Awesome-MCP-ZH

# Awesome-MCP-ZH  Welcome to `Awesome-MCP-ZH`, a collection of MCP (Model Context Protocol) resources designed for Chinese users! Here you'll find basic introductions, tutorials, clients, servers, and community resources for MCP, helping you quickly get started with this "universal plug" in the AI world. [](https://discord.gg/EXT6TpW3) [](README.md) - Author: 云中江树 - If friends in China want to experience MCP capabilities quickly and for free, I recommend the combination of Cherry Studio (client) + 阿里 Qwen (large model). The advantages are free, simple operation, LLM does not require magic, and no recharge is required. - My experience with LLM selection is: Claude4.5 > GPT-5 > Gemini-2.5 > Qwen3-Max > DeepSeek Analysis articles: - [ 10分钟搞定高德地图MCP！我用AI解决了约会地点选择难题 ](https://mp.weixin.qq.com/s/SUifLfJIBX_JNIZesTm8CA) - [ 因为Manus爆火的 Claude MCP，90%人的认知可能都是错的](https://mp.weixin.qq.com/s/mT43PSiyO9ZsXKCbiVsWzQ) - [ 刚官宣支持MCP，就发布自家Agent协议（A2A），扒一扒Google暗藏的小心思](https://mp.weixin.qq.com/s/Zoq2bgPfJIERAzPiN1l0QA) - [阿里云拥抱 MCP 这步棋，太多人都没有真正看懂](https://mp.weixin.qq.com/s/GrEWFqpmvp1LfURAT1XzZw) - [ 详解 MCP 传输机制 ](https://mp.weixin.qq.com/s/gmgo_glOzbvdFwePP1yQ9g) --- ## What is MCP? MCP stands for **Model Context Protocol**, launched by Anthropic in November 2024, and is an open-source communication standard. Simply put, it equips AI with a "super network cable", allowing AI to seamlessly connect with external tools, data, and systems. - **Analogy**: AI is a smart but homebound nerd, and MCP is its "delivery person", helping it get data and do work. - **Goal**: To enable AI to not only chat but also take real action, such as querying databases, sending emails, and writing code.  Want to learn more? See [official introduction](https://www.anthropic.com/news/model-context-protocol). Microsoft's Model Context Protocol (MCP) course for beginners is also good, I recommend it: - [mcp-for-beginners](https://github.com/microsoft/mcp-for-beginners) --- ## What can MCP do? MCP can turn AI from a "talking head" into a "doer". Here are a few examples: 1. **Connect to tools**: Send messages with Slack, manage code with GitHub, and build 3D models with Blender. 2. **Query data**: Directly access your computer files, database records, and even real-time information online. 3. **Handle complex tasks**: When writing a webpage, AI can check code, generate images, and debug the page, all in one go. 4. **Human-machine collaboration**: AI does half the work and asks for your opinion, and continues after you nod. **Example**: Install a Slack MCP server in Cursor, and AI can send messages to notify the team while writing code, which is super convenient! --- ## MCP Clients MCP clients are the AI's "control panel". Here are a few popular choices: - **Claude Desktop** - **Introduction**: Claude desktop version, accessible to ordinary people. - **Features**: Official client, connects to various MCP servers, such as connecting to Blender MCP to build 3D models using natural language. - **Link**: [Anthropic Official Website](https://docs.anthropic.com) - **Screenshot**:  - **Tips**: You can play without writing code, beginner-friendly. - **Cherry Studio** - **Introduction**: Emerging client, supports visual configuration. - **Features**: Configure MCP servers with a simple click, easy to get started. - **Link**: [Cherry Studio](https://github.com/CherryHQ/cherry-studio) - **Screenshot**:  - **Tips**: Under development, pay attention to community dynamics. - **5ire** - **Introduction**: A modern AI assistant and MCP client that supports multiple mainstream service providers. - **Features**: Connects tools and data sources through the MCP protocol, providing file system access, database interaction, remote data acquisition, and other functions; supports local knowledge base, usage analysis, prompt library, bookmarks, quick search, and other features. - **Link**: [5ire Official Website](https://5ire.app/) | [GitHub Repository](https://github.com/nanbingxyz/5ire) - **Screenshot**:  - **Tips**: Suitable for developers and non-developers, supports multiple platforms (Windows, macOS, Linux). - **Cursor** - **Introduction**: Code editor, becomes an "all-rounder" with MCP installed. - **Features**: Write code, send Slack messages, generate images. - **Link**: [Official Website](https://cursor.sh/) - **Screenshot**:  - **Tips**: Must-have for programmers, try connecting to GitHub MCP. - **DeepChat** - **Introduction**: An intelligent assistant that connects powerful AI with the personal world. - **Features**: Supports multi-model cloud services (such as DeepSeek, OpenAI, etc.) and local model deployment (such as Ollama), with multi-channel chat concurrency support, complete Markdown rendering, local file processing, MCP support, and other features. - **Link**: [DeepChat Official Website](https://deepchat.thinkinai.xyz/) | [GitHub Repository](https://github.com/ThinkInAIXYZ/deepchat) - **Screenshot**:  - **Tips**: Suitable for developers and non-developers, supports multiple platforms (Windows, macOS, Linux), and can be quickly integrated into existing workflows through MCP. - **ChatWise** - **Introduction**: Powerful and privacy-focused. - **Features**: Supports any LLM model (such as GPT-4, Claude, Gemini, etc.), with multi-modal chat (audio, PDF, images, text, etc.), web search (Tavily API or local browser), MCP tool integration (such as Notion, Google Sheets, etc.), and real-time rendering of HTML/React/charts, etc. - **Link**: [ChatWise Official Website](https://chatwise.app/) | [Documentation](https://docs.chatwise.app/) - **Screenshot**:  - **Tips**: Data is stored entirely locally, suitable for users who need efficient tools; expand its functionality through MCP! - **eechat** - **Introduction**: Simple and easy-to-use locally deployed LLM tool, focusing on privacy, security, and performance. - **Features**: One-click integration, management, and operation of multiple MCP tools, visual configuration + automatic reading of Readme MCP configuration information, built-in Node, Python runtime environment, compatible with Claude, Cursor configuration, and supports localized deployment of models. - **Link**: [eechat Official Website](https://ee.chat/) | [GitHub Repository](https://github.com/Lucassssss/eechat) - **Screenshot**:  - **Tips**: Low threshold, suitable for beginners. - **Other MCP Client Resources** - [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients) --- ## Featured MCP Server List Model Context Protocol (MCP) servers are the "toolboxes" that empower AI models to interact with external tools, data, and systems. The following is a curated list of MCP servers by different application scenarios, sorted by scenario and quality (official/reference > common/mature > community/specific), making it easier for Chinese users to find and use. **Description:** * **Name:** Click to jump to the corresponding GitHub repository. * **Chinese Introduction:** Briefly describes the main functions and uses of the server. * **Remarks:** Contains developer information (e.g., official, community), main technologies, applicable platforms, or key features. --- ### 🌐 Browser Automation and Web Interaction *(Enabling AI to browse web pages, extract information, fill out forms, etc., like humans)* | Name | Description | Remarks | | :------------------------------------------------------------------- | :-------------------------------------------------------------------------------- | :--------------------------------------------------------------------------------- | | [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) | Microsoft official, using Playwright to allow AI to precisely control web pages and automate data scraping. | Official implementation, strongly recommended for browser automation, suitable for scenarios requiring fine-grained web interaction. | | [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) | Cloud-based browser automation service that can navigate web pages, extract data, fill out forms, etc., without local installation. | Official implementation (Browserbase) 🎖️, TypeScript development 📇, cloud-based browser operation. | | [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) | Official reference implementation, using Puppeteer for browser automation and web scraping. | Official reference, TypeScript development 📇, local execution 🏠, basic tools for web scraping and interaction. | | [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) | Integrates Apify platform's 3000+ cloud tools for data extraction from websites, e-commerce, social media, etc. | Official implementation (Apify), TypeScript development 📇, cloud-based data scraping tool library ☁️. | | [AgentQL](https://github.com/tinyfish-io/agentql-mcp) | Enables AI agents to extract structured data from unstructured web pages. | Official implementation (TinyFish IO) 🎖️, TypeScript development 📇, web page data structuring extraction ☁️. | | [Firecrawl](https://github.com/mendableai/firecrawl-mcp-server) | Uses Firecrawl to extract web page data, supporting JavaScript rendering. | Official implementation (Mendable AI), TypeScript development, advanced web scraping. | | [Oxylabs](https://github.com/oxylabs/oxylabs-mcp) | Uses Oxylabs Web API to scrape websites, supporting dynamic rendering and structured data extraction. | Official implementation (Oxylabs), Python development, professional-grade web scraping. | | [Hyperbrowser](https://github.com/hyperbrowserai/mcp) | A new generation of AI agent browser automation platform, supporting large-scale, seamless operations. | Official implementation (Hyperbrowser AI), TypeScript development, large-scale browser automation. | | [ScreenshotOne](https://github.com/screenshotone/mcp/) | Uses ScreenshotOne service to render website screenshots. | Official implementation (ScreenshotOne), TypeScript development, web page screenshot tool. | | [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) | Official reference implementation, flexibly obtains web page content (HTML/JSON/MD) and optimizes it for AI processing. | Official reference, Python development 🐍, local/cloud 🏠☁️, basic web page content acquisition. | | [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) | MCP server using Playwright for browser automation. | Community implementation, Python development 🐍. | | [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) | Python MCP server using Playwright, more suitable for LLMs. | Community implementation, Python development 🐍. | | [browsermcp/mcp](https://github.com/browsermcp/mcp) | Automates local Chrome browser. | Community implementation, TypeScript development 📇, local execution 🏠. | | [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) | Packages browser-use as an MCP server with SSE transmission, including Dockerfile. | Community implementation, Python development 🐍. | | [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) | MCP server using Playwright for browser automation and web scraping. | Community implementation, TypeScript development 📇. | | [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) | Pairs with a browser extension to enable LLM clients to control the user's Firefox browser. | Community implementation, TypeScript development 📇, local execution 🏠. | | [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) | Extracts