and managing reviews through the GitLab API. Facilitates seamless interaction with development environments for enhanced code review workflows. - <img src="https://github.com/mgl-sh21.png?size=120" width="12px" height="12px" /> **[Test Gru](https://github.com/mgl-sh21/testgru-example)** - Automatically adds unit tests to your codebase, primarily for Node.js and TypeScript. Integrates with GitHub accounts for seamless usage. - <img src="https://github.com/MissionSquad.png?size=120" width="12px" height="12px" /> **[GitHub API Server](https://github.com/MissionSquad/mcp-github)** - Manage GitHub repositories, including file operations, issue tracking, and pull request handling while preserving Git history. Features include automated branch creation, error handling, and support for both single and batch operations. - <img src="https://github.com/mkc909.png?size=120" width="12px" height="12px" /> **[Cross-System Agent Communication Server](https://github.com/mkc909/agent-communication-mcp-server)** - Facilitates communication and collaboration among specialized LLM agents across systems, enabling context sharing, task management, and asynchronous coordination. Integrates with GitHub for issue tracking and PlanetScale for scalable data management. - <img src="https://github.com/mokemoke0821.png?size=120" width="12px" height="12px" /> **[MCP Server](https://github.com/mokemoke0821/MCP)** - Execute shell commands across various platforms with full support for Japanese environments. The server supports PowerShell, CMD, and GitBash, allowing advanced file operations and handling of special characters. - <img src="https://github.com/MrOrz.png?size=120" width="12px" height="12px" /> **[Git Commit Aider](https://github.com/MrOrz/mcp-git-commit-aider)** - Commits staged changes in a Git repository with a custom message, while automatically appending '(aider)' to the committer's name. It reads committer details from environment variables or Git configuration settings. - <img src="https://github.com/msnidal.png?size=120" width="12px" height="12px" /> **[Yellhorn](https://github.com/msnidal/yellhorn-mcp)** - Integrates with GitHub to generate detailed work plans and automate issue creation and code reviews based on the entire codebase context. Evaluates code diffs against original workplans, facilitating seamless software development tasks. - <img src="https://github.com/narumiruna.png?size=120" width="12px" height="12px" /> **[Gitingest Server](https://github.com/narumiruna/gitingest-mcp)** - Analyze and ingest Git repositories to produce structured text digests of their codebases, providing summaries, file structures, and content. Customize file filtering and branch selection for tailored analysis. - <img src="https://github.com/modelcontextprotocol.png?size=120" width="12px" height="12px" /> **[GitLab MCP Server](https://github.com/modelcontextprotocol/servers)** - Enables project management and file operations through the GitLab API, including automatic branch creation and comprehensive error handling. Supports both single-file and multi-file operations while preserving Git history. - <img src="https://github.com/nermalcat69.png?size=120" width="12px" height="12px" /> **[GitHub API MCP Server](https://github.com/nermalcat69/zerops-mcp)** - Interact with GitHub repositories, manage files and issues, and perform advanced searches efficiently. Features include automatic branch creation, comprehensive error handling, and batch operations for multiple files. - <img src="https://github.com/modelcontextprotocol.png?size=120" width="12px" height="12px" /> **[GitHub MCP Server](https://github.com/modelcontextprotocol/servers)** - Interact with GitHub repositories, manage file operations, conduct repository management tasks, and perform advanced searches for code, issues, and users. - <img src="https://github.com/nextDriveIoE.png?size=120" width="12px" height="12px" /> **[GitHub Action Trigger](https://github.com/nextDriveIoE/github-action-trigger-mcp)** - Integrate with GitHub to fetch available actions, trigger workflows, and retrieve release information from repositories, enhancing CI/CD processes with automation capabilities. - <img src="https://github.com/nickbaumann98.png?size=120" width="12px" height="12px" /> **[Release Notes Server](https://github.com/nickbaumann98/release-notes-server)** - Generates release notes from GitHub repositories by fetching and organizing commits while presenting them in a well-structured markdown format. - <img src="https://github.com/nibzard.png?size=120" width="12px" height="12px" /> **[Daytona Python Interpreter](https://github.com/nibzard/daytona-mcp-interpreter)** - Execute Python code and shell commands in secure, isolated environments with file management and web preview generation capabilities. - <img src="https://github.com/nibzard.png?size=120" width="12px" height="12px" /> **[Daytona Python Interpreter](https://github.com/nibzard/daytona-mcp-interpreter)** - Executes Python code and shell commands in isolated environments, providing file management capabilities and support for Git repository cloning and web previews. - <img src="https://github.com/modelcontextprotocol.png?size=120" width="12px" height="12px" /> **[A git MCP server](https://github.com/modelcontextprotocol/servers)** - Interacts with Git repositories, providing tools to read the status and changes of the working directory. Offers automation capabilities for managing repository interactions via AI models. - <img src="https://github.com/normal-coder.png?size=120" width="12px" height="12px" /> **[Gitee MCP Server](https://github.com/normal-coder/gitee-mcp-server)** - Automate Gitee repository management by handling operations related to repositories, issues, and pull requests through a simple interface. Facilitates workflow enhancement by integrating AI to perform Gitee tasks seamlessly. - <img src="https://github.com/nulab.png?size=120" width="12px" height="12px" /> **[Backlog Server](https://github.com/nulab/backlog-mcp-server)** - Manage projects, issues, wiki pages, and pull requests in Backlog. Optimize interactions with GraphQL-style field selection and control token limits for efficient project management workflows. - <img src="https://github.com/NZenitram.png?size=120" width="12px" height="12px" /> **[GitHub Tools](https://github.com/NZenitram/github-mcp)** - Interact with GitHub repositories, manage issues and pull requests, configure repository settings, and handle workflows and collaborators. - <img src="https://github.com/oghenetejiriorukpegmail.png?size=120" width="12px" height="12px" /> **[GitHub Integration Server](https://github.com/oghenetejiriorukpegmail/github-mcp)** - Interact with GitHub repositories, create new ones, push content, and retrieve user information using the GitHub API through the MCP protocol. Supports error handling and TypeScript type safety for a seamless experience. - <img src="https://github.com/oschina.png?size=120" width="12px" height="12px" /> **[Gitee MCP Server](https://github.com/oschina/mcp-gitee)** - Interact with Gitee's API to manage repositories, issues, and pull requests. Automate development workflows by creating issues and pull requests seamlessly. - <img src="https://github.com/owayo.png?size=120" width="12px" height="12px" /> **[GitLab Integration Server](https://github.com/owayo/gitlab-mcp-server)** - Fetches pipeline failure details and unresolved merge request comments from GitLab to provide real-time insights for AI assistants, enhancing development workflows based on GitLab data. - <img src="https://github.com/owayo.png?size=120" width="12px" height="12px" /> **[Source Tree Server](https://github.com/owayo/mcp-src-tree)** - Generates a file tree of the specified directory's 'src' folder while adhering to rules defined in `.gitignore` to exclude certain files and directories. Represents the directory structure hierarchically in JSON format. - <img src="https://github.com/ParasSolanki.png?size=120" width="12px" height="12px" /> **[Github MCP Server](https://github.com/ParasSolanki/github-mcp-server)** - Integrate with GitHub to interact with repositories, manage issues, and automate workflows through a simple interface. - <img src="https://github.com/PhialsBasement.png?size=120" width="12px" height="12px" /> **[GitHub MCP Server Plus](https://github.com/PhialsBasement/mcp-github-server-plus)** - Interact with GitHub repositories, perform file operations, manage branches, and utilize search functionality through the GitHub API. - <img src="https://github.com/piyushgIITian.png?size=120" width="12px" height="12px" /> **[GitHub Enterprise MCP Server](https://github.com/piyushgIITian/github-enterprice-mcp)** - Interact with GitHub repositories, manage file operations, automate branch creation, and perform advanced searches on code and issues. - <img src="https://github.com/PoliTwit1984.png?size=120" width="12px" height="12px" /> **[GitHub MCP Server](https://github.com/PoliTwit1984/github-meta-mcp-server)** - Interact with GitHub repositories by creating, updating, and configuring them through natural language commands. Automate repository management tasks such as adding topics, setting homepages, and initializing with README files. - <img src="https://github.com/ProbonoBonobo.png?size=120" width="12px" height="12px" /> **[MCP RAG Server](https://github.com/ProbonoBonobo/sui-mcp-server)** - Enables AI agents to retrieve documents from a vector database using Retrieval-Augmented Generation (RAG) techniques. Integrates with GitHub to process Move files and incorporates a language model for generating responses based on retrieved information. - <img src="https://github.com/puravparab.png?size=120" width="12px" height="12px" /> **[Gitingest MCP Server](https://github.com/puravparab/Gitingest-MCP)** - Extract information about GitHub repositories, including repository summaries, project directory structures, and file contents. - <img src="https://github.com/rajbos.png?size=120" width="12px" height="12px" /> **[GitHub Advanced Security Server](https://github.com/rajbos/ghas-mcp-server)** - Integrates GitHub Advanced Security features into development environments, enabling management of dependabot alerts, secret scanning alerts, and code scanning alerts directly from tools. Enhances repository security by providing streamlined access to critical alerts and insights. - <img src="https://github.com/razorback16.png?size=120" width="12px" height="12px" /> **[Git Repository Browser](https://github.com/razorback16/mcp-git-repo-browser)** - Explore and interact with Git repositories by retrieving directory structures and reading important files with a straightforward interface. - <img src="https://github.com/renantrendt.png?size=120" width="12px" height="12px" /> **[GitHub Integration Server](https://github.com/renantrendt/mcp-github)** - Interact with GitHub repositories, manage issues, and automate workflows. Perform file operations, track commits, and handle pull requests effectively. - <img src="https://github.com/renantrendt.png?size=120" width="12px" height="12px" /> **[GitHub API MCP Server](https://github.com/renantrendt/reference-servers)** - Interact with GitHub repositories, manage files, issues, and pull requests, while preserving Git history and enabling advanced search functionalities. - <img src="https://github.com/rifqi96.png?size=120" width="12px" height="12px" /> **[GitLab Server](https://github.com/rifqi96/mcp-gitlab)** - Manage GitLab projects, branches, merge requests, and CI/CD pipelines. Review code, add comments, and configure integrations through an AI assistant. - <img src="https://github.com/rjadhavJT.png?size=120" width="12px" height="12px" /> **[Documentation Generator](https://github.com/rjadhavJT/docgen-mcp)** - Automates the creation of standardized documentation by extracting information from various source files and applying templates. Integrates with Google Drive and GitHub to enhance documentation processes with AI-generated content and management features. - <img src="https://github.com/ropon.png?size=120" width="12px" height="12px" /> **[Gitee MCP Server](https://github.com/ropon/mcp-gitee)** - Interact with Gitee's API to manage repositories, issues, pull requests, and notifications. Automate workflows by using AI assistants to efficiently create and manage tasks within Gitee. - <img src="https://github.com/rshivamrapid.png?size=120" width="12px" height="12px" /> **[GitHub Integration Server](https://github.com/rshivamrapid/github-mcp-server)** - Integrate with GitHub APIs to automate workflows, extract repository data, and analyze versions. Interact with projects, issues, and pull requests to streamline development processes. - <img src="https://github.com/RusianHu.png?size=120" width="12px" height="12px" /> **[GitHub Trending Fetcher](https://github.com/RusianHu/GitHubDailyTrendingFetcher-mcp)** - Fetches daily trending GitHub repositories with detailed information such as name, link, description, and README content. Supports customization of the number of repositories, proxy settings, and automatic saving of results as Markdown files. - <img src="https://github.com/Ryan0204.png?size=120" width="12px" height="12px" /> **[GitHub Repo MCP Server](https://github.com/Ryan0204/github-repo-mcp)** - Browse and explore public GitHub repositories seamlessly, navigate directories, and view file contents. Interact with repository data effortlessly to enhance AI capabilities. - <img src="https://github.com/sach999.png?size=120" width="12px" height="12px" /> **[Git Spice MCP Server](https://github.com/sach999/git-spice-help-mcp)** - Search git-spice documentation within Cursor IDE, providing seamless access to real-time coding resources and efficient documentation parsing. - <img src="https://github.com/sammcj.png?size=120" width="12px" height="12px" /> **[GitHub Issue](https://github.com/sammcj/mcp-github-issue)** - Fetch GitHub issue details for use as task descriptions, facilitating integration of issue tracking with language model capabilities. - <img src="https://github.com/sebastiancastillorock.png?size=120" width="12px" height="12px" /> **[Introduction to GitHub](https://github.com/sebastiancastillorock/skills-introduction-to-github)** - Facilitates learning about GitHub by guiding users through creating branches, managing repositories, and collaboration techniques. Provides a structured learning experience to help navigate GitHub effectively. - <img src="https://github.com/sengokudaikon.png?size=120" width="12px" height="12px" /> **[Aider MCP Server](https://github.com/sengokudaikon/aider-mcp-server)** - Connects AI assistants to file editing capabilities for efficient project management, enabling users to edit, create, and manage files with integrated git status checks. - <img src="https://github.com/shaileshahuja.png?size=120" width="12px" height="12px" /> **[GitHub PR Comments Server](https://github.com/shaileshahuja/github-pr-mcp)** - Fetches comments from GitHub Pull Requests, including details about file paths and replies, utilizing the GitHub API for structured data access. - <img src="https://github.com/shanksxz.png?size=120" width="12px" height="12px" /> **[GitHub Repository Context](https://github.com/shanksxz/gh-mcp-server)** - Fetch and utilize contents from GitHub repositories to provide context for AI interactions. Enables access to file contents, repository structures, and allows for filtering and exclusion of specific paths. - <img src="https://github.com/Sheshiyer.png?size=120" width="12px" height="12px" /> **[Git