structured data from any website, get JSON with just a prompt. | Community implementation, Python development 🐍, local execution 🏠. | | [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) | Minimal MCP server/client implementation using Azure OpenAI and Playwright. | Community implementation, Python development 🐍, local execution 🏠. | | [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) | MCP server for interacting with manifest v2 compatible browsers. | Community implementation, TypeScript development 📇, local execution 🏠. | | [RAG Web Browser](https://github.com/apify/mcp-server-rag-web-browser) | Apify open-source tool that performs web searches, scrapes URLs, and returns content in Markdown format. | Community implementation (Apify), TypeScript development 📇, web browsing combined with RAG ☁️. | | [scrapling-fetch](https://github.com/cyberchitta/scrapling-fetch-mcp) | Get text content from websites with anti-scraping measures. | Community implementation, Python development, bypasses anti-scraping. | | [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) | Uses Playwright headless browser to get web page content, supporting JS rendering and intelligent extraction (Markdown/HTML). | Community implementation, TypeScript development 📇, local execution 🏠, Playwright web page content extraction. | | [ryoppippi/sitemcp](https://github.com/ryoppippi/sitemcp) | Scrapes an entire website and uses it as an MCP server. | Supports TypeScript, provides tool naming strategies, page matching, content selectors, etc. Can be installed and run via NPM, Bun, etc. | | [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) | MCP server that supports searching Bilibili content. | Community implementation, TypeScript development 📇, local execution 🏠. | --- ### 💻 Development and Code Execution *(Enables AI to run code, analyze codebases, integrate with development tools, etc.)* | Name | Description | Notes | | :------------------------------------------------------------------- | :------------------------------------------------------------------------------------ | :----------------------------------------------------------------------------------- | | [21st.dev Magic](https://github.com/21st-dev/magic-mcp) | 21st.dev official integration, create beautiful UI components inspired by top design engineers. | Official implementation (21st.dev) 🎖️, UI component creation. | | [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) | Pydantic product, run Python code in a secure sandbox environment, suitable for developing programming agents. | Official implementation (Pydantic) 🎖️, Python development 🐍, local execution 🏠, secure code execution. | | [E2B](https://github.com/e2b-dev/mcp-server) | Run code in a secure cloud sandbox provided by E2B. | Official implementation (E2B), TypeScript development, cloud-based secure code sandbox. | | [JetBrains IDE Proxy](https://github.com/JetBrains/mcpProxy) | JetBrains official proxy, connect to JetBrains IDE. | Official implementation (JetBrains) 🎖️, TypeScript development 📇, local execution 🏠, IDE connection. | | [JetBrains](https://github.com/JetBrains/mcp-jetbrains) | JetBrains official integration, allows AI to process code in JetBrains IDE. | Official implementation (JetBrains), Kotlin development, IDE code manipulation. | | [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) | Execute LLM-generated code in a secure, scalable sandbox environment, and create custom MCP tools with JS/Python. | Official implementation (YepCode) 🎖️, TypeScript development 📇, cloud service ☁️, secure code execution, custom tools. | | [yzfly/mcp-python-interpreter](https://github.com/yzfly/mcp-python-interpreter) | Secure, standardized Python environment with support for code execution, environment, and package management. | Community benchmark, lightweight Python execution environment, suitable for development and data analysis. | | [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) | Analyze codebase dependencies, generate diagrams, and help AI understand project structure. | Community implementation, multi-language (Py 🐍/TS 📇/Rust 🦀), code structure analysis. | | [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) | Manage code preferences and patterns, support semantic search, and facilitate access to technical documentation in the IDE. (Mem0 official) | Official implementation (Mem0 AI) 🎖️, Python development 🐍, local execution 🏠, programmer's memory assistant and preference management. | | [code-executor](https://github.com/bazinga012/mcp_code_executor) | Allows AI to execute Python code in a specified Conda environment. | Community implementation, Python development, Conda environment code execution. | | [code-sandbox-mcp](https://github.com/Automata-Labs-team/code-sandbox-mcp) | Creates a secure Docker container environment to execute code. | Community implementation, Python development, Docker sandbox code execution. | | [knowlyr-sandbox](https://github.com/liuxiaotong/knowlyr-agent/tree/main/packages/sandbox) | Code Agent execution sandbox — Docker isolation, file capture, timeout control, providing a secure runtime environment for LLM code agents. | Community implementation, Python development 🐍, local execution 🏠, Docker sandbox execution. | | [ForeverVM](https://github.com/jamsocket/forevervm/tree/main/javascript/mcp-server) | Runs Python code in a code sandbox. | Official implementation (Jamsocket), JavaScript development, code sandbox. | | [Riza](https://github.com/riza-io/riza-mcp) | A platform provided by Riza for arbitrary code execution and tool usage. | Official implementation (Riza), Go development, general code execution platform. | | [Roundtable](https://github.com/askbudi/roundtable) | Zero-configuration MCP server for unified AI programming assistants, designed for autonomous agent development, simplifying multi-AI tool integration workflows. | Community implementation 🌟, Python development 🐍, local/cloud deployment 🏠☁️, pip install roundtable-ai | | [Semgrep](https://github.com/semgrep/mcp) | Allows AI agents to use Semgrep for code security scanning. (Semgrep official) | Official implementation (Semgrep) 🎖️, TypeScript development 📇, code security scanning ☁️. (Note: There are duplicates in the list, one Py and one TS) | | [ZenML](https://github.com/zenml-io/mcp-zenml) | Interacts with the ZenML MLOps/LLMOps platform to manage machine learning workflows. (ZenML official) | Official implementation (ZenML) 🎖️, Python development 🐍, local/cloud 🏠☁️, MLOps workflow management. | | [vivekVells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) | Uses Pandoc for seamless document format conversion (Markdown, HTML, PDF, DOCX, CSV, etc.). | Community implementation, Python development 🐍, local execution 🏠, document format conversion. | | [oraios/serena](https://github.com/oraios/serena) | A fully functional coding agent that relies on symbolic code manipulation using language servers. | Community implementation, Python development 🐍, local execution 🏠, coding agent. | | [ezyang/codemcp](https://github.com/ezyang/codemcp) | A coding agent with basic read, write, and command-line tools. | Community implementation, Python development 🐍, local execution 🏠, coding agent. | | [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) | Enhanced file system and search tools, along with coding-specific commands and prompts. (Also includes command-line functionality) | Community implementation, TypeScript development 📇, local execution 🏠, cross-platform 🍎🪟🐧, coding/file/command-line tools. | | [maxim-saplin/mcp_safe_local_python_executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor) | Safe Python interpreter based on HF Smolagents `LocalPythonExecutor`. | Community implementation, Python development, local secure Python execution. | | [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) | Line-oriented text file editor. Optimized for LLM tools, minimizing token usage through efficient partial file access. | Community implementation, Python development 🐍, local execution 🏠, text editing. | | [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) | Connect to VSCode IDE and use semantic tools like `find_usages`. | Community implementation, TypeScript development 📇, VSCode integration. | | [xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) | JVM-based MCP server implementation project. | Community implementation, TypeScript development 📇, local execution 🏠, JVM integration. | | [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) | Efficiently provides TypeScript API information to agents, enabling them to handle untrained APIs. | Official implementation (yWorks), TypeScript development 📇, local execution 🏠, TypeScript API information. | | [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) | Flexible MCP server for fetching JSON, text, and HTML data. | Community implementation, TypeScript development 📇, local execution 🏠, data fetching. | | [idosal/git-mcp](https://github.com/idosal/git-mcp) | Universal remote MCP server for connecting to any GitHub repository or project to retrieve documentation. | Community implementation, TypeScript development 📇, cloud service ☁️, remote GitHub documentation access ([gitmcp.io](https://gitmcp.io/)). | | [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) | MCP server for interacting with Bugsnag. | Community implementation, TypeScript development 📇, cloud service ☁️, Bugsnag integration. | | [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) | MCP server for CSV files. | Community implementation, TypeScript development 📇, cloud service ☁️, CSV processing. | | [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) | Connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter. | Community implementation, Python development 🐍, local execution 🏠, Jupyter integration. | | [Lstmxx/yapi-mcp-server](https://github.com/Lstmxx/yapi-mcp-server) | An MCP service that automates the generation of TypeScript code from Yapi's API definitions using LLM. |Community implementation, TypeScript development 📇,local execution 🏠 | | [tersePrompts/jarp-mcp](https://github.com/tersePrompts/jarp-mcp) | Java Archive Reader Protocol - Provides AI agents with instant access to decompiled Java code in Maven dependencies, as if equipping AI with "X-ray vision". | Community implementation 🌟, Node.js/Java development ☕🟢, local execution 🏠, Java class analysis and decompilation, CFR built-in, intelligent caching | | [tersePrompts/fastMCP4J](https://github.com/tersePrompts/fastMCP4J) | Lightweight annotation-driven framework for building MCP servers in Java, JSON Schema 2020-12 compatible, secure, fast, zero-configuration. | Community implementation 🌟, Java development ☕, local execution 🏠, annotation-driven, 12 dependencies, supports asynchronous, memory, task, file operations | --- ### 🖥️ Command Line & Shell Interaction *(Let AI execute command line instructions and interact with the Shell)* | Name | Description | Remarks | | :------------------------------------------------------------------- | :---------------------------------------------------------------------------------------------- | :---------------------------------------------------------------------------------------- | | [iTerm MCP](https://github.com/ferrislucas/iterm-mcp) | Integrates with macOS's iTerm2 terminal, allowing AI to execute and monitor terminal commands. | Community implementation, Python development 🐍, local execution 🏠, macOS terminal control 🍎. | | [Windows CLI](https://github.com/SimonB97/win-cli-mcp-server) | Securely executes command lines (PowerShell, CMD, Git Bash) on Windows systems. | Community implementation, Python development 🐍, local execution 🏠, Windows command line control 🪟. | | [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) | Runs any command using the `run_command` and `run_script` tools. | Community implementation, TypeScript development 📇, local execution 🏠, general command execution. | | [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) | Command line interface with secure execution and customizable security policies. | Community implementation, Python development 🐍, local execution 🏠, secure command line execution. | | [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) | DeepSeek-like MCP server for terminal. | Community implementation, Python development 🐍, local execution 🏠, terminal interaction. | | [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) | Secure Shell command execution server implementing the Model Context Protocol (MCP). | Community implementation, Python development, secure Shell execution. | | [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) | Versatile tool to manage/execute programs, read/write/search/edit code and text files. (Also includes code/file functionality) | Community implementation, TypeScript development 📇, local execution 🏠, cross-platform 🍎🪟🐧, command line/file/program management. | --- ### 🔄 Version Control (Git / GitHub / GitLab) *(Let AI operate code repositories, manage Pull Requests, handle Issues, etc.)* | Name | Description | Remarks | | :------------------------------------------------------------------- | :---------------------------------------------------------------------------------------------- | :-------------------------------------------------------------------------------------------- | | [github/github-mcp-server](https://github.com/github/github-mcp-server) | Officially from GitHub, allows AI to deeply integrate with GitHub via API for automated workflows, etc. | Official implementation (GitHub), Go development 🏎️. Comprehensive functionality, recommended Docker deployment. | | [Gitee](https://github.com/oschina/mcp-gitee) | Official Gitee integration, manages Gitee repositories, Issues, and Pull Requests. | Official implementation (Gitee/oschina) 🎖️, Go development 🏎️, cloud/local ☁️🏠, essential for Gitee users. | | [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) | Official Gitea integration, interacts with Gitea instances via MCP. | Official implementation (Gitea) 🎖️, Go development 🏎️, cloud/local ☁️🏠, cross-platform 🍎🪟🐧, Gitea integration. | | [modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) | Official reference implementation, integrates GitHub API, manages repositories, files, PRs, and Issues. | Official reference, TypeScript development 📇, cloud service ☁️, essential for heavy GitHub users. | | [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) | Official reference implementation, directly operates local Git repositories for reading, searching, and analysis. | Official reference, Python development 🐍, local execution 🏠, local Git repository operations. | | [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) | Official reference implementation, integrates GitLab API for project management and CI/CD operations. | Official reference, TypeScript development 📇, cloud/local ☁️🏠, suitable for GitLab users. | | [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) | Uses LLM to read and analyze GitHub repositories. | Community implementation, Python development 🐍, local execution 🏠, GitHub repository analysis. | | [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) | MCP server for GitHub Enterprise API integration. | Community implementation, TypeScript development 📇, cloud/local ☁️🏠, GitHub Enterprise integration. | | [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) | Seamlessly interacts with Issues and Merge Requests in GitLab projects. | Community implementation, TypeScript development 📇, cloud service ☁️, GitLab Issues/MR operations. | | [Github Actions](https://github.com/ko1ynnky/github-actions-mcp-server) | Interacts with Github Actions to manage workflows. | Community implementation, TypeScript development, GitHub Actions management. | | [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) | Azure DevOps integration for repository management, work items, and pipelines. | Community implementation, TypeScript development 📇, cloud service ☁️, Azure DevOps integration. | --- ### 🗄️ Database Interaction *(Let AI query databases, check table structures, and even modify data)* | Name | Description | Remarks | | :------------------------------------------------------------------- | :---------------------------------------------------------------------------------------------------- | :--------------------------------------------------------------------------------------------------------- | | [Alibaba Cloud AnalyticDB for MySQL](https://github.com/aliyun/alibabacloud-adb-mysql-mcp-server) | Alibaba Cloud AnalyticDB for MySQL official integration, connect to AnalyticDB for MySQL clusters for database metadata query and data analysis. | Official Implementation (Alibaba Cloud) 🎖️, Alibaba Cloud database service. | | [Alibaba Cloud AnalyticDB for PostgreSQL](https://github.com/aliyun/alibabacloud-adbpg-mcp-server) | Alibaba Cloud AnalyticDB for PostgreSQL official integration, connect to AnalyticDB for PostgreSQL instances to query and analyze data. | Official Implementation (Alibaba Cloud) 🎖️, Alibaba Cloud PostgreSQL service. | | [Aiven](https://github.com/Aiven-Open/mcp-aiven) | Aiven official integration, navigate Aiven projects, and interact with PostgreSQL®, Kafka®, ClickHouse®, OpenSearch® services. | Official Implementation (Aiven) 🎖️, Python Development 🐍, Cloud Service ☁️, Aiven cloud database management. | | [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) | ClickHouse official integration, connect to ClickHouse databases for querying and schema checking. | Official Implementation (ClickHouse) 🎖️, Python Development 🐍, Cloud Service ☁️, ClickHouse data analysis tool. | | [Chroma](https://github.com/chroma-core/chroma-mcp) | Chroma official integration for embeddings, vector search, document storage, and full-text search. | Official Implementation (Chroma) 🎖️, Python Development 🐍, Local/Cloud 🏠☁️, AI application database, vector search. | | [confluentinc/mcp-confluent](https://github.com/confluentinc/mcp-confluent) | Confluent integration, interacts with Confluent Kafka and Confluent Cloud REST API. | Official Implementation (Confluent) 🎖️, Python Development 🐍, Cloud Service ☁️, Kafka integration. | | [fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) | Fireproof official integration, immutable ledger database with real-time synchronization support. | Official Implementation (Fireproof) 🎖️, TypeScript Development 📇, Cloud Service ☁️, Distributed database synchronization. | | [googleapis/genai-toolbox](https://github.com/googleapis/genai-toolbox) | Google's official open-source MCP server, focused on providing simple, fast, and secure tools for databases. | Official Implementation (Google) 🎖️, Go Development 🏎️, Cloud Service ☁️, Google Cloud database tools. | | [GreptimeDB](https://github.com/GreptimeTeam/greptimedb-mcp-server) | GreptimeDB official integration, allows AI to safely explore and analyze time-series data in GreptimeDB. | Official Implementation (Greptime) 🎖️, Python Development 🐍, Local Run 🏠, GreptimeDB time-series data analysis. | | [Milvus](https://github.com/zilliztech/mcp-server-milvus) | Zilliz/Milvus official integration, search, query, and interact with data in Milvus vector databases. | Official Implementation (Zilliz/Milvus) 🎖️, Python Development 🐍, Local/Cloud 🏠☁️, Milvus vector database operations. | | [MotherDuck](https://github.com/motherduckdb/mcp-server-motherduck) | MotherDuck official integration, query and analyze data using MotherDuck and local DuckDB. | Official Implementation (MotherDuck), Python Development, DuckDB cloud service interaction. | | [Neo4j](https://github.com/neo4j-contrib/mcp-neo4j/) | Neo4j official contribution, operates Neo4j graph databases (schema + read/write Cypher) and provides memory capabilities for graph databases. | Official Contribution (Neo4j) 🎖️, Python Development 🐍, Local Run 🏠, Graph database operations and memory. | | [Neon](https://github.com/neondatabase/mcp-server-neon) | Neon official integration, interacts with the Neon serverless Postgres platform to create and manage databases. | Official Implementation (Neon) 🎖️, TypeScript Development 📇, Cloud Service ☁️, Neon Serverless PG management. | | [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) | Nile's Postgres platform MCP server - Use LLMs to manage and query Postgres databases, tenants, users, authentication. | Official Implementation (Nile) 🎖️, Python Development, Nile PG platform management. | | [Qdrant](https://github.com/qdrant/mcp-server-qdrant/) | Qdrant official integration, implements a semantic memory layer based on the Qdrant vector search engine. | Official Implementation (Qdrant) 🎖️, Python Development 🐍, Local Run 🏠, Qdrant vector search and memory. | | [SingleStore](https://github.com/singlestore-labs/mcp-server-singlestore) | SingleStore official integration, interacts with the SingleStore database platform. | Official Implementation (SingleStore), Python Development, SingleStore database operations. | | [StarRocks](https://github.com/StarRocks/mcp-server-starrocks) | StarRocks official integration, interacts with the StarRocks database. | Official Implementation (StarRocks), Python Development, StarRocks data warehouse interaction. | | [supabase-community/supabase-mcp](https://github.com/supabase-community/supabase-mcp) | Supabase official MCP server, connects AI assistants directly to your Supabase project, allowing tasks such as managing tables, getting configurations, and querying data. | Official Implementation (Supabase Community) 🎖️, TypeScript Development 📇, Cloud Service ☁️, Supabase project management and querying. | | [Tinybird](https://github.com/tinybirdco/mcp-tinybird) | Tinybird official integration, interacts with the Tinybird serverless ClickHouse platform (query and API capabilities). | Official Implementation (Tinybird) 🎖️, Python Development 🐍, Cloud Service ☁️, Tinybird platform interaction. | | [weaviate/mcp-server-weaviate](https://github.com/weaviate/mcp-server-weaviate) | Connects to Weaviate collections as a knowledge base and uses Weaviate as a chat memory store MCP server. | Official Implementation (Weaviate) 🎖️, Python/TypeScript Development 🐍📇, Cloud Service ☁️, Weaviate knowledge base/memory. | | [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) | Official reference implementation, integrates PostgreSQL, supports querying and schema analysis. | Official Reference, TypeScript Development 📇, Local Run 🏠, PostgreSQL database operations. | | [modelcontextprotocol/server-redis](https://github.com/modelcontextprotocol/servers/tree/main/src/redis) | Official