MCP Server](https://github.com/Sheshiyer/git-mcp-v2)** - Provides enhanced Git operations through a standardized interface for AI assistants, enabling efficient management of repositories, branches, tags, and remote interactions. - <img src="https://github.com/Shougakusei.png?size=120" width="12px" height="12px" /> **[AI Pull Request Generator](https://github.com/Shougakusei/plan_pr_mcp)** - Automates the creation of pull requests and code generation by leveraging AI for task planning and code synthesis. Integrates seamlessly with GitHub to enhance development workflows through AI-driven productivity enhancements. - <img src="https://github.com/SiddheshDongare.png?size=120" width="12px" height="12px" /> **[GIT-Pilot](https://github.com/SiddheshDongare/GIT-Pilot)** - Automate GitHub repository management, issue tracking, and pull request handling through a comprehensive API wrapper. It includes features for secure authentication, rate limit management, and error handling. - <img src="https://github.com/SimonB97.png?size=120" width="12px" height="12px" /> **[Windows CLI Server](https://github.com/SimonB97/win-cli-mcp-server)** - Enables secure command-line interactions on Windows systems with controlled access to PowerShell, CMD, Git Bash, and remote systems using SSH. - <img src="https://github.com/skurekjakub.png?size=120" width="12px" height="12px" /> **[Git Stuff Server](https://github.com/skurekjakub/GitStuffServer)** - Generate Git merge diffs by providing a merge commit hash and executing Git commands via a PowerShell script. Retrieve detailed diff content seamlessly through an MCP interface. - <img src="https://github.com/sourcebot-dev.png?size=120" width="12px" height="12px" /> **[Sourcebot Code Search Server](https://github.com/sourcebot-dev/sourcebot)** - Enables regex-based code search across multiple code hosts such as GitHub, GitLab, and BitBucket to retrieve relevant code snippets and repository information. Provides LLM agents with enhanced context for improved reasoning and response quality without requiring local repository checkouts. - <img src="https://github.com/suenot.png?size=120" width="12px" height="12px" /> **[AI Commit Message Generator](https://github.com/suenot/aicommit-mcp)** - Generate AI-driven git commit messages based on repository changes to enhance version control workflows, with capabilities for executing commit operations and checking git status. - <img src="https://github.com/Sunwood-ai-labs.png?size=120" width="12px" height="12px" /> **[Aira MCP Server](https://github.com/Sunwood-ai-labs/aira-mcp-server)** - Creates commit messages from git staged files, retrieves git status information, and manages Gitflow operations. - <img src="https://github.com/Sunwood-ai-labs.png?size=120" width="12px" height="12px" /> **[GitHub Kanban Server](https://github.com/Sunwood-ai-labs/github-kanban-mcp-server)** - Manage GitHub issues in a Kanban board format for streamlined task oversight and enhanced collaboration. Automate workflows and visualize project progress using large language models (LLMs). - <img src="https://github.com/Sunwood-ai-labs.png?size=120" width="12px" height="12px" /> **[GitLab Kanban Server](https://github.com/Sunwood-ai-labs/gitlab-kanban-mcp-server)** - Manage GitLab Kanban boards by creating, updating, and deleting tasks through a standardized protocol, enabling efficient project management and seamless integration with applications. - <img src="https://github.com/Sunwood-ai-labs.png?size=120" width="12px" height="12px" /> **[Iris MCP Server](https://github.com/Sunwood-ai-labs/release-notes-generator-iris-mcp-server)** - Automatically generates structured release notes by detecting differences between Git repository tags and saves the output in Markdown format. Provides customizable templates for categorizing new features, improvements, and bug fixes to enhance the release documentation process. - <img src="https://github.com/tay3223.png?size=120" width="12px" height="12px" /> **[mcp-server-gitlab](https://github.com/tay3223/mcp-server-gitlab)** - Connects to private GitLab instances and provides an API layer for accessing projects, files, commits, and merge requests, thereby streamlining development workflows. - <img src="https://github.com/taylor-lindores-reeves.png?size=120" width="12px" height="12px" /> **[MCP GitHub Projects](https://github.com/taylor-lindores-reeves/mcp-github-projects)** - Connect and manage Agile Sprint-based projects using GitHub Projects, integrating with GitHub's GraphQL Projects v2 API to create and manage related tasks and issues. Streamline workflows by automating interactions with GitHub repositories and ensuring type safety through TypeScript implementation. - <img src="https://github.com/timbuchinger.png?size=120" width="12px" height="12px" /> **[GitHub MCP Server](https://github.com/timbuchinger/mcp-github)** - Interact with GitHub repositories and manage issues by listing and creating them efficiently. Provides secure authentication and includes error handling and validation features. - <img src="https://github.com/tuanle96.png?size=120" width="12px" height="12px" /> **[GitHub API MCP Server](https://github.com/tuanle96/mcp-github)** - Interact with GitHub repositories to manage files, issues, and pull requests while preserving Git history. Perform batch operations and utilize advanced search features for efficient project management. - <img src="https://github.com/twolven.png?size=120" width="12px" height="12px" /> **[CodeSavant](https://github.com/twolven/mcp-codesavant)** - CodeSavant enables code manipulation and execution across various programming languages while maintaining version control and change history. It supports reading, writing, executing code, and searching within code files. - <img src="https://github.com/ualUsham.png?size=120" width="12px" height="12px" /> **[GitHub Integration Server](https://github.com/ualUsham/mcp-github)** - Interact with GitHub repositories, manage issues, and automate workflows using GitHub's API. Enhance API responses and streamline interactions between LLMs and GitHub features. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[GitHub Repository Explorer](https://github.com/vinhphamai23/mcp-git-ingest)** - Provide tools to programmatically explore and read GitHub repository structures and important files. Generate directory trees and fetch file contents to help users understand repository layouts and codebases efficiently. Enable seamless integration with MCP clients for repository analysis workflows. - <img src="https://github.com/vipink1203.png?size=120" width="12px" height="12px" /> **[GitHub Enterprise License Insights](https://github.com/vipink1203/mcp-github-enterprise)** - Securely access GitHub Enterprise license data and user details for automated monitoring and analysis. Query license summaries, user roles, and organization memberships via designated endpoints. - <img src="https://github.com/wonnyboi.png?size=120" width="12px" height="12px" /> **[SSAFY Project Summary](https://github.com/wonnyboi/mcp-server)** - Automates the collection of project information from GitHub for students, assisting in resume writing, interview question generation, and portfolio management. Provides tools for project-based self-introduction and interview practice to streamline career preparation. - <img src="https://github.com/x51xxx.png?size=120" width="12px" height="12px" /> **[GitHub Explorer](https://github.com/x51xxx/github-explorer-mcp)** - Access GitHub repository information, including file content and directory structure, while enhancing projects with metadata such as stars and forks. Clone repositories locally for efficient data processing and utilize a caching system to optimize performance. - <img src="https://github.com/xiaoshishu911.png?size=120" width="12px" height="12px" /> **[Introduction to GitHub](https://github.com/xiaoshishu911/skills-introduction-to-github)** - Facilitates learning GitHub basics, including branch creation and repository management. Supports collaboration on projects through guided steps and documentation. - <img src="https://github.com/Yash-Kavaiya.png?size=120" width="12px" height="12px" /> **[GitHub MCP Server](https://github.com/Yash-Kavaiya/github-mcp-server)** - Integrate directly with GitHub APIs to automate workflows, extract repository data, and create AI-powered tools for interaction within the GitHub ecosystem. - <img src="https://github.com/yeakub108.png?size=120" width="12px" height="12px" /> **[AI Development Assistant](https://github.com/yeakub108/mcp-server)** - Provides intelligent coding assistance by generating code plans, conducting code reviews, and analyzing UI designs. Offers functionalities such as single and multi-file reading for efficient data processing. - <img src="https://github.com/yjiace.png?size=120" width="12px" height="12px" /> **[Yunxiao DevOps Server](https://github.com/yjiace/alibabacloud-devops-mcp-server)** - Facilitates interaction with the Yunxiao platform for tasks such as code repository management, file operations, code reviews, and project management. Automates workflow processes to enhance team productivity and reduce repetitive tasks in software development environments. - <img src="https://github.com/yoda-digital.png?size=120" width="12px" height="12px" /> **[GitLab MCP Server](https://github.com/yoda-digital/mcp-gitlab-server)** - Interact seamlessly with GitLab to manage repositories, track activities, and automate workflows. Tools are available for creating issues, merge requests, and monitoring project events. - <img src="https://github.com/zereight.png?size=120" width="12px" height="12px" /> **[GitLab communication server](https://github.com/zereight/gitlab-mcp)** - Integrate with the GitLab API to access repositories, manage issues, and perform various actions seamlessly through a standardized protocol. This server offers enhancements and bug fixes over the original GitLab MCP server. - <img src="https://github.com/ZephyrDeng.png?size=120" width="12px" height="12px" /> **[GitLab Integration Server](https://github.com/ZephyrDeng/mcp-server-gitlab)** - Integrate with GitLab to manage projects, tasks, and merge requests while automating interactions using GitLab's RESTful APIs. - <img src="https://github.com/zxfgds.png?size=120" width="12px" height="12px" /> **[Toolkit](https://github.com/zxfgds/mcp-toolkit)** - Interact with local systems, databases, and external services through file operations, database management, and GitHub integration. Perform secure and efficient commands and transactions to enhance AI applications with real-world capabilities. ## Business Tools - <img src="https://github.com/0xhijo.png?size=120" width="12px" height="12px" /> **[Twitter Interaction Server](https://github.com/0xhijo/mcp_twitter)** - The Twitter Interaction Server allows AI models to easily perform actions on Twitter, such as posting updates, following users, and retrieving tweets. It simplifies access to Twitter's functionality through a standardized interface. - <img src="https://github.com/0xjmp.png?size=120" width="12px" height="12px" /> **[Tradovate](https://github.com/0xjmp/mcp-tradovate)** - The Tradovate MCP server allows users to automate and manage their trading activities using Tradovate's trading API. It provides access to real-time market data and facilitates the execution of trades, enhancing the overall trading experience. - <img src="https://github.com/0xDAEF0F.png?size=120" width="12px" height="12px" /> **[Job Searchoor MCP Server](https://github.com/0xDAEF0F/job-searchoor)** - The Job Searchoor MCP Server helps users find job listings based on their preferences, such as keywords, remote work options, and time frames for job availability. - <img src="https://github.com/1282saa.png?size=120" width="12px" height="12px" /> **[PowerPoint Presentation Automation Server](https://github.com/1282saa/ppt_se)** - The PowerPoint Presentation Automation Server allows users to easily create and edit PowerPoint presentations using Python. It streamlines the process of generating slides and incorporating various elements like text, images, and charts, making it accessible for AI models and other applications. - <img src="https://github.com/0xTrxz.png?size=120" width="12px" height="12px" /> **[Supabase MCP Server](https://github.com/0xTrxz/supabase-mcp)** - The Supabase MCP Server connects your Supabase projects with AI assistants, allowing them to manage databases, query data, and handle project configurations easily. - <img src="https://github.com/1broseidon.png?size=120" width="12px" height="12px" /> **[Jira Server](https://github.com/1broseidon/mcp-jira-server)** - The Jira MCP Server allows users to programmatically manage Jira issues through its REST API. It enables creating, updating, listing, and deleting various types of issues in Jira, along with adding comments. - <img src="https://github.com/1mcp-app.png?size=120" width="12px" height="12px" /> **[One MCP](https://github.com/1mcp-app/agent)** - One MCP is a server that simplifies the management of multiple AI models by combining them into a single interface, making it easier and more efficient to use various AI tools without needing separate servers for each one. - <img src="https://github.com/2geonhyup.png?size=120" width="12px" height="12px" /> **[DART Financial Data Server](https://github.com/2geonhyup/dart-mcp)** - The DART Financial Data Server provides users with easy access to corporate financial information and disclosures from Korean companies, enabling detailed analysis and visualization of financial metrics using the DART API. - <img src="https://github.com/2geonhyup.png?size=120" width="12px" height="12px" /> **[그저디버깅용](https://github.com/2geonhyup/dart-mcp-test)** - This server provides an easy way to analyze and visualize financial data of publicly listed companies using the DART API. It enables users to perform detailed financial analyses, compare companies, and assess financial risks with real-time data. - <img src="https://github.com/2Emma-zhou.png?size=120" width="12px" height="12px" /> **[Work-Related](https://github.com/2Emma-zhou/Work-Related)** - The Work-Related MCP server helps you integrate different tools and resources to make your work processes more efficient. It allows for easy access to important data and actions to improve teamwork and task management. - <img src="https://github.com/2bo.png?size=120" width="12px" height="12px" /> **[Qiita MCP Server](https://github.com/2bo/qiita-mcp-server)** - The Qiita MCP Server allows AI models to interact with Qiita, enabling users to easily create, read, and update articles on the platform. It streamlines the process of sharing knowledge by connecting AI agents with the Qiita API. - <img src="https://github.com/153913232a.png?size=120" width="12px" height="12px" /> **[EOM Department Vue Application](https://github.com/153913232a/department-vue)** - The EOM Department Vue Application is a web-based tool that helps manage department tasks with a user-friendly interface. It allows developers to build, test, and deploy applications efficiently while managing state and navigation. - <img src="https://github.com/3a3.png?size=120" width="12px" height="12px" /> **[Fujitsu Social Digital Twin Server](https://github.com/3a3/fujitsu-sdt-mcp)** - The Fujitsu Social Digital Twin Server allows users to interact with a simulation of social and traffic scenarios through natural language commands. It enables running simulations, analyzing results, and retrieving simulation data