reference implementation, interacts with Redis key-value storage. | Official Reference, TypeScript Development, Redis cache/storage operations. | | [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) | Official reference implementation, operates SQLite databases and has built-in business intelligence capabilities. | Official Reference, Python Development 🐍, Local Run 🏠, Local SQLite database operations. | | [DBHub](https://github.com/bytebase/dbhub/) | Universal database MCP server, can connect to MySQL, PostgreSQL, SQLite, DuckDB, etc. | Community Implementation (Bytebase) 🎖️, TypeScript Development 📇, Local Run 🏠, Multiple database support. | | [alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) | Supabase MCP server, supports SQL query execution and database exploration tools. | Community Implementation, Supabase Integration. | | [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) | Alibaba Cloud Tablestore MCP service, features include adding documents, semantic search of documents based on vectors and scalars, RAG friendly, Serverless. | Official Implementation (Alibaba Cloud) 🎖️, Java/Python Development ☕🐍, Cloud Service ☁️, Alibaba Cloud Tablestore. | | [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) | MySQL database integration in NodeJS with configurable access control and schema checking. | Community Implementation, Node.js Development, Cloud/Local ☁️🏠, MySQL Integration (Node.js). | | [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) | TiDB database integration with schema checking and querying capabilities. | Community Implementation, Python Development 🐍, Cloud Service ☁️, TiDB Integration. | | [Canner/wren-engine](https://github.com/Canner/wren-engine) | Semantic engine for MCP clients and AI Agents. | Community Implementation, Python/Rust Development 🐍🦀, Local Run 🏠, Semantic Engine. | | [centralmind/gateway](https://github.com/centralmind/gateway) | MCP and MCP SSE server that automatically generates APIs based on database schema and data. Supports PG, Clickhouse, MySQL, Snowflake, BigQuery, Supabase. | Community Implementation, Go Development 🏎️, Local Run 🏠, Cross-platform 🍎🪟, Automatic database API generation. | | [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) | Provides an MCP server implementation for Elasticsearch interaction. | Community Implementation, Python Development 🐍, Local Run 🏠, Elasticsearch Integration. | | [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) | Trino MCP server for querying and accessing data from Trino clusters. | Community Implementation, Python Development 🐍, Cloud Service ☁️, Trino Integration. | | [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) | Python implementation of MySQL integration with access control and schema checking. | Community Implementation, Python Development 🐍, Local Run 🏠, MySQL database operations. | | [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) | Read and write Airtable databases with schema checking. | Community implementation, TypeScript development 📇, local execution 🏠, Airtable read and write. | | [edwinbernadus/nocodb-mcp-server](https://github.com/edwinbernadus/nocodb-mcp-server) | Nocodb database integration, read and write capabilities. | Community implementation, TypeScript development 📇, cloud service ☁️, Nocodb integration. | | [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) | Google BigQuery integrated server implementation, supports direct access and querying. | Community implementation, TypeScript development 📇, cloud service ☁️, BigQuery integration (TS). | | [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) | MySQL database integration based on Node.js, providing secure database operations. | Community implementation, Node.js development, local execution 🏠, MySQL integration (Node.js). | | [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) | High-performance multi-database MCP server (Go), supports MySQL & PG (NoSQL coming soon). Includes tools for querying, transactions, schema exploration, etc. | Community implementation, Go development 🏎️, local execution 🏠, multi-database support (Go). | | [furey/mongodb-lens](https://github.com/furey/mongodb-lens) | Fully functional MongoDB database MCP server. | Community implementation, TypeScript development 📇, local execution 🏠, MongoDB advanced operations. | | [gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp) | Firebase services, including Auth, Firestore, and Storage. | Community implementation, Firebase integration 🔥, cloud service ☁️. | | [get-convex/convex-backend](https://stack.convex.dev/convex-mcp-server) | Convex database integration for introspecting tables, functions, and running one-off queries. | Official implementation (Convex) 🎖️, TypeScript development 📇, cloud service ☁️, Convex integration. ([Source](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts)) | | [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) | MCP server (FastMCP) providing secure read-only access to SQLite databases. LLM can explore queries, with security features and query validation. | Community implementation, Python development 🐍, local execution 🏠, SQLite secure read-only access (FastMCP). | | [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) | Executes queries against the InfluxDB OSS API v2. | Community implementation, TypeScript development 📇, cloud/local ☁️🏠, InfluxDB queries. | | [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) | Snowflake integration, implementing read and (optional) write operations and insight tracking. | Community implementation, Python development 🐍, cloud service ☁️, Snowflake integration. | | [joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) | Supabase MCP server for managing and creating projects and organizations in Supabase. | Community implementation, Supabase management. | | [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) | MCP server for Apache Kafka and Timeplus. Can list Kafka topics, poll messages, save data locally, and query streaming data with SQL via Timeplus. | Community implementation, Python development 🐍, cloud service ☁️, Kafka/Timeplus integration. | | [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) | VikingDB integration with collection and index introduction, vector storage and search capabilities. | Community implementation, Python development 🐍, cloud service ☁️, VikingDB integration. | | [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) | Model Context Protocol server for MongoDB. | Community implementation, TypeScript development 📇, local execution 🏠, MongoDB integration (TS). | | [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) | DuckDB database integration with schema checking and querying capabilities. | Community implementation, Python development 🐍, local execution 🏠, DuckDB integration. | | [BigQuery (by LucasHild)](https://github.com/LucasHild/mcp-server-bigquery) | Lets AI inspect BigQuery database schemas and execute queries. | Community implementation, Python development 🐍, cloud service ☁️, Google BigQuery queries. | | [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) | Connects to any JDBC-compatible database and performs queries, inserts, updates, deletes, etc. | Community implementation (Quarkiverse), Java development ☕, local execution 🏠, generic JDBC connection. | | [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) | Memgraph MCP server - includes tools for executing queries and schema resources against Memgraph. | Official implementation (Memgraph) 🎖️, Python development 🐍, local execution 🏠, Memgraph integration. | | [openlink/mcp-server-odbc](https://github.com/OpenLinkSoftware/mcp-odbc-server) | MCP server for generic Database Management System (DBMS) connectivity via the Open Database Connectivity (ODBC) protocol. | Community implementation (OpenLink), Python development 🐍, local execution 🏠, generic ODBC connection. | | [openlink/mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) | MCP server for generic DBMS connectivity using Python ODBC (pyodbc) via SQLAlchemy. | Community implementation (OpenLink), Python development 🐍, local execution 🏠, generic SQLAlchemy connection (ODBC). | | [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) | Query and analyze Azure Data Explorer databases. | Community implementation, Python development 🐍, cloud service ☁️, Azure Data Explorer queries. | | [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) | Query and analyze the Prometheus open-source monitoring system. | Community implementation, Python development 🐍, cloud service ☁️, Prometheus queries. | | [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) | MongoDB integration that enables LLMs to interact directly with the database. | Community implementation, TypeScript development 📇, local execution 🏠, MongoDB integration (TS). | | [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) | Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include library management, table operations, etc. | Community implementation, Python development 🐍, cloud service ☁️, Airtable full-featured operations (Python). | | [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) | Generic SQLAlchemy database integration, supports PG, MySQL, MariaDB, SQLite, Oracle, MS SQL Server, etc. Includes schema/relationship checking and large dataset analysis capabilities. | Community implementation, Python development 🐍, local execution 🏠, generic SQLAlchemy integration. | | [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) | Pinecone integration with vector search capabilities. | Community implementation, Python development 🐍, cloud service ☁️, Pinecone vector search. | | [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) | Generic database MCP server, supports PG, Redshift, CockroachDB, MySQL, RDS MySQL, MS SQL Server, BigQuery, Oracle DB, SQLite. | Community implementation, Python development 🐍, local execution 🏠, multiple database support (Python). | | [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) | DolphinDB database integration with schema checking and querying capabilities. | Community implementation, Python development 🐍, cloud service ☁️, DolphinDB integration. | | [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) | MCP server that supports querying data from databases using natural language, powered by XiyanSQL as the text-to-SQL LLM. | Community implementation, TypeScript development 📇, cloud service ☁️, natural language to SQL query (XiyanSQL). | | [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) | Model Context Protocol server for interacting with Google Sheets. Provides tools for creating, reading, updating, and managing spreadsheets. | Community implementation, Python development 🐍, cloud service ☁️, Google Sheets operations. | | [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) | Easy-to-use, zero-dependency MySQL MCP server (Go) with configurable read-only mode and schema checking. | Community implementation, Go development 🏎️, local execution 🏠, MySQL integration (Go). | --- ### ☁️ Cloud Platform and Service Integration (AWS, Cloudflare, Azure, K8s, etc.) *(Let AI manage cloud resources, call cloud service APIs, etc.)