easily. - <img src="https://github.com/3rzy.png?size=120" width="12px" height="12px" /> **[Make MCP Server](https://github.com/3rzy/make-mcp-integration-issue)** - The Make MCP Server enables users to automate workflows by connecting the Make automation platform with Claude Desktop, using the Model Context Protocol for seamless data exchange and communication. - <img src="https://github.com/568163103.png?size=120" width="12px" height="12px" /> **[RuoYi Vue Pig](https://github.com/568163103/Ruoyi-vue-pig)** - RuoYi Vue Pig is an open-source server designed to manage user authentication and security in applications by integrating front-end and back-end systems. It simplifies the login process using a secure OAuth client setup, allowing easy user management. - <img src="https://github.com/8bitgentleman.png?size=120" width="12px" height="12px" /> **[ActivityWatch MCP Server](https://github.com/8bitgentleman/activitywatch-mcp-server)** - The ActivityWatch MCP Server allows AI models to access and analyze your time tracking data from ActivityWatch. This server makes it easy to manage and retrieve insights from your productivity information. - <img src="https://github.com/a-bonus.png?size=120" width="12px" height="12px" /> **[Google Docs Server](https://github.com/a-bonus/google-docs-mcp)** - Connect to Google Docs for reading and appending text to documents programmatically, enabling automated workflows and document interaction through AI assistants. - <img src="https://github.com/a1351995160.png?size=120" width="12px" height="12px" /> **[GitSkills](https://github.com/a1351995160/gitskills)** - Interactive platform for learning Git commands and workflows through practical exercises and tutorials. Focuses on enhancing version control skills and repository management. - <img src="https://github.com/aallsbury.png?size=120" width="12px" height="12px" /> **[QuickBooks Time MCP Server](https://github.com/aallsbury/qb-time-mcp-server)** - Access all QuickBooks Time API functionalities through a single interface, enabling management of job codes, reports, timesheets, and user tools. - <img src="https://github.com/aaronsb.png?size=120" width="12px" height="12px" /> **[Confluence Cloud](https://github.com/aaronsb/confluence-cloud-mcp)** - Interact with Confluence Cloud to manage spaces, pages, and content, including page creation, updates, and search functionalities. - <img src="https://github.com/aaronsb.png?size=120" width="12px" height="12px" /> **[Targetprocess MCP Server](https://github.com/aaronsb/apptio-target-process-mcp)** - Manage project entities in Targetprocess, including querying, creating, and updating user stories and bugs through natural language interaction. Generate custom reports and insights without switching to the Targetprocess user interface. - <img src="https://github.com/aaronsb.png?size=120" width="12px" height="12px" /> **[Google Workspace MCP Server](https://github.com/aaronsb/google-workspace-mcp)** - Integrate with Google Workspace APIs to manage emails and calendar events. Automate email sorting, filtering, and response tracking for enhanced productivity. - <img src="https://github.com/aaronsb.png?size=120" width="12px" height="12px" /> **[Google Workspace MCP Server](https://github.com/aaronsb/google-workspace-mcp)** - Integrate with Google Workspace APIs to manage Gmail and other services, facilitating email organization, filtering, and rapid retrieval of messages. - <img src="https://github.com/aaronsb.png?size=120" width="12px" height="12px" /> **[Jira Insights](https://github.com/aaronsb/jira-insights-mcp)** - Manage Jira Insights asset schemas by creating, reading, updating, and deleting object schemas and types. Query objects using AQL for enhanced data insights and streamlined Jira management. - <img src="https://github.com/aashari.png?size=120" width="12px" height="12px" /> **[Atlassian Jira Integration Server](https://github.com/aashari/mcp-server-atlassian-jira)** - Connects AI systems to Atlassian Jira, enabling real-time retrieval and management of projects and issues. Facilitates interaction between AI assistants and Jira resources to enhance workflow efficiency. - <img src="https://github.com/aarora79.png?size=120" width="12px" height="12px" /> **[AWS Cost Explorer](https://github.com/aarora79/aws-cost-explorer-mcp-server)** - Analyze AWS cloud spending data and visualize expenses through natural language queries. Get detailed breakdowns and reports on spending across various AWS services. - <img src="https://github.com/aashari.png?size=120" width="12px" height="12px" /> **[Atlassian Confluence Integration](https://github.com/aashari/mcp-server-atlassian-confluence)** - Connects AI systems to Atlassian Confluence, providing real-time access to organizational knowledge bases. Enables retrieval, searching, and management of Confluence content seamlessly within AI applications. - <img src="https://github.com/aashari.png?size=120" width="12px" height="12px" /> **[Atlassian Bitbucket Integration](https://github.com/aashari/mcp-server-atlassian-bitbucket)** - Access and manage Bitbucket repositories, pull requests, and commits through AI integrations. Connect AI systems securely and efficiently with Bitbucket data using minimal identifiers. - <img src="https://github.com/AbdelStark.png?size=120" width="12px" height="12px" /> **[Lightning Network MCP Server](https://github.com/AbdelStark/lightning-mcp)** - Enables interaction with the Lightning Network for processing invoice payments. Provides a compliant API for AI model integration with Lightning Network functionalities. - <img src="https://github.com/Abhi5h3k.png?size=120" width="12px" height="12px" /> **[Email Verification](https://github.com/Abhi5h3k/MCP-Email-Verify)** - Validates email addresses in real-time to ensure correct formatting and deliverability. Checks email format, domain validity, and integrates seamlessly into AI applications. - <img src="https://github.com/abhaybabbar.png?size=120" width="12px" height="12px" /> **[RetellAI Voice Service Integration](https://github.com/abhaybabbar/retellai-mcp-server)** - Manage and interact with RetellAI's voice services, facilitating call management, voice agent creation, phone number provisioning, and voice option access through a unified interface. - <img src="https://github.com/abhiz123.png?size=120" width="12px" height="12px" /> **[Todoist MCP Server](https://github.com/abhiz123/todoist-mcp-server)** - Integrate with the Todoist API for natural language task management, allowing users to create, update, complete, and delete tasks as well as search and filter tasks based on various criteria. - <img src="https://github.com/absores.png?size=120" width="12px" height="12px" /> **[AIHub](https://github.com/absores/AIHub)** - Connect applications with Smithery to enhance functionality and access data more efficiently. Utilize integrations to streamline workflows and improve user experiences across various projects. - <img src="https://github.com/abutbul.png?size=120" width="12px" height="12px" /> **[Gatherings MCP Server](https://github.com/abutbul/gatherings-mcp-python)** - Manage shared expenses for social events by creating gatherings, adding expenses, calculating reimbursements, and generating payment summaries. AI assistants can assist users in tracking costs and payments among participants. - <img src="https://github.com/activepieces.png?size=120" width="12px" height="12px" /> **[Activepieces](https://github.com/activepieces/activepieces)** - Activepieces is a workflow automation platform that connects various services, enabling users to create and integrate custom workflows. It supports both technical and non-technical users in enhancing productivity through automation. - <img src="https://github.com/ACNet-AI.png?size=120" width="12px" height="12px" /> **[OmniTaskAgent](https://github.com/ACNet-AI/OmniTaskAgent)** - Manage and decompose complex tasks across multiple task management systems, facilitating intelligent workflows and enabling integration with various editors. Supports task tracking, dependency management, and automatic analysis of task complexity through a Python-native implementation. - <img src="https://github.com/Acqusys.png?size=120" width="12px" height="12px" /> **[Taskeract Server](https://github.com/Acqusys/taskeract-mcp)** - Integrates with the Taskeract platform to provide context on active tasks, allowing for streamlined task management within a code editor. It enables synchronization of stakeholder requirements directly into the development environment for enhanced productivity. - <img src="https://github.com/Ad-Veritas.png?size=120" width="12px" height="12px" /> **[GraphQL Policies API](https://github.com/Ad-Veritas/mcp-server-trueRAG)** - Implementation of a Model Context Protocol (MCP) server for accessing policies through a GraphQL API. Utilizes the python SDK for MCP and the GQL library for API interactions. - <img src="https://github.com/adamjbird2.png?size=120" width="12px" height="12px" /> **[Atlassian Integration](https://github.com/adamjbird2/mcp-atlassian-sprint)** - Integrates AI language models with Atlassian products Jira and Confluence, facilitating contextual AI interactions to streamline project management and documentation. Supports both Cloud and Server/Data Center deployments, ensuring data privacy and security while enhancing workflow processes. - <img src="https://github.com/adapoet.png?size=120" width="12px" height="12px" /> **[Fabric Pattern Integration Server](https://github.com/adapoet/fabric-mcp-server)** - Exposes Fabric patterns as callable tools for integration with Cline, enabling the execution of complex pattern logic within AI applications. Facilitates enhanced productivity and automation through seamless utilization of Fabric patterns. - <img src="https://github.com/adepanges.png?size=120" width="12px" height="12px" /> **[TeamRetro MCP Server](https://github.com/adepanges/teamretro-mcp-server)** - Integrates with TeamRetro's platform to manage users, teams, actions, agreements, health checks, and retrospectives through its official API. Provides standardized access to tools that enhance team management and analytics workflows. - <img src="https://github.com/adexltd.png?size=120" width="12px" height="12px" /> **[Google Workspace Server](https://github.com/adexltd/mcp-google-suite)** - Enables seamless interaction with Google Workspace services, facilitating file management, document creation, and spreadsheet operations through a unified interface. - <img src="https://github.com/adexltd.png?size=120" width="12px" height="12px" /> **[Google Workspace Server](https://github.com/adexltd/mcp-google-suite)** - Enable interaction with Google Workspace services such as Drive, Docs, and Sheets for operations including file searching, folder creation, document management, and spreadsheet manipulation. Flexible integration is supported through multiple transport modes compatible with MCP clients. - <img src="https://github.com/adeze.png?size=120" width="12px" height="12px" /> **[Raindrop.io Bookmark Manager](https://github.com/adeze/raindrop-mcp)** - Manage and interact with Raindrop.io bookmarks, collections, tags, and highlights using the MCP server interface. Perform CRUD operations, advanced searches, tag management, and receive real-time updates. - <img src="https://github.com/adhikasp.png?size=120" width="12px" height="12px" /> **[LinkedIn Interaction Server](https://github.com/adhikasp/mcp-linkedin)** - Interact with LinkedIn's Feeds and Job API using an unofficial LinkedIn API to manage and retrieve data from LinkedIn. - <img src="https://github.com/adiletD.png?size=120" width="12px" height="12px" /> **[Supabase MCP Server](https://github.com/adiletD/feature-request-collection-mcp)** - Connect to Supabase to efficiently query and manage feature suggestions. Retrieve user feedback and feature requests directly from a Supabase database in real-time. - <img src="https://github.com/AdirD.png?size=120" width="12px" height="12px" /> **[Hilanet](https://github.com/AdirD/hilanet-mcp)** - Provides a suite of HR-related tools for corporate environments, allowing users to manage salary adjustments, file complaints, and schedule meetings, all while incorporating humor and satirical elements. Automates common HR tasks and enhances workplace interaction dynamics. - <img src="https://github.com/Adrie-coder.png?size=120" width="12px" height="12px" /> **[JLCPCB Parts Server](https://github.com/Adrie-coder/jlcpcb-parts-mcp)** - Facilitates the search for components compatible with JLCPCB PCBA services, enabling users to filter and locate relevant parts for circuit design efficiently. - <img src="https://github.com/adrian-dotco.png?size=120" width="12px" height="12px" /> **[Harvest Natural Language Time Entry Server](https://github.com/adrian-dotco/harvest-mcp-server)** - Log time entries in Harvest using natural language inputs, with specific features for handling leave requests. It supports configurable work hours, timezone adjustments, and smart parsing of dates and projects. - <img src="https://github.com/aegntic.png?size=120" width="12px" height="12px" /> **[Aegntic MCP Servers](https://github.com/aegntic/aegntic-MCP)** - Provide external tool integration for AI assistants, enabling project exports, cloud service management, and workflow automation through various specialized servers. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[Practices MCP Server](https://github.com/agentience/practices_mcp_server)** - Automate Git operations and enforce consistent development practices with tools for branch validation, version management, and pull request preparation. Integrates with platforms like GitHub and Jira to streamline the development workflow. - <img src="https://github.com/aech-ai.png?size=120" width="12px" height="12px" /> **[Teams Messenger Integration Server](https://github.com/aech-ai/mcp-teams-test)** - Integrates Microsoft Teams chat and messaging with MCP-compatible clients, offering advanced search, persistent storage, and live event streaming. Utilizes PostgreSQL and DuckDB for efficient message retrieval and management, while providing a CLI client for local testing and token management. - <img src="https://github.com/agentmail-to.png?size=120" width="12px" height="12px" /> **[AgentMail MCP Server](https://github.com/agentmail-to/agentmail-mcp)** - Integrate with the AgentMail API to manage email functionalities effectively and improve communication processes within applications. - <img src="https://github.com/agentmail-to.png?size=120" width="12px" height="12px" /> **[AgentMail Toolkit](https://github.com/agentmail-to/agentmail-toolkit)** - Integrate email functionality to dynamically manage inboxes, list messages, and send or reply to emails through an AI assistant. This server utilizes the AgentMail API for efficient email automation and management. - <img src="https://github.com/aguaitech.png?size=120" width="12px" height="12px" /> **[Elementor MCP Server](https://github.com/aguaitech/Elementor-MCP)** - Perform CRUD operations on Elementor page data, integrating seamlessly with WordPress to manage and streamline Elementor project workflows. - <img src="https://github.com/ahmad2x4.png?size=120" width="12px" height="12px" /> **[Seq MCP Server](https://github.com/ahmad2x4/mcp-server-seq)** - Interact with Seq's logging and monitoring system via its API endpoints, providing access to various features for managing signals and events. - <img src="https://github.com/ahonn.png?size=120" width="12px" height="12px" /> **[Google Search Console](https://github.com/ahonn/mcp-server-gsc)** - Provides access to Google Search Console, enabling retrieval of search analytics data along with customizable reporting periods for rich data analysis. - <img src="https://github.com/AI-Agent-Hub.png?size=120" width="12px" height="12px" /> **[AI Agent Marketplace Index Search Server](https://github.com/AI-Agent-Hub/ai-agent-marketplace-index-mcp)** - Provides functionalities to search for AI agents based on keywords or categories and monitors web traffic performance metrics. Enables users to list their AI agents in a marketplace through a comprehensive API. - <img src="https://github.com/ai-zerolab.png?size=120" width="12px" height="12px" /> **[Email Server](https://github.com/ai-zerolab/mcp-email-server)** - Provides IMAP and SMTP functionalities through a standardized server interface for email handling and communication. - <img src="https://github.com/aipotheosis-labs.png?size=120" width="12px" height="12px" /> **[Aipolabs MCP Server](https://github.com/aipotheosis-labs/aci-mcp)** - Integrate with ACI.dev to access a range of functions through an MCP server, enabling seamless execution of tools and dynamic workflow enhancements without the need for managing multiple servers. - <img src="https://github.com/aindreyway.png?size=120" width="12px" height="12px" /> **[Aindreyway Codex Keeper](https://github.com/aindreyway/mcp-codex-keeper)** - Curated access to the latest development documentation and best practices for AI assistants, facilitating knowledge retrieval and application of current industry standards. - <img src="https://github.com/aiteks-ltda.png?size=120" width="12px" height="12px" /> **[MCP for Evolution API for WhatsApp Automation](https://github.com/aiteks-ltda/mcp-evolution-whatsapp-api)** - Integrates with the Evolution API for managing WhatsApp interactions, enabling functionalities like sending messages, managing contacts and groups, and configuring webhooks. Provides a scalable solution for WhatsApp automation through a structured MCP framework. - <img src="https://github.com/ajbr0wn.png?size=120" width="12px" height="12px" /> **[Gmail Integration Server](https://github.com/ajbr0wn/gmail-mcp-server)** - Access Gmail inbox to view recent emails and perform searches using Gmail's syntax. Utilizes OAuth2 authentication for secure interactions with Gmail accounts. - <img src="https://github.com/akazwz.png?size=120" width="12px" height="12px" /> **[Custom AI Tools Demo](https://github.com/akazwz/workers-mcp-demo)** - Create and deploy custom AI tools that integrate with AI assistants to enhance their functionality through serverless functions. Supports seamless interaction with various MCP clients, enabling broader use of AI capabilities. - <img src="https://github.com/AkekaratP.png?size=120" width="12px" height="12px" /> **[Flight and Stay Search Server](https://github.com/AkekaratP/flights-mcp-ts)** - Provides flight and accommodation search capabilities using the Duffel API, enabling users to search for one-way, round-trip, and multi-city flights and obtain detailed flight offers. Users can also filter results based on preferences like cabin class and passenger count, while accessing guest reviews for stays. - <img src="https://github.com/AkekaratP.png?size=120" width="12px" height="12px" /> **[Airbnb Search and Listing Details Server](https://github.com/AkekaratP/mcp-server-airbnb)** - Search Airbnb listings and retrieve detailed information about specific listings using structured JSON data. The server respects Airbnb's robots.txt rules and does not require an API key. - <img src="https://github.com/akiojin.png?size=120" width="12px" height="12px" /> **[PlayFab Server](https://github.com/akiojin/playfab-mcp-server)** - Connects AI assistants to PlayFab services for accessing item searches, player profiles, and segment information directly. Facilitates natural interactions with PlayFab data through the use of APIs for inventory management and item inquiries. - <img src="https://github.com/ALAPI-SDK.png?size=120" width="12px" height="12px" /> **[ALAPI MCP Server](https://github.com/ALAPI-SDK/mcp-alapi-cn)** - Integrates ALAPI's diverse APIs for functionalities such as IP and weather queries, video parsing, and corporate information retrieval using the MCP protocol. Provides standardized responses and error handling to streamline development in AI applications. - <img src="https://github.com/albertshao.png?size=120" width="12px" height="12px" /> **[Wiki MCP Server](https://github.com/albertshao/wiki_mcp_server)** - Manage Confluence wiki pages by creating, updating, deleting, and searching them through a unified interface. Automatically selects the relevant knowledge base based on user queries to enhance content management efficiency. - <img src="https://github.com/Albiemark.png?size=120" width="12px" height="12px" /> **[Dropbox Integration Server](https://github.com/Albiemark/dbx-mcp-server)** - Integrates Dropbox with applications to manage files, folders, and account information through MCP-compatible clients, utilizing Dropbox's public API for seamless interaction. - <img src="https://github.com/alBERT-launcher.png?size=120" width="12px" height="12px" /> **[G Suite Integration](https://github.com/alBERT-launcher/mcp-gsuite)** - Interact with Google products such as Gmail and Calendar, supporting functionalities like retrieving emails, managing drafts, and querying calendar events. - <img src="https://github.com/alBERT-launcher.png?size=120" width="12px" height="12px" /> **[G Suite Integration](https://github.com/alBERT-launcher/mcp-gsuite)** - Interact with Google products, specifically Gmail and Calendar, to manage emails and calendar events across multiple Google accounts. - <img src="https://github.com/alekspetrov.png?size=120" width="12px" height="12px" /> **[Documentation Management Service](https://github.com/alekspetrov/mcp-docs-service)** - Manage markdown documentation by creating, reading, updating, and deleting files while analyzing their health and improving quality. Enhance AI assistants' interactions with documentation through natural language processing capabilities. - <img src="https://github.com/alex198710.png?size=120" width="12px" height="12px" /> **[Clockify Time Tracker](https://github.com/alex198710/clockify-mcp-server)** - Manage time entries by interacting with the Clockify API through a command-line tool. List projects, manage tags, and generate detailed time reports efficiently. - <img src="https://github.com/alexanimal.png?size=120" width="12px" height="12px" /> **[Tradovate Tools](https://github.com/alexanimal/tradovate-mcp-server)** - Connect with the Tradovate API to manage trading operations, including access to contracts, positions, market data, and executing trades directly on the platform. - <img src="https://github.com/alexarevalo9.png?size=120" width="12px" height="12px" /> **[TickTick API Server](https://github.com/alexarevalo9/ticktick-mcp-server)** - Manage tasks, projects, and habits with the TickTick API, providing capabilities for task creation, updates, and tracking along with secure OAuth authentication. Supports full control over task properties including priorities, deadlines, and subtasks. - <img src="https://github.com/alexgoller.png?size=120" width="12px" height="12px" /> **[Illumio MCP Server](https://github.com/alexgoller/illumio-mcp-server)** - Interact with Illumio's Policy Compute Engine to manage workloads and labels, perform traffic flow analysis, and assess PCE health. Provides programmatic access to streamline workload management and enhance security analysis. - <img src="https://github.com/alexeydubinin.png?size=120" width="12px" height="12px" /> **[hh-jira-mcp-server](https://github.com/alexeydubinin/hh-jira-mcp-server)** - Connects to Jira for real-time data access and manipulation, enhancing project management through integration of tasks into applications. - <img src="https://github.com/alimo7amed93.png?size=120" width="12px" height="12px" /> **[Webhook Tester](https://github.com/alimo7amed93/webhook-tester-mcp)** - Automate and manage webhook tokens, inspect incoming requests, and perform analytics without the need for custom API integrations. Enhance webhook workflows with modular tools for observability and automated testing. - <img src="https://github.com/alinaqi.png?size=120" width="12px" height="12px" /> **[LinkedIn Browser](https://github.com/alinaqi/mcp-linkedin-server)** - Automate interactions with LinkedIn, extract data, and manage profiles, posts, and feeds using browser automation while adhering to LinkedIn's terms and rate limits. - <img src="https://github.com/AliNagy.png?size=120" width="12px" height="12px" /> **[Godspeed Task Management Connector](https://github.com/AliNagy/godspeed-mcp)** - Manage tasks efficiently using the Godspeed Task Management API. Create, update, and organize tasks seamlessly within applications. - <img src="https://github.com/alisajil.png?size=120" width="12px" height="12px" /> **[EcoGo-AI](https://github.com/alisajil/ecogotravel)** - Search for and book flights, retrieve booking details, and access ticket information through an integrated MCP server. It leverages API integrations for reliable flight data and booking management. - <img src="https://github.com/aliyun.png?size=120" width="12px" height="12px" /> **[Alibaba Cloud MCP Server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server)** - Manage and monitor Alibaba Cloud ECS and VPC resources through a standardized MCP interface, enabling operations like starting, stopping, rebooting instances, and retrieving monitoring metrics. Provide cloud resource automation and control with integrated Alibaba Cloud tools. - <img src="https://github.com/aliyun.png?size=120" width="12px" height="12px" /> **[Adb MySQL MCP Server](https://github.com/aliyun/alibabacloud-adb-mysql-mcp-server)** - Facilitates communication between AI Agents and Adb MySQL databases, enabling retrieval of database metadata and execution of SQL operations for enhanced data access. Supports real-time interactions with AnalyticDB for MySQL databases via a universal interface. - <img src="https://github.com/allen-munsch.png?size=120" width="12px" height="12px" /> **[Prefect MCP Server](https://github.com/allen-munsch/mcp-prefect)** - Interact with Prefect to manage flows, deployments, and tasks using natural language. Monitor and control the Prefect environment through simplified commands for better workflow management. - <img src="https://github.com/aliyun.png?size=120" width="12px" height="12px" /> **[Alibaba Cloud Operations Server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server)** - Manage and operate Alibaba Cloud resources through a unified interface. Perform actions such as starting, stopping, and rebooting ECS instances, and monitor system metrics across various cloud services. - <img src="https://github.com/alvinjchoi.png?size=120" width="12px" height="12px" /> **[Google Tasks MCP](https://github.com/alvinjchoi/gtasks-mcp)** - Integrate with Google Tasks to manage tasks through natural language commands, supporting task creation, updates, deletions, and organization across multiple lists. Query tasks easily and automate completion marking, enhancing productivity workflows. - <img src="https://github.com/am2rican5.png?size=120" width="12px" height="12px" /> **[Google Calendar Integration Server](https://github.com/am2rican5/mcp-google-calendar)** - Integrate with Google Calendar to manage events such as creation, reading, updating, and deletion. Authenticate using OAuth 2.0 and receive real-time updates via Server-Sent Events. - <img src="https://github.com/amekala.png?size=120" width="12px" height="12px" /> **[Ads Manager](https://github.com/amekala/adspirer-mcp-server)** - Integrate and manage Amazon Advertising data through conversational interactions, enabling performance analysis, campaign creation, and real-time adjustments. The server facilitates visualizations and optimizations for digital advertising campaigns within the Claude environment. - <img src="https://github.com/AminForou.png?size=120" width="12px" height="12px" /> **[Google Search Console Integration](https://github.com/AminForou/mcp-gsc)** - Connects to Google Search Console for SEO data analysis through natural language interactions, enabling property management, search analytics, URL inspection, and sitemap management. - <img src="https://github.com/amotivv.png?size=120" width="12px" height="12px" /> **[Memory Box MCP Server](https://github.com/amotivv/memory-box-mcp)** - Manage and retrieve memories using advanced semantic search capabilities, enabling efficient organization and structured formatting of memory data. Integrate with Cline and Claude for enhanced memory management functionalities. - <img src="https://github.com/amornpan.png?size=120" width="12px" height="12px" /> **[Python LINE Server](https://github.com/amornpan/py-mcp-line)** - Enables interaction with LINE Bot messages through a standardized API, allowing analysis and responses to LINE conversations. Implements asynchronous operations and robust error handling for seamless integration. - <img src="https://github.com/amotivv.png?size=120" width="12px" height="12px" /> **[Protonmail MCP Server](https://github.com/amotivv/protonmail-mcp)** - Integrate with Protonmail to send emails directly from tools like Claude Desktop and Cline VSCode extension. Supports multiple recipients, CC, BCC, and both plain text and HTML content. - <img src="https://github.com/andersmandersen.png?size=120" width="12px" height="12px" /> **[Swagger Server](https://github.com/andersmandersen/mcp-swagger)** - Access Swagger/OpenAPI documentation and make API requests while validating them against the Swagger specification. Features include authentication support and caching to enhance performance during API interactions. - <img src="https://github.com/andreagroferreira.png?size=120" width="12px" height="12px" /> **[CentralMind Gateway](https://github.com/andreagroferreira/gateway)** - Creates secure APIs for structured data using the Model Context Protocol, allowing seamless integration with AI agents and ensuring compliance and performance. Automates the generation of APIs and enhances AI applications with built-in security features. - <img src="https://github.com/andybrandt.png?size=120" width="12px" height="12px" /> **[Simple OpenAI Assistant](https://github.com/andybrandt/mcp-simple-openai-assistant)** - Interact with OpenAI assistants using the Model Context Protocol, enabling the creation and management of assistant instances, starting conversation threads, and sending and receiving messages. - <img src="https://github.com/andypost.png?size=120" width="12px" height="12px" /> **[Trello MCP Server](https://github.com/andypost/mcp-server-ts-trello)** - Integrate with Trello to manage boards, lists, and cards through the Model Context Protocol. Provides tools for AI assistants to perform asynchronous operations and manage Trello data using a TypeScript implementation. - <img src="https://github.com/AndyManastorm.png?size=120" width="12px" height="12px" /> **[Andy's Test API MCP Server](https://github.com/AndyManastorm/smithery-reference-servers)** - Interact with GitHub repositories to perform file operations, manage repositories, search for code and issues, and automate workflows. Supports automatic branch creation, comprehensive error handling, and preservation of Git history while allowing batch and single-file operations. - <img