* | Name | Chinese Introduction | Remarks | | :------------------------------------------------------------------- | :--------------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------------------ | | [Alibaba Cloud DataWorks](https://github.com/aliyun/alibabacloud-dataworks-mcp-server) | | Official implementation (Alibaba Cloud) 🎖️, Alibaba Cloud data platform. | | [AWS MCP Servers](https://github.com/awslabs/mcp) | | Official implementation (AWS) 🎖️, covering AWS API, documentation/best practices, infrastructure and deployment, and other scenarios, can be used with various MCP clients (IDE, chat applications, etc.). | | [Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) | | Official implementation (Cloudflare) 🎖️, TypeScript development 📇, cloud service ☁️, Cloudflare platform management. | | [AWS KB Retrieval](https://github.com/modelcontextprotocol/servers/tree/main/src/aws-kb-retrieval-server) | | Official reference, TypeScript development, AWS Bedrock knowledge base. | | [AWS S3](https://github.com/aws-samples/sample-mcp-server-s3) | | Official example (AWS), TypeScript development, S3 file retrieval. | | [VolcEngine TOS](https://github.com/dinghuazhou/sample-mcp-server-tos) | | Official example (VolcEngine), TypeScript development, VolcEngine TOS file retrieval. | | [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) | | Community implementation, TypeScript development 📇, cloud service ☁️, IPFS storage operation. | | [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) | | Community implementation, Python development 🐍, cloud service ☁️, AWS management via CLI (secure Docker). | | [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) | | Community implementation, Python development 🐍, Kubernetes CLI operation (secure Docker). | | [AWS Resources Operations](https://github.com/baryhuang/mcp-server-aws-resources-python) | | Community implementation, Python development, AWS resource management via Boto3. | | [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) | | Community implementation, Python development 🐍, cloud service ☁️, VMware ESXi/vCenter management. | | [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) | | Community implementation, TypeScript development 📇, cloud/local ☁️🏠, Kubernetes operation (TS). | | [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) | | Community implementation, TypeScript development 📇, cloud/local ☁️🏠, Azure Resource Graph query. | | [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) | | Community implementation, Azure CLI encapsulation. | | [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) | | Community implementation, cloud service ☁️, Netskope Private Access integration. | | [Kubernetes (Go)](https://github.com/strowk/mcp-k8s-go) | | Community implementation, Go development 🏎️, cloud/local ☁️🏠, Kubernetes cluster management (Go). | | [Kubernetes and OpenShift](https://github.com/manusa/kubernetes-mcp-server) | | Community implementation, Go development 🏎️, local operation 🏠, Kubernetes/OpenShift advanced management. | | [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) | | Community implementation, Rust development 🦀, local operation 🏠, Terraform management. | | [Pulumi](https://github.com/dogukanakkaya/pulumi-mcp-server) | | Community implementation, Go development, Pulumi IaC management. | | [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) | | Community implementation, Python development 🐍, cloud/local ☁️🏠, Kubernetes natural language interaction. | | [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) | | Community implementation, Go development 🏎️, cloud/local ☁️🏠, AI-driven K8s management. | | [thunderboltsid/mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix) | | Community implementation, Go development 🏎️, local/cloud 🏠☁️, Nutanix Prism Central interaction. | | [weibaohui/k8m](https://github.com/weibaohui/k8m) | | Community implementation, Go development 🏎️, cloud/local ☁️🏠, multi-cluster K8s management (with UI). | | [weibaohui/kom](https://github.com/weibaohui/kom) | | Community implementation, Go development 🏎️, cloud/local ☁️🏠, multi-cluster K8s management (SDK). | | [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) | | Community implementation, Go development 🏎️, cloud/local ☁️🏠, K8s management and health analysis. | | [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) | | Community implementation, Python development 🐍, cloud/local ☁️🏠, Azure Data Lake Storage management. | --- ### 🔍 Search *(Let AI call various search engines or professional search services)* | Name | Description | Remarks | | :------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------ | | [Alibaba Cloud OpenSearch](https://github.com/aliyun/alibabacloud-opensearch-mcp-server) | Alibaba Cloud OpenSearch official integration, AI agents interact with OpenSearch through standardized interfaces. | Official implementation (Alibaba Cloud) 🎖️, Alibaba Cloud search service. | | [Exa](https://github.com/exa-labs/exa-mcp-server) | Exa official integration, using the Exa search engine designed specifically for AI for searching. | Official implementation (Exa) 🎖️, TypeScript development 📇, Cloud service ☁️, AI-specific search engine. | | [Kagi Search](https://github.com/kagisearch/kagimcp) | Kagi official integration, using Kagi's search API for web searching. | Official implementation (Kagi) 🎖️, TypeScript development 📇, Cloud service ☁️, Kagi search engine. (User list is Py, awesome is TS) | | [Perplexity](https://github.com/ppl-ai/modelcontextprotocol) | Perplexity official integration, connecting to the Perplexity Sonar API to achieve real-time full-network research. | Official implementation (Perplexity), Python development, Perplexity real-time search. | | [Search1API](https://github.com/fatwang2/search1api-mcp) | Search1API official integration, one API implements search, crawl, and sitemap functions (API Key required). | Official implementation (Search1API), TypeScript development 📇, Cloud service ☁️, Multifunctional search API. | | [Tavily](https://github.com/tavily-ai/tavily-mcp) | Tavily official integration, a search engine designed specifically for AI agents (search + extraction). | Official implementation (Tavily), Python development, AI agent-specific search engine. | | [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) | AgentQL MCP server, providing AgentQL's data extraction capabilities. | Official implementation (TinyFish IO) 🎖️, TypeScript development 📇, Cloud service ☁️, AgentQL data extraction. | | [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server) | Vectorize MCP server for advanced retrieval, private deep research, arbitrary file to Markdown extraction, and text chunking. | Official implementation (Vectorize) 🎖️, TypeScript development 📇, Cloud service ☁️, Advanced retrieval/RAG. | | [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) | Query network asset information through the ZoomEye MCP server. | Official implementation (ZoomEye), TypeScript development 📇, Cloud service ☁️, Network space surveying search. | | [Brave Search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) | Official reference implementation, using Brave's search API for web and local search. | Official reference, TypeScript development 📇, Cloud service ☁️, Brave search engine. | | [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) | MCP server for searching job listings, supporting filtering by date, keywords, remote work options, etc. | Community implementation, TypeScript development 📇, Local execution 🏠, Job search. | | [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) | Kagi Search API integration (community implementation version). | Community implementation, TypeScript development 📇, Cloud service ☁️, Kagi search (community TS version). | | [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) | MCP that allows LLM to search and read papers from arXiv. | Community implementation, Python development 🐍, Cloud service ☁️, arXiv paper search. | | [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) | MCP that allows LLM to search and read medical/life science papers from PubMed. | Community implementation, Python development 🐍, Cloud service ☁️, PubMed paper search. | | [angheljf/nyt](https://github.com/angheljf/nyt) | Search for articles using the NYTimes API. | Community implementation, TypeScript development 📇, Cloud service ☁️, New York Times article search. | | [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) | Clojars MCP server, providing the latest dependency information for Clojure libraries. | Community implementation, TypeScript development 📇, Cloud service ☁️, Clojure dependency search. | | [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) | Search ArXiv research papers. | Community implementation, Python development 🐍, Cloud service ☁️, ArXiv search (another version). | | [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) | Google News integration, automatic topic classification, multilingual support, comprehensive search capabilities (SerpAPI). | Community implementation, TypeScript development 📇, Cloud service ☁️, Google News search (SerpAPI). | | [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp) | Provides a Python MCP server for OpenAI's built-in `web_search` tool. | Community implementation, Python development 🐍, Local/Cloud 🏠☁️, OpenAI web search simulation. | | [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) | Crawl, embed, chunk, search, and retrieve dataset information through Trieve. | Official implementation (Trieve) 🎖️, TypeScript development 📇, Cloud/Local 🏠☁️, Trieve RAG platform. | | [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) | Access data, web scraping, and document conversion APIs provided by Dumpling AI. | Official implementation (Dumpling AI) 🎖️, TypeScript development 📇, Cloud service ☁️, Dumpling AI API integration. | | [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) | MCP server for searching Hacker News, getting headlines, etc. | Community implementation, Python development 🐍, Cloud service ☁️, Hacker News search. | | [genomoncology/biomcp](https://github.com/genomoncology/biomcp) | Biomedical research server, providing access to PubMed, ClinicalTrials.gov, and MyVariant.info. | Community implementation, Python development 🐍, Cloud service ☁️, Biomedical information search. | | [Google Custom Search](https://github.com/adenot/mcp-google-search) | Provides Google search results through the Google Custom Search API. | Community implementation, TypeScript development, Google Custom Search. | | [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server) | MCP server for Unsplash image search. | Community implementation, Python development 🐍, Cloud service ☁️, Unsplash image search. | | [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) | Connects to a SearXNG meta-search engine instance. | Community implementation, TypeScript development 📇, Local/Cloud 🏠☁️, SearXNG meta-search. | | [isnow890/naver-search-mcp](https://github.com/isnow890/naver-search-mcp) | Naver Search API integration MCP server, supporting blog, news, shopping search, and DataLab analysis functions. | Community implementation, TypeScript development 📇, Cloud service ☁️, Naver search (Korea). | | [Bing Web Search API](https://github.com/leehanchung/bing-search-mcp) | Server implementation of Microsoft Bing Web Search API. | Community implementation, Python development 🐍, Bing search. (Awesome list is TS, user list is Py, may have multiple implementations) | | [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) | Tavily AI Search API (community implementation version). | Community implementation, TypeScript development 📇, Cloud service ☁️, Tavily search (community TS version). | | [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) | Search Google and conduct in-depth web research on any topic. | Community implementation, Search and research. | | [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) | Perform web searches using DuckDuckGo. | Community implementation, Python development 🐍, Cloud service ☁️, DuckDuckGo search (Python). | | [pskill9/web-search](https://github.com/pskill9/web-search) | MCP server for free web search using Google search results without an API Key. | Community implementation, TypeScript development 📇, Local execution 🏠, Free Google search. | | [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) | Provides an MCP server for OpenAI/Perplexity-like autonomous deep research, structured query refinement, and concise reporting. | Community implementation, TypeScript development 📇, Cloud service ☁️, Autonomous deep research. | | [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) | MCP server connecting to a searXNG instance (community implementation version). | Community implementation, Python development 🐍, Local execution 🏠, SearXNG meta-search (Python). | | [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) | Get the LaTeX source code of arXiv papers to handle mathematical content and formulas. | Community implementation, Python development 🐍, Cloud service ☁️, arXiv LaTeX source code retrieval. | | [the0807/GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server) | MCP server for retrieving and processing news data from the GeekNews website. | Community implementation, Python development 🐍, cloud service ☁️, GeekNews news acquisition. | | [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) | Tavily AI search API (community implementation version). | Community implementation, Python development 🐍, cloud service ☁️, Tavily search (community Py version). | | [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server) | TypeScript-based MCP server providing DuckDuckGo search functionality. | Community implementation, TypeScript development 📇, local/cloud 🏠☁️, DuckDuckGo search (TypeScript). | | [mcp-local-rag](https://github.com/nkapila6/mcp-local-rag) | Locally run RAG-style web search using MediaPipe Embedder and DuckDuckGo. | Community implementation, Python development, local RAG search (no API key required). | | [douyin-mcp-server](https://github.com/yzfly/douyin-mcp-server) | Extract Douyin watermark-free video links, video copy, douyin-mcp-server | Community implementation, Python development, API defaults to using [SiliconFlow API](https://cloud.siliconflow.cn/i/TxUlXG3u) | | [Aas-ee/open-webSearch](https://github.com/Aas-ee/open-webSearch) | A Model Context Protocol (MCP) server based on multi-engine search results that supports free web search without API keys. | Community implementation, TypeScript development 📇, local operation 🏠, cloud service ☁️, supports Bing, Baidu, DuckDuckGo, Brave, Exa, Github, and CSDN. | | [Multi-Source Media MCP Server (M3S)](https://github.com/Decade-qiu/Multi-Source-Media-MCP-Server) | Multi-source media aggregation and generation, unified access to Unsplash/Pexels, web crawling media, supports multi-backend AI image generation and full-network image crawler. | Native Go ✨, local operation 🏠, supports multi-platform media API and AI image generation, crawler extension. | | [MLT-OSS/FirstData](https://github.com/MLT-OSS/FirstData) | The world's most comprehensive knowledge base of authoritative data sources, 132+ verified data sources (government, international organizations, academic institutions), helping AI reduce hallucinations. Provides structured metadata, 100% URL verification, and support for both Chinese and English. Goal: 1000+ data sources. | Local/cloud 🏠☁️, deep coverage of Chinese data sources 🇨🇳, AI fact defense, anti-hallucination data base. | --- ### 💬 Communication & Collaboration (Slack, Email, Calendar, Social, etc.) *(Enables AI to send/receive messages, manage schedules, participate in team collaboration, etc.)* | Name | Description | Remarks | | :------------------------------------------------------------------- | :------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------ | | [agentmail-toolkit/mcp](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) | MCP server for instantly creating inboxes to send, receive, and process emails. Designed for AI Agents. | Official implementation (AgentMail) 🎖️, Python development 🐍, email processing. | | [Inbox Zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) | Official Inbox Zero integration, AI personal email assistant (based on Gmail, provides features like identifying emails that need reply/follow-up). | Official implementation (Inbox Zero) 🎖️, Python development 🐍, cloud service ☁️, intelligent email management. | | [gotoHuman](https://github.com/gotohuman/gotohuman-mcp-server) | Official gotoHuman integration, allows AI agents and automation to send requests to humans for approval. | Official implementation (gotoHuman), TypeScript development, human-AI collaboration approval. | | [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) | MCP server integrating Microsoft Teams messaging (read/send/mention/list members/threads). | Community implementation (InditexTech), Python development 🐍, cloud service ☁️, Microsoft Teams integration. | | [modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) | Bluesky instance integration for querying and interaction. | Official reference (speculated, under MCP org), TypeScript development 📇, cloud service ☁️, Bluesky social integration. | | [modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) | Official reference implementation, integrates Slack, AI can manage channels, send messages. | Official reference, TypeScript development 📇, cloud service ☁️, Slack team collaboration. | | [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) | MCP server connecting the entire Microsoft 365 suite (Graph API), including email, files, Excel, calendar, etc. | Community implementation, TypeScript development 📇, cloud service ☁️, Microsoft 365 suite integration. | | [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) | Nostr MCP server, allows interaction with Nostr, publishing notes, etc. | Community implementation, cloud service ☁️, Nostr social protocol integration. | | [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) | Interacts with Twitter search and timelines. | Community implementation, Python development 🐍, cloud service ☁️, Twitter interaction. | | [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) | MCP server interacting with the Google Tasks API. | Community implementation, TypeScript development 📇, cloud service ☁️, Google Tasks management (TS). | | [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) | MCP server that securely interacts with the iMessage database, allowing LLMs to query and analyze conversations (including verification/attachments/contacts/group chats/sending/receiving). | Community implementation, Python development 🏎️, local execution 🏠, macOS iMessage integration 🍎. | | [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) | Telegram API integration, access user data, manage conversations, retrieve messages, and handle read status. | Community implementation, Go development 🏎️, local execution 🏠, Telegram integration (Go). | | [ClaudePost](https://github.com/ZilongXue/claude-post) | Implements seamless email management for Gmail, supporting email search, reading, and sending. | Community implementation, Python development, Gmail email operations. | | [Discord (by v-3)](https://github.com/v-3/discordmcp) | Connects to Discord servers via bot, reading and writing channel messages. | Community implementation, TypeScript development, Discord message interaction. | | [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) | MCP server application for sending various types of messages to WeChat Work group robots. | Community implementation, Go development 🚀, cloud service ☁️, WeChat Work robot. | | [Gmail](https://github.com/GongRzhe/Gmail-MCP-Server) | Gmail integration with automatic authentication, for Claude Desktop. | Community implementation, Python development, Gmail integration (with authentication). | | [Gmail Headless](https://github.com/baryhuang/mcp-headless-gmail) | Remotely hostable Gmail server that can send and receive emails without local credentials or file system. | Community implementation, Python development, remote Gmail operations. | | [Google Calendar (by v-3)](https://github.com/v-3/google-calendar) | Integrates Google Calendar, check schedules, find free time, add/delete events. | Community implementation, TypeScript development, Google Calendar management. | | [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) | MCP server (FastMCP) providing secure access to the iMessage database, allowing LLMs to query and analyze conversations (including verification/attachments). | Community implementation, Python development 🐍, local execution 🏠, macOS iMessage integration 🍎 (FastMCP). | | [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) | MCP server and host providing access to Mattermost teams, channels, and messages. The host integrates as a bot and can configure the MCP server. | Community implementation, Python development 🐍, local execution 🏠, Mattermost integration. | | [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) | MCP server for searching personal WhatsApp messages, contacts, and sending messages to individuals or groups. | Community implementation, Python/Go development 🐍🏎️, WhatsApp interaction. | | [LINE](https://github.com/amornpan/py-mcp-line) | Integrates LINE Bot, allowing AI to read and analyze LINE conversations. | Community implementation, Python development, LINE conversation analysis. | | [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) | Gmail and Google Calendar integration. | Community implementation, Python development 🐍, cloud service ☁️, Gmail/Google Calendar integration. | | [Apple Calendar](https://github.com/Omar-v2/mcp-ical) | Interacts with macOS Calendar, creating/modifying events, listing schedules, finding free time slots, etc. | Community implementation, Python development 🐍, local execution 🏠, macOS Calendar management 🍎. | | [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) | MCP server interacting with the VRChat API. Can retrieve information about friends, worlds, avatars, etc. | Community implementation, TypeScript development 📇, local execution 🏠, VRChat API interaction. | | [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) | MCP server interacting with the Google Calendar API (TypeScript version). | Community implementation, TypeScript development 📇, cloud service ☁️, Google Calendar integration (TS). | | [tomba-io/tomba-mcp-server](https://github.com/tomba-io/tomba-mcp-server) | Email discovery, verification, and data enrichment tool. Can find email addresses, verify deliverability, enrich