src="https://github.com/anishksk.png?size=120" width="12px" height="12px" /> **[SkySQL Integration](https://github.com/anishksk/MCP-Server)** - Manage serverless databases via a REST API, enabling the creation, listing, and execution of queries. Integrate with GitHub for version control and utilize Smithery.ai for deployment management. - <img src="https://github.com/Anilinfo2015.png?size=120" width="12px" height="12px" /> **[Jokes MCP Server](https://github.com/Anilinfo2015/coding-ccp)** - Delivers concise, engaging jokes on demand, including various categories such as Chuck Norris, Dad, and Yo Mama jokes. Integrates with Microsoft Copilot Studio to enable AI agents to fetch tailored humor while filtering out offensive content. - <img src="https://github.com/anpy-j.png?size=120" width="12px" height="12px" /> **[Oracle Database Access Server](https://github.com/anpy-j/mcp-oracle)** - Facilitates access to Oracle databases through a Model Context Protocol server, enabling efficient and secure querying and interaction with Oracle data for AI applications. Simplifies integration of Oracle data into AI workflows with minimal configuration. - <img src="https://github.com/anoopt.png?size=120" width="12px" height="12px" /> **[Outlook Meetings Scheduler](https://github.com/anoopt/outlook-meetings-scheduler-mcp-server)** - Schedule and manage Microsoft Outlook calendar events using Microsoft Graph API. Create, update, list, and delete meetings, as well as find attendees and integrate with other MCP servers. - <img src="https://github.com/antonioevans.png?size=120" width="12px" height="12px" /> **[Railway Infrastructure Manager](https://github.com/antonioevans/railway-mcp)** - Manage Railway.app infrastructure using natural language commands to deploy services, manage environment variables, and monitor deployments. Facilitate the orchestration of Railway projects and services via AI agents. - <img src="https://github.com/antonioevans.png?size=120" width="12px" height="12px" /> **[GitHub Integration Server](https://github.com/antonioevans/github-mcp-server)** - Interact with GitHub repositories, manage issues, and automate workflows through GitHub's API, enabling data extraction and analysis for developers. Build AI-powered tools that integrate seamlessly with the GitHub ecosystem, providing configurable functionalities based on user needs. - <img src="https://github.com/Antonytm.png?size=120" width="12px" height="12px" /> **[Sitecore Server](https://github.com/Antonytm/mcp-sitecore-server)** - Integrate Sitecore content management capabilities into workflows to query, create, edit, and manage Sitecore items and schemas using a standardized protocol. Provides direct access to Sitecore's GraphQL and Item Service APIs. - <img src="https://github.com/AnuragRai017.png?size=120" width="12px" height="12px" /> **[database-updater](https://github.com/AnuragRai017/database-updater-MCP-Server)** - Update databases by importing data from CSV and Excel files, with capabilities for managing documentation through built-in note-taking features. Supports PostgreSQL, MySQL, MongoDB, and SQLite for flexible database type management. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[Brevo Multi-Channel Platform](https://github.com/apicolet/brevo-mcp)** - Integrate with the Brevo API to manage contacts and send emails, including tracking delivery and managing custom attributes. - <img src="https://github.com/apifox.png?size=120" width="12px" height="12px" /> **[Apifox MCP Server](https://github.com/apifox/apifox-mcp-server)** - Apifox MCP Server provides access to API documentation within Apifox projects, allowing AI tools to generate, modify code, and search through API documentation seamlessly. It facilitates direct interaction with API data through supported IDEs such as Cursor and VSCode. - <img src="https://github.com/AppleJax2.png?size=120" width="12px" height="12px" /> **[WordPress Automation Server](https://github.com/AppleJax2/wordpress-mcp)** - Automate and manage WordPress sites programmatically using REST API integration and browser automation. Customize themes, create pages with visual builders, and interact with popular plugins to streamline workflows. - <img src="https://github.com/appwrite.png?size=120" width="12px" height="12px" /> **[Appwrite MCP Server](https://github.com/appwrite/mcp)** - Interact with Appwrite's API to manage databases, users, functions, teams, and other project resources efficiently. - <img src="https://github.com/appricos.png?size=120" width="12px" height="12px" /> **[Pushinator](https://github.com/appricos/pushinator-mcp)** - Facilitates the integration of real-time push notifications into applications, allowing for the delivery of timely updates and alerts to user devices. Provides a robust API for simplified notification management and seamless integration. - <img src="https://github.com/appwrite.png?size=120" width="12px" height="12px" /> **[Appwrite MCP Server](https://github.com/appwrite/mcp)** - Manage Appwrite projects through a streamlined API interface, enabling interactions with databases, users, functions, and teams. Facilitates project management and development through integrated tools. - <img src="https://github.com/aptro.png?size=120" width="12px" height="12px" /> **[Superset Integration](https://github.com/aptro/superset-mcp)** - Connect and control Apache Superset through natural language requests to manage dashboards, charts, and databases programmatically. - <img src="https://github.com/arben-adm.png?size=120" width="12px" height="12px" /> **[Tavily Search](https://github.com/arben-adm/tavily-mcp-search)** - Provides multi-topic search capabilities across various domains such as business, news, finance, and politics using the Tavily API. - <img src="https://github.com/arbuthnot-eth.png?size=120" width="12px" height="12px" /> **[PayPal Integration Server](https://github.com/arbuthnot-eth/PayPal-MCP)** - Interact with PayPal's payment processing, invoicing, and subscription management through a standardized interface. Handles API requests and secure transactions with low latency on Cloudflare Workers, making it suitable for webhooks and real-time payment verification. - <img src="https://github.com/arbuthnot-eth.png?size=120" width="12px" height="12px" /> **[PayPal MCP Server](https://github.com/arbuthnot-eth/PayPal-MCP-defunct)** - Integrate with PayPal's APIs for payment processing, invoicing, and subscription management. Handle secure authentication, input validation, and user information management through a standardized interface. - <img src="https://github.com/Arclio.png?size=120" width="12px" height="12px" /> **[GitHub Projects MCP Server](https://github.com/Arclio/github-projects-mcp)** - Manage GitHub Projects V2 by listing projects, viewing and updating project fields and items, creating issues, and organizing project workflows effectively through MCP clients. - <img src="https://github.com/argia-andreas.png?size=120" width="12px" height="12px" /> **[Linear Task Fetcher](https://github.com/argia-andreas/linear-mcp-server)** - Fetch and manage Linear todo tickets using user-specific identifiers such as user ID or email, facilitating streamlined task management and integration of Linear data into workflows. - <img src="https://github.com/ariadng.png?size=120" width="12px" height="12px" /> **[MetaTrader Trading Server](https://github.com/ariadng/metatrader-mcp-server)** - Enables AI language models to execute trades on the MetaTrader 5 platform and facilitates algorithmic trading through integration with AI agents. Provides secure and efficient trade execution capabilities using the Model Context Protocol. - <img src="https://github.com/ariadng.png?size=120" width="12px" height="12px" /> **[MetaTrader Trading Server](https://github.com/ariadng/metatrader-mcp-server)** - Facilitates algorithmic trading on the MetaTrader 5 platform by integrating AI language models through a Python-based infrastructure. Supports multiple LLM interfaces to streamline trading automation and execution of trades. - <img src="https://github.com/arjunkmrm.png?size=120" width="12px" height="12px" /> **[Contentful Management Server](https://github.com/arjunkmrm/contentful-mcp)** - Manage Contentful content, spaces, and content types through full CRUD operations, bulk publishing, and environment management using smart pagination to optimize large language model context usage. - <img src="https://github.com/arpitbatra123.png?size=120" width="12px" height="12px" /> **[Google Tasks Integration Server](https://github.com/arpitbatra123/mcp-googletasks)** - Manage Google Tasks and task lists, enabling operations such as creating, updating, deleting, and completing tasks through a conversational interface. - <img src="https://github.com/Artemis-xyz.png?size=120" width="12px" height="12px" /> **[Artemis MCP Server](https://github.com/Artemis-xyz/artemis-mcp)** - Connect with the Artemis API to retrieve cryptocurrency data and generate ART formulas. It enables users to validate and retrieve financial data, simplifying analysis in digital finance. - <img src="https://github.com/Arthur-Musa.png?size=120" width="12px" height="12px" /> **[Arthur Musa Portfolio](https://github.com/Arthur-Musa/portifolio)** - Showcases a developer's skills, experience, and projects in a structured portfolio format, facilitating networking and career growth. Provides access to contact information and highlights expertise in financial product development and digital design. - <img src="https://github.com/arunsanna.png?size=120" width="12px" height="12px" /> **[AWS MCP](https://github.com/arunsanna/aws-sage)** - Query and manage AWS resources using natural language for simplified cloud operations. Integrate seamlessly with Claude for intuitive management of AWS environments. - <img src="https://github.com/ashgw.png?size=120" width="12px" height="12px" /> **[Vault MCP](https://github.com/ashgw/vault-mcp)** - Securely manage secrets and policies through HashiCorp Vault via a structured API. It facilitates policy creation, management, resource discovery, and automated policy generation for LLMs and other clients. - <img src="https://github.com/null.png?size=120" width="12px" height="12px" /> **[Law Office Database Server](https://github.com/asirulnik/mcp-law-office-db)** - Manage legal client records, case files, time tracking, and invoicing with specialized tools tailored for law firms. Streamline legal billing workflows and enforce business rules for accurate invoice generation. Enhance your law office operations with a dedicated SQLite database interface. - <img src="https://github.com/AshikNesin.png?size=120" width="12px" height="12px" /> **[Pushover Notification](https://github.com/AshikNesin/pushover-mcp)** - Send real-time notifications through Pushover.net, integrating AI agents to inform users with timely alerts and automate notifications directly from applications. - <img src="https://github.com/ashwanth1109.png?size=120" width="12px" height="12px" /> **[Spotify](https://github.com/ashwanth1109/mcp-spotify)** - Control Spotify playback using voice commands, manage playlists, and retrieve artist information through a user-friendly interface. - <img src="https://github.com/asifdotpy.png?size=120" width="12px" height="12px" /> **[GitHub MCP Server](https://github.com/asifdotpy/github-mcp-server)** - Integrates with GitHub APIs for advanced automation and interaction capabilities for developers. Facilitates repository management, issue tracking, and workflow automation. - <img src="https://github.com/asleep-ai.png?size=120" width="12px" height="12px" /> **[AST Model Context Protocol Server](https://github.com/asleep-ai/ast-mcp)** - Integrates language models with various tools and data sources to facilitate real-time data access and action execution. Supports dynamic workflows and efficient interaction with structured input and output handling. - <img src="https://github.com/athapong.png?size=120" width="12px" height="12px" /> **[AIO-MCP Server](https://github.com/athapong/aio-mcp)** - Integrates with GitLab, Jira, Confluence, YouTube, and Google Maps to provide AI-powered search capabilities and utility tools for development workflows. Supports interaction with multiple services using API keys and tokens. - <img src="https://github.com/Asunaro276.png?size=120" width="12px" height="12px" /> **[Asunaro Blog](https://github.com/Asunaro276/asunaro-blog)** - A personal blog server built with Astro and React, optimized for fast performance and static site generation. Utilizes Tailwind CSS for responsive design and offers integration with a headless CMS for content management. - <img src="https://github.com/atharvagupta2003.png?size=120" width="12px" height="12px" /> **[LemonSqueezy Integration Server](https://github.com/atharvagupta2003/mcp-lemonsqueezy)** - Integrates with LemonSqueezy's API to manage e-commerce operations such as product management, order processing, and subscription handling. Provides a structured interface for programmatic management of a Lemon Squeezy store with audit logging and tool-based control. - <img src="https://github.com/atharvagupta2003.png?size=120" width="12px" height="12px" /> **[Stripe Server](https://github.com/atharvagupta2003/mcp-stripe)** - Integrates with Stripe to handle payments, customer management, and refunds through a structured API. Provides audit logging for all financial transactions to ensure traceability and security. - <img src="https://github.com/atlanhq.png?size=120" width="12px" height="12px" /> **[Atlan Model Context Protocol Server](https://github.com/atlanhq/agent-toolkit)** - Facilitates interaction with Atlan services through a standardized protocol, enabling efficient asset search and retrieval using DSL queries, as well as exploration of asset lineage. Integrates with Claude Desktop to streamline data management workflows. - <img src="https://github.com/AudienseCo.png?size=120" width="12px" height="12px" /> **[Audiense Demand](https://github.com/AudienseCo/mcp-audiense-demand)** - Connect to Audiense Demand to create and analyze demand reports, track entity performance, and gain insights across various channels and countries. Integrate these capabilities directly into your workflow to enhance decision-making processes. - <img src="https://github.com/AudienseCo.png?size=120" width="12px" height="12px" /> **[LinkedIn Digital Intelligence Server](https://github.com/AudienseCo/mcp-audiense-di-linkedin)** - Interact with LinkedIn's Digital Intelligence services to create and analyze reports, gain insights, and receive typeahead suggestions for enhanced data analysis capabilities. - <img src="https://github.com/aukik.png?size=120" width="12px" height="12px" /> **[ClickUp Task Integration Server](https://github.com/aukik/clickup-mcp-server)** - Manage and interact with ClickUp tasks, spaces, lists, and folders using natural language commands. Streamline task management, time tracking, and document handling through a standardized protocol for AI applications. - <img src="https://github.com/AudienseCo.png?size=120" width="12px" height="12px" /> **[Audiense Insights](https://github.com/AudienseCo/mcp-audiense-insights)** - Extract marketing insights and audience analysis from Audiense reports, focusing on demographic, cultural, influencer, and content engagement analysis. - <img src="https://github.com/auth0.png?size=120" width="12px" height="12px" /> **[Auth0 Management Server](https://github.com/auth0/auth0-mcp-server)** - Manage Auth0 tenant operations through natural