contact data, discover authors and LinkedIn profiles, verify phone numbers, and analyze tech stacks. | Community implementation, TypeScript development 📇, cloud service ☁️, email verification and contact data enrichment. | | [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) | MCP server for sending notifications to mobile phones using ntfy. | Community implementation, ntfy notifications. | | [Telegram](https://github.com/chigwell/telegram-mcp) | Integrates Telegram via Telethon, supporting paginated reading of chats, retrieving and sending messages. | Community implementation, Python development, Telegram message interaction. | | [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) | DIDLogic MCP server. Adds functionality to manage SIP endpoints, numbers, and destinations. | Community implementation, Python development 🐍, cloud service ☁️, DIDLogic (VoIP) integration. | | [X (Twitter) (by vidhupv)](https://github.com/vidhupv/x-mcp) | Directly create, manage, and publish X/Twitter tweets via Claude. | Community implementation, Python development, Twitter tweet management. | | [VibeMarketing](https://vibemarketing.ninja/mcp) | X/Twitter and LinkedIn social media scheduling tool with AI-powered content generation. OAuth authentication, scheduled posting, account management, subscription tracking. | Remote MCP server ☁️, social media marketing automation. | | [Google Tasks (by zcaceres)](https://github.com/zcaceres/gtasks-mcp) | Google Tasks API server. | Community implementation, TypeScript development 📇, cloud service ☁️, Google Tasks management (TS). | --- ### 💰 Finance & Cryptocurrency *(Enables AI to access financial data, analyze stocks, interact with blockchains, etc.)* | Name | Description | Notes | | :--------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------------ | :----------------------------------------------------------------------------------------------------------- | | [Adfin](https://github.com/Adfin-Engineering/mcp-server-adfin) | Official Adfin integration, the only platform you need to get paid - unified payments, invoicing, and accounting reconciliation. | Official Implementation (Adfin) 🎖️, Payment and accounting platform. | | [BICScan](https://github.com/ahnlabio/bicscan-mcp) | Get risk scores/asset holdings for EVM blockchain addresses (EOA, CA, ENS) and even domains. (Official BICScan) | Official Implementation (AhnLab) 🎖️, Python Development 🐍, Cloud Service ☁️, Blockchain address risk analysis. | | [Bankless Onchain](https://github.com/bankless/onchain-mcp) | Query on-chain data such as ERC20 tokens, transaction history, smart contract status. (Official Bankless) | Official Implementation (Bankless) 🎖️, TypeScript Development 📇, Cloud Service ☁️, On-chain data query. | | [base/base-mcp](https://github.com/base/base-mcp) | Base Network integration, providing on-chain tools to interact with the Base network and Coinbase API (wallet/transfer/contract/DeFi). | Official Implementation (Base/Coinbase) 🎖️, TypeScript Development 📇, Cloud Service ☁️, Base chain and Coinbase API. | | [Chargebee](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) | Official Chargebee integration, connecting AI agents to the Chargebee billing platform. | Official Implementation (Chargebee) 🎖️, TypeScript Development 📇, Cloud Service ☁️, Chargebee billing management. | | [codex-data/codex-mcp](https://github.com/Codex-Data/codex-mcp) | Codex API integration, providing real-time rich blockchain and market data on 60+ networks. | Official Implementation (Codex Data) 🎖️, TypeScript Development 📇, Cloud Service ☁️, Multi-chain real-time data. | | [coinpaprika/dexpaprika-mcp](https://github.com/coinpaprika/dexpaprika-mcp) | Coinpaprika's DexPaprika MCP server, exposing high-performance DexPaprika API (20+ chains/5M+ tokens/real-time prices/liquidity/historical data). | Official Implementation (Coinpaprika) 🎖️, TypeScript Development 📇, Cloud Service ☁️, Cross-platform 🍎🪟🐧, DEX aggregation data. | | [Financial Datasets](https://github.com/financial-datasets/mcp-server) | Stock market API designed for AI agents. | Official Implementation, Python Development, AI-friendly stock data. | | [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) | Access professional Web3 AI agents in the Heurist Mesh network (blockchain analysis/contract security/token metrics, etc.). (Official Heurist) | Official Implementation (Heurist) 🎖️, Python Development 🐍, Cloud/Local 🏠☁️, Web3 AI agent network. | | [Stripe](https://github.com/stripe/agent-toolkit) | Official Stripe integration, interacting with the Stripe API to handle payments, customers, and refunds. | Official Implementation (Stripe), TypeScript Development, Stripe payment processing. | | [Thirdweb](https://github.com/thirdweb-dev/ai/tree/main/python/thirdweb-mcp) | Official Thirdweb integration, reading and writing to 2000+ blockchains, querying data, analyzing/deploying contracts, executing transactions. | Official Implementation (Thirdweb), Python Development, Multi-chain blockchain interaction. | | [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) | Coinmarket API integration, fetching cryptocurrency listings and quotes. | Community Implementation, Python Development 🐍, Cloud Service ☁️, CoinMarketCap data. | | [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) | Alpha Vantage API integration, fetching stock and cryptocurrency information. | Community Implementation, Python Development 🐍, Cloud Service ☁️, AlphaVantage financial data (another version). | | [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) | Bitte Protocol integration, running AI Agents on multiple blockchains. | Community Implementation, TypeScript Development 📇, Bitte Protocol blockchain Agent. | | [Bsc-mcp](https://github.com/TermiX-official/bsc-mcp) | Connect AI with BNB Chain, performing complex on-chain operations (transfers, trades, security checks, etc.). | Community Implementation, Python Development, BNB Chain operations. | | [EVM MCP Server](https://github.com/mcpdotdirect/evm-mcp-server) | Providing comprehensive blockchain services for 30+ EVM networks, supporting tokens, NFTs, smart contracts, transactions, and ENS. | Community Implementation, TypeScript Development 📇, Cloud Service ☁️, EVM multi-chain service. | | [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) | Yahoo Finance integration, fetching stock market data, including options recommendations. | Community Implementation, Python Development 🐍, Cloud Service ☁️, Yahoo Finance data and options. | | [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) | Tastyworks API integration, handling trading activities on Tastytrade. | Community Implementation, Python Development 🐍, Cloud Service ☁️, Tastytrade trading. | | [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) | Bitcoin Lightning Network wallet integration powered by Nostr Wallet Connect. | Community Implementation, TypeScript Development 📇, Local Run 🏠, Bitcoin Lightning Network Wallet (NWC). | | [intentos-labs/beeper-mcp](https://github.com/intentos-labs/beeper-mcp) | Beeper provides transactions on BSC, including balance/token transfers, Pancakeswap token swaps, and beeper reward claiming. | Community Implementation, Python Development 🐍, BSC chain interaction (Beeper). | | [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) | Get real-time on-chain market prices using the open and free Dexscreener API. | Community Implementation, TypeScript Development 📇, Cloud Service ☁️, Dexscreener real-time prices. | | [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) | Provides real-time and historical cryptocurrency Fear and Greed Index data. | Community Implementation, Python Development 🐍, Cloud Service ☁️, Cryptocurrency sentiment index. | | [kukapay/crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp) | MCP server providing a range of cryptocurrency technical analysis indicators and strategies. | Community Implementation, Python Development 🐍, Cloud Service ☁️, Cryptocurrency technical indicators. | | [kukapay/crypto-portfolio-mcp](https://github.com/kukapay/crypto-portfolio-mcp) | MCP server for tracking and managing cryptocurrency portfolio allocations. | Community Implementation, Python Development 🐍, Cloud Service ☁️, Cryptocurrency portfolio management. | | [kukapay/crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp) | MCP server providing cryptocurrency sentiment analysis to AI agents. | Community Implementation, Python Development 🐍, Cloud Service ☁️, Cryptocurrency sentiment analysis. | | [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) | Provides the latest cryptocurrency news to AI agents (powered by CryptoPanic). | Community Implementation, Python Development 🐍, Cloud Service ☁️, CryptoPanic news. | | [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) | MCP server bridging Dune Analytics data to AI agents. | Community Implementation, Python Development 🐍, Cloud Service ☁️, Dune Analytics integration. | | [kukapay/freqtrade-mcp](https://github.com/kukapay/freqtrade-mcp) | MCP server integrated with the Freqtrade cryptocurrency trading bot. | Community Implementation, Python Development 🐍, Cloud Service ☁️, Freqtrade trading bot integration. | | [kukapay/jupiter-mcp](https://github.com/kukapay/jupiter-mcp) | MCP server for performing token swaps on the Solana blockchain using Jupiter's new Ultra API. | Community Implementation, Python Development 🐍, Cloud Service ☁️, Solana Jupiter trading (Ultra API). | | [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) | MCP server for tracking newly created pools on Pancake Swap. | Community Implementation, Python Development 🐍, Cloud Service ☁️, PancakeSwap new pool monitoring. | | [kukapay/rug-check-mcp](https://github.com/kukapay/rug-check-mcp) | MCP server for detecting potential risks in Solana meme tokens. | Community Implementation, Python Development 🐍, Cloud Service ☁️, Solana Meme coin risk detection. | | [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) | MCP Server to empower AI agents with indexed blockchain data from The Graph. | Community implementation, Python development 🐍, Cloud service ☁️, The Graph data integration. | | [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) | MCP Server that provides AI agents with tools to mint ERC-20 tokens on multiple blockchains. | Community implementation, Python development 🐍, Cloud service ☁️, Multi-chain ERC-20 minting. | | [kukapay/token-revoke-mcp](https://github.com/kukapay/token-revoke-mcp) | MCP Server for checking and revoking ERC-20 token authorizations on multiple blockchains. | Community implementation, Python development 🐍, Cloud service ☁️, Multi-chain ERC-20 authorization management. | | [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) | MCP Server for tracking newly created liquidity pools on Uniswap across multiple blockchains. | Community implementation, Python development 🐍, Cloud service ☁️, Uniswap new pool monitoring (multi-chain). | | [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) | MCP Server for AI agents to automate Uniswap DEX token swaps on multiple blockchains. | Community implementation, Python development 🐍, Cloud service ☁️, Uniswap automated trading (multi-chain). | | [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) | MCP Server for