language commands, enabling tasks like creating applications, managing resource servers, deploying actions, and querying logs. Leverage AI agents for simplified and interactive Auth0 management. - <img src="https://github.com/AustinKelsay.png?size=120" width="12px" height="12px" /> **[Nostr MCP Server](https://github.com/AustinKelsay/nostr-mcp-server)** - Fetch and interact with Nostr network data, accessing user profiles, notes, and zaps. Utilize advanced search features to explore Nostr Implementation Possibilities (NIPs). - <img src="https://github.com/automation-ai-labs.png?size=120" width="12px" height="12px" /> **[MCP Link - Convert Any OpenAPI V3 API to MCP Server](https://github.com/automation-ai-labs/mcp-link)** - Convert any OpenAPI V3 API into an MCP server, enabling seamless integration with AI-driven applications. Automates the creation of standardized MCP interfaces to enhance functionality and reduce manual efforts. - <img src="https://github.com/AvinashBole.png?size=120" width="12px" height="12px" /> **[Quip Document MCP Server](https://github.com/AvinashBole/quip-mcp-server)** - Interact directly with Quip documents to read, append, prepend, and replace content, enhancing document management capabilities for AI assistants. - <img src="https://github.com/AVIMBU.png?size=120" width="12px" height="12px" /> **[Slack Model Context Protocol Server](https://github.com/AVIMBU/slack-mcp-server)** - Connects to Slack workspaces to post messages and retrieve user lists, enhancing team communication and automating interactions within channels. - <img src="https://github.com/AVIMBU.png?size=120" width="12px" height="12px" /> **[Plausible Analytics Server](https://github.com/AVIMBU/plausible-mcp-server)** - Query analytics data from Plausible Analytics, providing real-time insights and reports based on the user's account information. Supports integration with AI models for enhanced data-driven decision making. - <img src="https://github.com/AVIMBU.png?size=120" width="12px" height="12px" /> **[Uptime Agent Server](https://github.com/AVIMBU/uptime_agent_mcp)** - Connects Uptime Agent monitoring systems to AI assistants for real-time monitoring, incident management, and creation of monitoring tasks using natural language commands. Enables secure integration of uptime monitoring with AI workflows for improved operational insights. - <img src="https://github.com/awkoy.png?size=120" width="12px" height="12px" /> **[Notion MCP Server](https://github.com/awkoy/notion-mcp-server)** - Integrates with Notion's API to facilitate the creation, updating, and management of pages and blocks. Enables AI interactions with Notion databases and supports batch operations for enhanced productivity. - <img src="https://github.com/awwaiid.png?size=120" width="12px" height="12px" /> **[TaskWarrior Server](https://github.com/awwaiid/mcp-server-taskwarrior)** - Manage tasks by viewing, adding, and completing them through applications, with the ability to filter by project and tags. - <img src="https://github.com/ayasahmad.png?size=120" width="12px" height="12px" /> **[Jira Context Server](https://github.com/ayasahmad/Jira-Context-MCP)** - Integrate with Jira to access issue details, manage assigned tickets, filter issues by type, and track changes within development environments. Automate workflows and streamline issue resolution with direct access to Jira's API. - <img src="https://github.com/ayasahmad.png?size=120" width="12px" height="12px" /> **[Jira Context Server](https://github.com/ayasahmad/Jira-Context-MCP)** - Integrate with Jira to fetch issue details, list assigned tickets, filter issues by type, and track recent changes. Facilitate automation of Jira workflows and enhance productivity within development environments. - <img src="https://github.com/axiomhq.png?size=120" width="12px" height="12px" /> **[Axiom MCP Server](https://github.com/axiomhq/mcp-server-axiom)** - Queries Axiom datasets using Axiom Processing Language (APL) and lists available datasets. - <img src="https://github.com/axone-protocol.png?size=120" width="12px" height="12px" /> **[Axone MCP Server](https://github.com/axone-protocol/axone-mcp)** - Expose data capabilities through a standardized protocol to facilitate data access and manipulation for AI-powered tools. Seamlessly integrates with various clients to enhance operational efficiency. - <img src="https://github.com/ayushsinghvi92.png?size=120" width="12px" height="12px" /> **[SEO Automation and Optimization](https://github.com/ayushsinghvi92/app-seo-ai)** - Automate SEO tasks and optimize digital marketing strategies using AI-generated insights. Provides functionalities for keyword research, SERP and competitor analysis, and offers SEO recommendations through integration with the Google Ads API. - <img src="https://github.com/ayv8er.png?size=120" width="12px" height="12px" /> **[Clusters API v1](https://github.com/ayv8er/mcp-clusters-api-v1)** - Manage clusters and wallets, authenticate users, create and manipulate clusters, and handle name and community registrations securely and efficiently. - <img src="https://github.com/azalin.png?size=120" width="12px" height="12px" /> **[Personel İzin Yönetim Sistemi](https://github.com/azalin/mcp-test)** - Manage personnel leave requests with functionalities for viewing leave history, submitting new leave requests, and calculating remaining leave days, all integrated with an SQLite database. - <img src="https://github.com/axap288.png?size=120" width="12px" height="12px" /> **[Alibaba Cloud Operations Server](https://github.com/axap288/alibaba-cloud-ops-mcp-server)** - Manage and operate Alibaba Cloud resources by running commands, starting, stopping, and rebooting instances, as well as managing databases and monitoring metrics. Integrate services like ECS, VPC, RDS, OSS, and CloudMonitor into workflows for efficient cloud resource management. - <img src="https://github.com/Azure.png?size=120" width="12px" height="12px" /> **[Azure MCP Server](https://github.com/Azure/azure-mcp)** - Integrate seamlessly with Azure services for querying, exploring, and managing resources using natural language commands. Offers intelligent parameter suggestions and consistent error handling to streamline Azure operations. - <img src="https://github.com/B-Step62.png?size=120" width="12px" height="12px" /> **[MLflow Prompt Registry Server](https://github.com/B-Step62/mcp-server-mlflow)** - Facilitates access to and management of prompt templates stored in MLflow, enabling efficient task automation and workflow management within Claude Desktop. Supports discovering and utilizing prompt templates for common workflows and repetitive tasks. - <img src="https://github.com/azure-ai-foundry.png?size=120" width="12px" height="12px" /> **[Azure AI Agent Service](https://github.com/azure-ai-foundry/mcp-foundry)** - Integrates existing Azure AI Agents with MCP clients for streamlined workflows, providing secure access to conversation histories and interactions. Leverages Azure AI Foundry's advanced models and tools for varied use cases. - <img src="https://github.com/Badhansen.png?size=120" width="12px" height="12px" /> **[Notion MCP](https://github.com/Badhansen/notion-mcp)** - Manage personal to-do lists using Notion's API, enabling task addition, updates, and viewing directly within the workspace. Integrates with a Model Context Protocol server for efficient task management. - <img src="https://github.com/barryyip0625.png?size=120" width="12px" height="12px" /> **[Discord MCP Server](https://github.com/barryyip0625/mcp-discord)** - Interact with Discord platform features, manage channels, send messages, and retrieve server information. Facilitate automation for Discord activities like reading and deleting channel messages. - <img src="https://github.com/baryhuang.png?size=120" width="12px" height="12px" /> **[Headless Gmail Server](https://github.com/baryhuang/mcp-headless-gmail)** - Access and send emails through Gmail in headless environments without local credential setup, ensuring secure credential storage separation. Suitable for applications requiring focused Gmail functionality without reliance on additional Google services. - <img src="https://github.com/baryhuang.png?size=120" width="12px" height="12px" /> **[Scalable OpenAPI Endpoint Discovery and API Request Tool](https://github.com/baryhuang/mcp-server-any-openapi)** - Efficiently index and query OpenAPI endpoints, enhancing API specification analysis through semantic search and reliable execution capabilities. - <img src="https://github.com/bajoski34.png?size=120" width="12px" height="12px" /> **[Flutterwave Integration Server](https://github.com/bajoski34/mcp-flutterwave)** - Interact with Flutterwave for transaction management, enabling confirmation of transactions, automatic retries for failed ones, and retrieval of transaction history. Integrates an AI chatbot for customer support regarding transaction inquiries and generates payment links. - <img src="https://github.com/honeybluesky.png?size=120" width="12px" height="12px" /> **[mcp-unipile](https://github.com/honeybluesky/mcp-unipile)** - Access messages across multiple messaging platforms including Mobile, Mail, WhatsApp, LinkedIn, Slack, Twitter, Telegram, Instagram, and Messenger through a standardized interface for integration with AI models. - <img src="https://github.com/bcharleson.png?size=120" width="12px" height="12px" /> **[Instantly API Server](https://github.com/bcharleson/Instantly-MCP)** - Provides access to email campaign management, lead management, and analytics through the Instantly API, allowing for effective email outreach and account management. Supports functionalities like email handling, verification, and blocklist management. - <img src="https://github.com/battyht.png?size=120" width="12px" height="12px" /> **[Microservice Control Panel](https://github.com/battyht/AD_MCP)** - Integrates with the Ocean Engine advertising platform to manage and monitor advertising accounts, providing access to detailed performance reports and account information. Supports streamlined API management for querying and retrieving advertising data with flexible authentication mechanisms. - <img src="https://github.com/bastienchabal.png?size=120" width="12px" height="12px" /> **[Gmail MCP (optional integration with Google Calendar)](https://github.com/bastienchabal/gmail-mcp)** - Integrate with Gmail and Google Calendar to analyze email conversations, generate context-aware replies, and detect calendar events from email content. Utilize advanced search capabilities to navigate through email history efficiently. - <img src="https://github.com/batteryshark.png?size=120" width="12px" height="12px" /> **[Agent Construct](https://github.com/batteryshark/agent_construct)** - Standardizes access to tools and data for AI applications, facilitating dynamic tool discovery and execution through a unified interface. It serves as a central hub for managing context and tool integration in AI models. - <img src="https://github.com/bduke011.png?size=120" width="12px" height="12px" /> **[OpenHands Project](https://github.com/bduke011/openhands-project)** - Integrate GitHub repositories into workflows to manage issues, automate project management tasks, and enhance collaboration among development teams. - <img src="https://github.com/berry-street.png?size=120" width="12px" height="12px" /> **[Metabase Integration Server](https://github.com/berry-street/berrystreet-metabase-mcp)** - Integrate AI assistants with Metabase to access dashboards, questions, and databases. Execute queries and retrieve structured data for enhanced data-driven decision-making. - <img src="https://github.com/berry-street.png?size=120" width="12px" height="12px" /> **[Metabase Integration Server](https://github.com/berry-street/berrystreet-metabase-mcp)** - Integrate AI assistants with Metabase to access and interact with dashboards, cards, and databases, enabling seamless execution of queries and retrieval of structured data to enhance decision-making processes. - <img src="https://github.com/bigtian99.png?size=120" width="12px" height="12px" /> **[禅道任务管理助手](https://github.com/bigtian99/mcp-zentao)** - Quickly retrieve and manage personal tasks and bugs in ZenTao project management system, offering task, bug, and product management functionalities. - <img src="https://github.com/bigtian99.png?size=120" width="12px" height="12px" /> **[禅道任务管理助手](https://github.com/bigtian99/mcp-zentao)** - A management tool for efficiently retrieving and handling personal tasks and bugs in ZenTao, with functionalities for task management, bug tracking, and product management. - <img src="https://github.com/bigtian99.png?size=120" width="12px" height="12px" /> **[ZentaoAPI Integration Package](https://github.com/bigtian99/mcp-zentao)** - Integrates with the ZenTao project management system to manage tasks and bugs within Node.js projects. Offers a complete package for task management and bug tracking through a high-level API interface. - <img src="https://github.com/bingal.png?size=120" width="12px" height="12px" /> **[FastDomainCheck](https://github.com/bingal/FastDomainCheck-MCP-Server)** - Check the registration status of multiple domain names quickly and efficiently using WHOIS and DNS checks for accurate results. Streamline domain management with robust input validation and error handling. - <img src="https://github.com/binalyze.png?size=120" width="12px" height="12px" /> **[Binalyze AIR MCP Server](https://github.com/binalyze/air-mcp)** - Enable natural language interaction with Binalyze AIR systems to manage assets, acquisition profiles, and organizations. Query and list AIR data seamlessly through any MCP client, utilizing AI-driven context access. - <img src="https://github.com/bitrefill.png?size=120" width="12px" height="12px" /> **[Bitrefill MCP Server](https://github.com/bitrefill/bitrefill-mcp-server)** - Integrates with Bitrefill services to enable searches for gift cards, mobile top-ups, and various products through AI assistants. Facilitates communication via the Model Context Protocol using structured JSON responses. - <img src="https://github.com/bitrise-io.png?size=120" width="12px" height="12px" /> **[Bitrise API Server](https://github.com/bitrise-io/bitrise-mcp)** - Manage Bitrise applications, builds, and artifacts through a secure API token-based interface. Access and integrate comprehensive Bitrise API functionalities for app registration, build triggering, and release management within CI/CD workflows. - <img src="https://github.com/bitscorp-mcp.png?size=120" width="12px" height="12px" /> **[Adjust Reporting Server](https://github.com/bitscorp-mcp/mcp-adjust)** - Access Adjust data to query reports, metrics, and performance data on-demand, including specific campaign insights like install numbers. - <img src="https://github.com/BitteProtocol.png?size=120" width="12px" height="12px" /> **[Bitte AI Integration](https://github.com/BitteProtocol/mcp)** - Integrate with Bitte AI to enhance applications using advanced capabilities, allowing for streamlined interactions and improved functionality across various services. - <img src="https://github.com/block.png?size=120" width="12px" height="12px" /> **[Square API Server](https://github.com/block/square-mcp)** - Access Square API functionality, enabling payment processing and integration of various Square services into applications. - <img src="https://github.com/bmorphism.png?size=120" width="12px" height="12px" /> **[Manifold Markets MCP Server](https://github.com/bmorphism/manifold-mcp-server)** - Interact with prediction markets through a structured MCP interface, enabling the creation, management, and trading of markets while utilizing collective intelligence features for enhanced decision-making. - <img src="https://github.com/boorich.png?size=120" width="12px" height="12px" /> **[Human Loop Server](https://github.com/boorich/mcp-human-loop)** - Manage human-agent collaboration by using a sequential scoring system to evaluate and determine the necessity of human intervention in AI operations based on complexity and sensitivity of requests. - <img src="https://github.com/boostspace.png?size=120" width="12px" height="12px" /> **[Integrator Automation Server](https://github.com/boostspace/integrator-mcp-server)** - Enables AI assistants to interact with Integrator automation workflows, facilitating bidirectional communication and complex automation logic. Exposes scenarios with parameter descriptions and structured JSON outputs for seamless integration with AI systems. - <img src="https://github.com/Bob-lance.png?size=120" width="12px" height="12px" /> **[Instagram Engagement Analysis](https://github.com/Bob-lance/instagram-engagement-mcp)** - Analyze Instagram engagement metrics, extract demographic insights, and identify potential leads from comments and accounts. Support features such as sentiment analysis and comparative engagement assessments across different Instagram accounts. - <img src="https://github.com/box3lab.png?size=120" width="12px" height="12px" /> **[box3-engine-openapi-mcp](https://github.com/box3lab/engine-openapi-mcp)** - 提供了一系列用于神岛引擎的 OpenAPI MCP 工具，通过脚本管理和数据存储操作，支持 AI 更高效调用引擎接口与实现代码辅助功能。 - <img src="https://github.com/brendancopley.png?size=120" width="12px" height="12px" /> **[MCP Chain of Draft (CoD) Prompt Tool](https://github.com/brendancopley/mcp-chain-of-draft-prompt-tool)** - Transforms prompts using another LLM while applying Chain of Draft or Chain of Thought reasoning techniques, producing minimal yet informative intermediate outputs to enhance task execution and reduce token usage. - <img src="https://github.com/BrianCusack.png?size=120" width="12px" height="12px" /> **[Sharepoint](https://github.com/BrianCusack/mcpsharepoint)** - Connect to organizational Sharepoint to access and manage documents and files using the Microsoft Graph API. Provides functionality for searching and listing sites within Sharepoint for enhanced productivity. - <img src="https://github.com/brevdev.png?size=120" width="12px" height="12px" /> **[Brev MCP server](https://github.com/brevdev/brev-mcp)** - Connects to Brev's API to manage organizational resources. Requires a CLI access token for authentication and supports organization switching through command line instructions. - <img src="https://github.com/brianstone.png?size=120" width="12px" height="12px" /> **[Jira Integration Server](https://github.com/brianstone/jira-mcp-server)** - Manage Jira issues through the MCP protocol, including creating, searching, assigning, unassigning, and editing issues to enhance project management workflows. - <img src="https://github.com/Buga-luga.png?size=120" width="12px" height="12px" /> **[Cursor](https://github.com/Buga-luga/cursor-mcp)** - Integrate AI capabilities within desktop applications through the Cursor IDE, facilitating enhanced code editing and development workflows with Claude AI. This MCP implementation acts as a bridge to streamline interaction between AI models and desktop software. - <img src="https://github.com/bucketco.png?size=120" width="12px" height="12px" /> **[Bucket](https://github.com/bucketco/bucket-javascript-sdk)** - Feature flagging solution that integrates customer feedback for rolling out features, enabling adaptive product management and user satisfaction enhancement. - <img src="https://github.com/burkeholland.png?size=120" width="12px" height="12px" /> **[Notify Server](https://github.com/burkeholland/mcp-notify)** - Send customizable system notifications across various platforms directly from LLM agents, enhancing user interaction. Integrates effectively with VS Code to facilitate quick setup and usage. - <img src="https://github.com/burkestar.png?size=120" width="12px" height="12px" /> **[Cloudzero](https://github.com/burkestar/cloudzero-mcp)** - Interact with cloud cost data from a large language model to analyze billing, dimensions, and budgets. Provides tools for plotting and visualizing cloud expenses over time using the CloudZero v2 API. - <img src="https://github.com/cablate.png?size=120" width="12px" height="12px" /> **[Gmail MCP Server](https://github.com/cablate/mcp-google-gmail)** - Integrate Gmail with advanced filtering and automation to read, search, and process emails and attachments. Enhance email management tasks through seamless connectivity with LLMs. - <img src="https://github.com/cablate.png?size=120" width="12px" height="12px" /> **[Calendar Tools](https://github.com/cablate/mcp-google-calendar)** - Manage calendar events by creating, listing, updating, and deleting them efficiently. - <img src="https://github.com/Cactusinhand.png?size=120" width="12px" height="12px" /> **[Desktop Notification Server](https://github.com/Cactusinhand/mcp_server_notify)** - Sends desktop notifications and alert sounds upon the completion of agent tasks, enhancing user interaction with timely alerts. Supports integration with various LLM clients across multiple platforms including Windows, macOS, and Linux. - <img src="https://github.com/calebl.png?size=120" width="12px" height="12px" /> **[YNAB Budget Assistant](https://github.com/calebl/ynab-mcp-server)** - Interact with your YNAB budget through AI conversations to manage finances by adding transactions, approving expenses, and checking budget status. - <img src="https://github.com/caiomioto2.png?size=120" width="12px" height="12px" /> **[Langflow](https://github.com/caiomioto2/langflow)** - Langflow provides a low-code interface for building and managing AI applications. It facilitates the creation, testing, and deployment of workflows using various models and APIs without requiring extensive coding knowledge. - <img src="https://github.com/cakriwut.png?size=120" width="12px" height="12px" /> **[Azure DevOps Integration Server](https://github.com/cakriwut/ado-mcp-server)** - Integrates with Azure DevOps to manage work items, pipelines, and pull requests from the Cline environment. Automates tasks and retrieves project information to streamline development processes. - <img src="https://github.com/CamdenClark.png?size=120" width="12px" height="12px" /> **[JIRA](https://github.com/CamdenClark/jira-mcp)** - Interact with JIRA to execute JQL searches and retrieve detailed information about specific issues, facilitating integration with Large Language Models (LLMs). - <img src="https://github.com/cantian-ai.png?size=120" width="12px" height="12px" /> **[Bazi Calculator](https://github.com/cantian-ai/bazi-mcp)** - Provides precise Bazi (Chinese metaphysical) calculations to deliver insights on personality and destiny. It enables AI agents to access accurate Bazi data for applications in fortune-telling and cultural analysis. - <img src="https://github.com/Cappahccino.png?size=120" width="12px" height="12px" /> **[Supabase MCP Server](https://github.com/Cappahccino/SB-MCP)** - Seamlessly interact with Supabase to perform CRUD operations on Postgres tables, optimizing database management tasks and enabling real-time data access for applications. - <img src="https://github.com/captainChaozi.png?size=120" width="12px" height="12px" /> **[Search Intent Analysis Service](https://github.com/captainChaozi/search-intent-mcp)** - Analyzes user search keywords to reveal intent and provides insights for enhancing SEO strategies. Delivers possible categories, reasoning, and related references to improve search effectiveness. - <img src="https://github.com/Castrozan.png?size=120" width="12px" height="12px" /> **[Token Info Server](https://github.com/Castrozan/token-info-mcp)** - Validates OAuth tokens and retrieves detailed information including expiration status, validity time, client details, associated scopes, and user ID. Enables seamless integration with MCP-compatible clients to streamline token management workflows. - <img src="https://github.com/cayirtepeomer.png?size=120" width="12px" height="12px" /> **[Gerrit Code Review Server](https://github.com/cayirtepeomer/gerrit-code-review-mcp)** - Integrates with the Gerrit code review system to facilitate the fetching of change details, comparison of patchset differences, and analysis of file modifications. Streamlines code review workflows by providing access to detailed change information in an efficient manner. - <img src="https://github.com/ccabanillas.png?size=120" width="12px" height="12px" /> **[Notion Integration Server](https://github.com/ccabanillas/notion-mcp)** - Integrate with Notion's API to manage your databases and pages, allowing for querying, creation, and updates of content within your Notion workspace. Features include searching across the workspace and retrieving database details with type safety and proper error handling. - <img src="https://github.com/ccnn2509.png?size=120" width="12px" height="12px" /> **[SEO Automation and Optimization](https://github.com/ccnn2509/app-seo-ai)** - Automates SEO tasks and optimizes content using insights from Google Ads Keyword Planner, including keyword research, SERP analysis, and competitor analysis. Provides tailored SEO recommendations based on data-driven insights. - <img src="https://github.com/cct20152.png?size=120" width="12px" height="12px" /> **[myExcel](https://github.com/cct20152/myExcel)** - A web-based spreadsheet application that supports essential Excel functions such as cell merging, insertion, deletion, and custom formatting. Users can interactively edit cells, apply styles, and manage cell selections through intuitive controls. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[Adobe Analytics MCP Server by CData](https://github.com/CDataSoftware/adobe-analytics-mcp-server-by-cdata)** - Enables natural language querying of live Adobe Analytics data, providing real-time insights without the need for SQL. Utilizes the CData JDBC Driver to expose Adobe Analytics data as relational SQL models for conversational queries. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[CData JDBC MCP Server](https://github.com/CDataSoftware/cdata-jdbc-mcp-server)** - Queries live data from over 300 sources using CData JDBC Drivers through a Model Context Protocol interface, enabling natural language access without requiring SQL knowledge. It facilitates integration with AI clients to retrieve real-time information from various data sources. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[ADP MCP Server by CData](https://github.com/CDataSoftware/adp-mcp-server-by-cdata)** - Enables natural language querying of live ADP data via a read-only MCP interface, integrating ADP data into AI clients for real-time insights and data retrieval. Utilizes CData's JDBC driver technology to provide access to complex data sources without requiring SQL knowledge. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[CData Connect Cloud MCP Server](https://github.com/CDataSoftware/connectcloud-mcp-server)** - Query and manage cloud-connected data sources using SQL, perform metadata introspection, and execute stored procedures. Integrates with AI workflows to support data-driven decision making. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[Excel Online MCP Server by CData](https://github.com/CDataSoftware/excel-online-mcp-server-by-cdata)** - Enables natural language querying of live data from Excel Online through a Model Context Protocol (MCP) interface, facilitating integration of Excel data into AI workflows. Provides read-only access to Excel Online data via a JDBC driver without requiring SQL knowledge. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[Dynamics 365 MCP Server by CData](https://github.com/CDataSoftware/dynamics-365-mcp-server-by-cdata)** - Enables natural language querying of live Dynamics 365 data through an MCP interface, facilitating read-only access to data without requiring SQL knowledge. Utilizes the CData JDBC Driver to provide a simple way for LLMs to retrieve up-to-date insights from Dynamics 365. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[Google Calendar MCP Server by CData](https://github.com/CDataSoftware/google-calendars-mcp-server-by-cdata)** - Query live Google Calendar data through a read-only interface using natural language. Retrieve calendar events and related information seamlessly integrated into AI workflows. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[Gmail MCP Server by CData](https://github.com/CDataSoftware/gmail-mcp-server-by-cdata)** - Enable querying of live Gmail data through a read-only MCP interface using natural language, making Gmail data accessible as relational models via the CData JDBC Driver. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[Google Analytics MCP Server by CData](https://github.com/CDataSoftware/google-analytics-mcp-server-by-cdata)** - Provides a read-only interface to query live Google Analytics data using natural language, converting analytics information into relational models via the CData JDBC Driver. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[Sage Intacct MCP Server by CData](https://github.com/CDataSoftware/intacct-mcp-server-by-cdata)** - Provides a read-only interface for querying live Intacct data using natural language, enabling seamless integration with large language models (LLMs) to access up-to-date financial and operational information. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[MySQL MCP Server by CData](https://github.com/CDataSoftware/mysql-mcp-server-by-cdata)** - Connect to MySQL databases to perform natural language queries, retrieve table and column metadata, and execute SQL SELECT queries through a simple MCP interface. Designed for LLM clients to access live MySQL data seamlessly. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[Microsoft Teams MCP Server by CData](https://github.com/CDataSoftware/microsoft-teams-mcp-server-by-cdata)** - Enable natural language queries to access and retrieve real-time Microsoft Teams data without SQL knowledge, leveraging the CData JDBC Driver for seamless AI integration. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[NetSuite MCP Server by CData](https://github.com/CDataSoftware/netsuite-mcp-server-by-cdata)** - Enables natural language querying of live NetSuite data via a read-only MCP interface, utilizing the CData JDBC Driver to expose NetSuite data as relational SQL models. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[HubSpot MCP Server by CData](https://github.com/CDataSoftware/hubspot-mcp-server-by-cdata)** - Enables natural language querying of live HubSpot data via a read-only MCP interface without requiring SQL knowledge. Utilizes the CData JDBC Driver to access and retrieve real-time HubSpot information for LLMs. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[Jira MCP Server by CData](https://github.com/CDataSoftware/jira-mcp-server-by-cdata)** - Connects to live Jira data using a read-only Model Context Protocol interface, enabling natural language queries to retrieve current information without SQL knowledge. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[Salesforce MCP Server by CData](https://github.com/CDataSoftware/salesforce-mcp-server-by-cdata)** - Enables natural language querying of live Salesforce data through an MCP interface without requiring SQL knowledge. Connects AI models to Salesforce data for seamless retrieval of tables, columns, and execution of queries. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[Workday MCP Server by CData](https://github.com/CDataSoftware/workday-mcp-server-by-cdata)** - Enables natural language querying of live Workday data through a read-only MCP interface, allowing LLMs to retrieve up-to-date information without needing SQL knowledge. Utilizes the CData JDBC Driver to connect and expose Workday data as relational SQL models. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[Slack MCP Server by CData](https://github.com/CDataSoftware/slack-mcp-server-by-cdata)** - Enables natural language querying of live Slack data through a read-only MCP interface, allowing users to access and retrieve real-time information from their Slack workspace without SQL knowledge. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[Veeva MCP Server by CData](https://github.com/CDataSoftware/veeva-mcp-server-by-cdata)** - Enables natural language querying of live Veeva data through a straightforward MCP interface, allowing real-time information retrieval without requiring SQL knowledge. Interfaces with the CData JDBC Driver for easy access to Veeva data models. - <img src="https://github.com/CDataSoftware.png?size=120" width="12px" height="12px" /> **[QuickBooks Online MCP Server by CData](https://github.com/CDataSoftware/quickbooks-online-mcp-server-by-cdata)** - Provides a read-only interface for querying live QuickBooks Online data using natural language, facilitating seamless integration with AI clients for real-time financial insights. - <img src="https://github.com/Ceeon.png?size=120" width="12px" height="12px" /> **[任务管理工具](https://github.com/Ceeon/MCP-prompt)** - A task management tool that enables users to retrieve and manage tasks efficiently. It provides a simple API to access the task list and detailed information on specific tasks. - <img src="https://github.com/Ceeon.png?size=120" width="12px" height="12px" /> **[FindMCP](https://github.com/Ceeon/findmcp)** - Provides a directory of MCP services specifically designed for integration with the Cursor editor, allowing seamless access to Smithery.ai URLs for enhancing LLM capabilities. - <img src="https://github.com/celyes.png?size=120" width="12px" height="12px" /> **[GitHub Integration Server](https://github.com/celyes/github-mcp-server)** - Integrate with GitHub APIs for automation and interaction, enabling the ability to extract repository data and manage workflows. Build AI-powered tools that connect with GitHub's ecosystem and customize functionalities through configurable toolsets. - <img src="https://github.com/centralmind.png?size=120" width="12px" height="12px" /> **[CentralMind Gateway](https://github.com/centralmind/gateway)** - Universal MCP server tailored for databases, facilitating secure and compliant interactions optimized for large language models and AI agents. It supports a variety of database systems including PostgreSQL, MySQL, and ElasticSearch among others. - <img src="https://github.com/Chandrakant0110.png?size=120" width="12px" height="12px" /> **[Slack MCP Server](https://github.com/Chandrakant0110/slack-mcp)** - Interact with Slack by managing channels, posting messages, and retrieving user profiles through a standardized API interface. Enhance team collaboration and workflow automation within a Slack workspace. - <img src="https://github.com/Chakra-Network.png?size=120" width="12px" height="12px" /> **[Chakra MCP Server](https://github.com/Chakra-Network/mcp-server)** - Interact with databases using natural language queries, enabling the creation, updating, and deletion of tables. Manage real-time data insights through subscribed data shares. - <img src="https://github.com/ChaplinLittleJenius.png?size=120" width="12px" height="12px" /> **[ELADMIN后台管理系统](https://github.com/ChaplinLittleJenius/eladmin-mp)** - A backend management system built on Spring Boot that supports user management, role management, menu management, and offers code generation for both front and back end. It integrates various tools for operational management and performance monitoring. - <img src="https://github.com/Chase-Bullock.png?size=120" width="12px" height="12px" /> **[Python Jira MCP Server](https://github.com/Chase-Bullock/python-jira-mcp)** - Integrates with Jira to enable AI models to perform operations like searching for issues using JQL queries and retrieving detailed information about specific Jira issues. - <img src="https://github.com/chargebee.png?size=120" width="12px" height="12px" /> **[Chargebee MCP Server](https://github.com/chargebee/agentkit)** - Integrate Chargebee's API services and documentation directly into coding environments to enhance development efficiency. Provide context-aware code snippets and access to Chargebee's knowledge base for streamlined integration processes. - <img src="https://github.com/chatmcp.png?size=120" width="12px" height="12px" /> **[Flomo Note Writer](https://github.com/chatmcp/mcp-server-flomo)** - Write notes directly to Flomo by capturing and sending text content through a simple integration, streamlining the note-taking workflow. - <img src="https://github.com/Chenzhi-Ana.png?size=120" width="12px" height="12px" /> **[飞书MCP机器人](https://github.com/Chenzhi-Ana/feishu_mcp_server)** - Connects Claude or Cursor users with the Feishu bot through an MCP server, enabling the execution of business logic via the Feishu API. Facilitates automation and interaction by integrating language model capabilities with Feishu applications. - <img src="https://github.com/cheukyin175.png?size=120" width="12px" height="12px" /> **[Metabase Analytics Integration Server](https://github.com/cheukyin175/metabase-mcp)** - Integrate with the Metabase analytics platform to access dashboards, cards, and databases. Execute queries and retrieve structured data through a conversational interface with comprehensive logging and error handling capabilities. - <img src="https://github.com/chicuza.png?size=120" width="12px" height="12px" /> **[Bitrix24 REST API PHP SDK](https://github.com/chicuza/bitrix24-php-sdk)** - PHP library to interact with the Bitrix24 REST API, supporting flexible authentication methods and efficient data handling. Provides features like typed method calls and batch queries for integrating with Bitrix24 portals. - <img src="https://github.com/chicuza.png?size=120" width="12px" height="12px" /> **[fast_bitrix24](https://github.com/chicuza/fast_bitrix24)** - Provides a Python API wrapper for Bitrix24 to efficiently retrieve and manipulate data via REST API, handling batching, parallel requests, and rate limiting. Supports both synchronous and asynchronous clients with OAuth authorization and progress tracking. - <img src="https://github.com/ChiragPatankar.png?size=120" width="12px" height="12px" /> **[AI Customer Support Bot](https://github.com/ChiragPatankar/AI-Customer-Support-Bot--MCP-Server)** - Provides AI-powered customer support by processing queries in real-time and integrating with Glama.ai for context fetching and Cursor AI for response generation. - <img src="https://github.com/choi20201101.png?size=120" width="12px" height="12px" /> **[Naver DataLab MCP Server](https://github.com/choi20201101/ccfm_naver)** - Access Naver DataLab data through an MCP server interface, enabling queries and the use of analytics in AI applications. Supports retrieval and manipulation of Naver DataLab insights for data-driven decision making. - <img src="https://github.com/chris-miaskowski.png?size=120" width="12px" height="12px" /> **[Custom GitLab Server](https://github.com/chris-miaskowski/custom-gitlab-mcp-server)** - Integrate AI assistants with GitLab repositories to manage files, issues, and merge requests. Perform actions like searching for repositories, updating files, and forking projects. - <img src="https://github.com/chriscarrollsmith.png?size=120" width="12px" height="12px" /> **[Task Manager](https://github.com/chriscarrollsmith/taskqueue-mcp)** - Manage multi-step tasks with user approval checkpoints, streamline project workflows, and track progress efficiently. The tool features task visualization, status state management, and an enhanced CLI for inspection and management. - <img src="https://github.com/chrisdoc.png?size=120" width="12px" height="12px" /> **[Hevy Fitness API MCP Server](https://github.com/chrisdoc/hevy-mcp)** - Access and manage workout data through the Hevy fitness tracking app's API, enabling interaction with workouts, routines, and exercise templates. - <img src="https://github.com/Chris-June.png?size=120" width="12px" height="12px" /> **[Role-Specific Context Server](https://github.com/Chris-June/MCP-Server)** - Manages AI agents by defining contextual boundaries based on specific roles, ensuring tailored instructions and relevant memory for each agent while allowing for dynamic adjustments in tone and style. Supports the creation and management of custom roles with dedicated system prompts and memory isolation. - <img src="https://github.com/chiziuwaga.png?size=120" width="12px" height="12px" /> **[Vercel AI SDK](https://github.com/chiziuwaga/vercel-ai-sdk-mcp-project)** - Integrates Vercel AI SDK core functionalities into AI development environments, enabling intelligent responses and dynamic data handling for applications. Supports features like object generation, text generation, streaming text, and UI component creation. - <img src="https://github.com/ChrisL108.png?size=120" width="12px" height="12px" /> **[Outline Document Search Server](https://github.com/ChrisL108/outline-mcp)** - Search and retrieve documents from Outline knowledge bases, facilitating access to internal documentation. Supports secure access via interactive credentials and environment variables. - <img src="https://github.com/ChronulusAI.png?size=120" width="12px" height="12px" /> **[Chronulus AI Forecasting & Prediction Agents](https://github.com/ChronulusAI/chronulus-mcp)** - Provides advanced forecasting and prediction capabilities to enhance decision-making processes with real-time insights. Integrates seamlessly with existing workflows for efficient data utilization. - <img src="https://github.com/ChristophEnglisch.png?size=120" width="12px" height="12px" /> **[Keycloak](https://github.com/ChristophEnglisch/keycloak-model-context-protocol)** - Manage users and realms in Keycloak, including creating and deleting users, as well as listing available realms and users within specific realms. - <img src="https://github.com/Chrusic.png?size=120" width="12px" height="12px" /> **[Todoist-mcp-server-extended](https://github.com/Chrusic/todoist-mcp-server-extended)** - Integrate natural language task management with Todoist to manage tasks, projects, and labels using everyday language. This server provides tools for creating, updating, and completing tasks seamlessly. - <img src="https://github.com/cjo4m06.png?size=120" width="12px" height="12px" /> **[Shrimp Task Manager](https://github.com/cjo4m06/mcp-shrimp-task-manager)** - Guides agents through structured workflows to enhance programming efficiency and manage task memory effectively, reducing redundancy in coding processes. - <img src="https://github.com/cjohnstonr.png?size=120" width="12px" height="12px" /> **[ClickUp Task Integration Server](https://github.com/cjohnstonr/clickup-mcp-server)** - Manage and interact with ClickUp tasks, spaces, lists, and folders using natural language commands. Enables creation, updating, organization, and tracking of tasks and tags within a workspace. - <img src="https://github.com/cjohnstonr.png?size=120" width="12px" height="12px" /> **[ClickUp Task Integration Server](https://github.com/cjohnstonr/clickup-mcp-server)** - Manage and interact with ClickUp tasks, spaces, lists, and folders using natural language commands. Provides features for creating, updating, organizing, and tracking tasks and tags within the ClickUp workspace. - <img src="https://github.com/clarenous.png?size=120" width="12px" height="12px" /> **[VeyraX MCP](https://github.com/clarenous/veyrax-mcp)** - VeyraX MCP enables seamless integration of various tools across multiple MCP-compatible environments through a single authentication. Users can efficiently manage and utilize their tools within AI assistants and editors without repeated logins. - <img src="https://github.com/CircleCI-Public.png?size=120" width="12px" height="12px" /> **[CircleCI MCP Server](https://github.com/CircleCI-Public/mcp-server-circleci)** - Facilitates natural language interactions with CircleCI functionality, enabling retrieval of build logs, analysis of failures, and management of CI/CD processes directly from IDEs. Integrates CircleCI commands into the development workflow for enhanced efficiency. - <img src="https://github.com/clay-inc.png?size=120" width="12px" height="12px" /> **[Clay MCP](https://github.com/clay-inc/clay-mcp)** - A simple server for accessing networks and integrating various tools to enhance applications and workflows. It facilitates seamless connections to existing systems for efficient data handling and functionality. - <img src="https://github.com/claymore666.png?size=120" width="12px" height="12px" /> **[Connection Hub for AI Tools and Services](https://github.com/claymore666/MCPConnectionHub)** - Centralized gateway for unifying access to various AI tools and services via an OpenAI-compatible API. Supports both synchronous and asynchronous execution while managing jobs with a comprehensive tracking system. - <img src="https://github.com/ClyingDeng.png?size=120" width="12px" height="12px" /> **[MasterGO MCP Server](https://github.com/ClyingDeng/MasterGO-McpServer)** - Facilitates the building and deployment of MCP services by providing a framework for integrating external data and tools, enabling context-aware applications. - <img src="https://github.com/CodeByWaqas.png?size=120" width="12px" height="12px" /> **[GitLab PR Analysis Server](https://github.com/CodeByWaqas/MRConfluenceLinker-mcp-server)** - Fetch and analyze GitLab merge requests, and store the analysis results in Confluence documentation to enhance documentation workflows. - <img src="https://github.com/codefriar.png?size=120" width="12px" height="12px" /> **[Salesforce CLI MCP Server](https://github.com/codefriar/sf-mcp)** - Integrate Salesforce CLI commands into AI workflows to execute commands, view help information, and manage Salesforce projects directly from LLM tools. - <img src="https://github.com/cloudflare.png?size=120" width="12px" height="12px" /> **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Interact with Cloudflare services including deploying Workers, managing KV Store, handling R2 Storage, executing SQL queries in D1 databases, and retrieving analytics data. - <img src="https://github.com/codacy.png?size=120" width="12px" height="12px" /> **[Codacy MCP Server](https://github.com/codacy/codacy-mcp-server)** - Access and manage code quality, security, and repository data from the Codacy API, enabling analysis of repository metrics and issues. Integrates with development workflows for seamless management of code quality and security checks. - <img src="https://github.com/codyde.png?size=120" width="12px" height="12px" /> **[Sentry MCP Server](https://github.com/codyde/mcp-sentry-ts)** - Interact with Sentry's API to retrieve and analyze error