tracking cryptocurrency whale transactions. | Community implementation, Python development 🐍, Cloud service ☁️, Cryptocurrency whale tracking. | | [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) | MCP Server for the Alpaca trading API to manage stock and cryptocurrency portfolios, place orders, and access market data. | Community implementation, Python development 🐍, Cloud service ☁️, Alpaca trading API integration. | | [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) | LongPort OpenAPI provides real-time stock market data, providing AI with analysis and trading capabilities through MCP. | Official implementation (LongPort) 🎖️, Python development 🐍, Cloud service ☁️, LongPort stock data and trading. | | [mcpdotdirect/starknet-mcp-server](https://github.com/mcpdotdirect/starknet-mcp-server) | Comprehensive Starknet blockchain integration with support for native tokens (ETH, STRK), smart contracts, StarknetID resolution, and token transfers. | Community implementation, TypeScript development 📇, Cloud service ☁️, Starknet full-featured integration. | | [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) | ledger-cli integration for managing financial transactions and generating reports. | Community implementation, Python development 🐍, Local execution 🏠, ledger-cli accounting. | | [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) | Use Yahoo Finance API to get financial data for easy stock analysis. | Community implementation, Python development 🐍, Cloud service ☁️, Yahoo Finance data acquisition. | | [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) | Core banking integration for managing customers, loans, savings, shares, financial transactions, and generating financial reports. | Community implementation (OpenMF), Cloud/Local ☁️🏠, Mifos X core banking system integration. | | [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) | Bitget API to get cryptocurrency prices. | Community implementation, Python development 🐍, Cloud service ☁️, Bitget price acquisition. | | [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) | Real-time cryptocurrency market data integration using the CoinCap public API, providing access to prices and market information without an API Key. | Community implementation, TypeScript development 📇, Cloud service ☁️, CoinCap real-time data. | | [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) | MCP tool that provides cryptocurrency market data using the CoinGecko API. | Community implementation, Python development 🐍, Cloud service ☁️, CoinGecko data. | | [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) | MCP tool that provides stock market data and analysis using the Yahoo Finance API. | Community implementation, Python development 🐍, Cloud service ☁️, Yahoo Finance data analysis. | | [Solana Agent Kit](https://github.com/sendaifun/solana-agent-kit/tree/main/examples/agent-kit-mcp-server) | Interact with the Solana blockchain using the Solana Agent Kit, supporting 40+ protocol operations. | Community implementation, TypeScript development, Solana chain interaction. | | [AlphaVantage](https://github.com/calvernaz/alphavantage) | AlphaVantage stock market data API server. | Community implementation, Python development, AlphaVantage financial data. | --- ### 📁 File Systems & Storage *(Allow AI to access local files, operate cloud storage, etc.)* | Name | Description | Notes | | :--------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------- | :-------------------------------------------------------------------------------------------------- | | [Box](https://github.com/box-community/mcp-server-box) | Official Box integration to interact with the intelligent content management platform via Box AI. | Official implementation (Box Community) 🎖️, Python development, Box cloud storage interaction. | | [Fireproof](https://github.com/fireproof-storage/mcp-database-server) | Official Fireproof integration, an immutable ledger database with real-time synchronization support. (Also includes database functionality) | Official implementation (Fireproof) 🎖️, TypeScript development 📇, Cloud service ☁️, Distributed database/storage synchronization. | | [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) | MarkItDown MCP Tool Access - A library that converts multiple file formats (local or remote) to Markdown for use by LLMs. | Official implementation (Microsoft) 🎖️, Python development 🐍, Local execution 🏠, File to Markdown. | | [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) | Access any storage using Apache OpenDAL™. | Community implementation, Python development 🐍, Local/Cloud 🏠☁️, Apache OpenDAL universal storage access. | | [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) | Official reference implementation that provides direct access to the local file system with configurable permissions. | Official reference, TypeScript development 📇, Local execution 🏠, Local file system operations. | | [modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) | Official reference implementation that integrates Google Drive for listing, reading, and searching files. | Official reference, TypeScript development 📇, Cloud service ☁️, Google Drive file management. | | [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) | Read and search Obsidian libraries or any directory containing Markdown notes. | Community implementation, TypeScript development 📇, Local execution 🏠, Obsidian/Markdown file access. | | [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) | Share code context with LLMs via MCP or clipboard. | Community implementation, Python development 🐍, Local execution 🏠, Code context sharing. | | [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) | File merging tool suitable for AI chat length limitations. | Community implementation, Go development 🏎️, Local execution 🏠, File merging. | | [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) | Implemented in Java using Quarkus to allow browsing and editing of the file system. Available as a jar or native image. | Community implementation (Quarkiverse), Java development ☕, Local execution 🏠, Java file system operations. | | [Golang Filesystem Server](https://github.com/mark3labs/mcp-filesystem-server) | Secure file operations implemented in Go with configurable access control. | Community implementation, Go development 🏎️, Local execution 🏠, Local file system operations (Go). | | [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) | Box integration for listing, reading, and searching files (community implementation version). | Community implementation, TypeScript development 📇, Cloud service ☁️, Box file operations (community TS version). | | [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) | Quickly search for files on Windows using the Everything SDK. (Awesome list is more general) | Community implementation, Python development 🐍, Local execution 🏠, Windows fast file search 🪟. | | [Everything Search (mamertofabian)](https://github.com/mamertofabian/mcp-everything-search) | [Updated] Quickly search for files on Windows/macOS/Linux (using Everything/mdfind/locate). (Updated from Awesome list description) | Community implementation, Python development 🐍, Local execution 🏠, Cross-platform 🪟🍎🐧 fast file search. | ### 📊 Data Analysis, Processing, and Visualization *(Enabling AI to process tabular data, generate charts, and perform data exploration, etc.)* | Name | Description | Remarks | | :------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------------- | :----------------------------------------------------------------------------------------------------------- | | [Axiom](https://github.com/axiomhq/mcp-server-axiom) | Official Axiom integration for querying and analyzing Axiom logs, traces, and event data using natural language. | Official implementation (Axiom), Python development, Axiom log analysis. | | [Comet Opik](https://github.com/comet-ml/opik-mcp) | Official Comet integration for querying and analyzing Opik logs, traces, prompts, and other LLM telemetry data using natural language. | Official implementation (Comet ML) 🎖️, TypeScript development 📇, Cloud/Local 🏠☁️, LLM observability data analysis. | | [flowcore/mcp-flowcore-platform](https://github.com/flowcore-io/mcp-flowcore-platform) | Interact with Flowcore to perform actions, ingest data, and analyze, cross-reference, and leverage any data in the data core. | Official implementation (Flowcore) 🎖️, TypeScript development 📇, Cloud/Local 🏠☁️, Flowcore data platform interaction. | | [GreptimeDB](https://github.com/GreptimeTeam/greptimedb-mcp-server) | Official GreptimeDB integration, allowing AI to safely explore and analyze time-series data in GreptimeDB. (Already listed in the database section) | Official implementation (Greptime) 🎖️, Python development 🐍, Local execution 🏠, GreptimeDB time-series data analysis. | | [JordiNei/mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server) | Connects to the Databricks API, allowing LLMs to run SQL queries, list jobs, and get job statuses. | Community implementation, Databricks API integration. | | [jwaxman19/qlik-mcp](https://github.com/jwaxman19/qlik-mcp) | MCP Server for the Qlik Cloud API, supporting querying apps, sheets, and extracting data from visualizations (with authentication and rate limiting). | Community implementation, TypeScript development 📇, Cloud service ☁️, Qlik Cloud API integration. | | [Keboola](https://github.com/keboola/keboola-mcp-server) | Official Keboola integration for building data workflows, integrations, and analytics on a single platform. | Official implementation (Keboola) 🎖️, Python development, Keboola data platform. | | [yzfly/mcp-excel-server](https://github.com/yzfly/mcp-excel-server) | MCP Server for interacting with Excel through natural language. | Community benchmark, Excel read/write, analysis, visualization. | | [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) | Use Chronulus AI to predict and forecast anything with prediction agents. | Community implementation, Python development 🐍, Cloud service ☁️, AI prediction service. | | [Excel (by haris-musa)](https://github.com/haris-musa/excel-mcp-server) | Excel operations, including read/write, sheet management, formatting, charts, and pivot tables (providing more advanced features). | Community implementation, Python development 🐍, Local execution 🏠, Excel advanced operations. | | [Data Exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) | Autonomous data exploration of .csv datasets for easy intelligent insights (**Note: Executes code**). | Community implementation, Python development 🐍, Cloud service ☁️, Automatic CSV data exploration. | | [Dataset Viewer](https://github.com/privetin/dataset-viewer) | Browse and analyze Hugging Face datasets, supporting search, filtering, statistics, and export. | Community implementation, Python development, HuggingFace dataset browsing. | | [data-check](https://github.com/liuxiaotong/data-check) | Data quality check tool - automated quality checks, anomaly detection, distribution analysis to ensure dataset quality. | Community implementation, Python development 🐍, Local execution 🏠, Data quality check and anomaly detection. | | [Vega-Lite](https://github.com/isaacwasserman/mcp-vegalite-server) | Generate visualizations from fetched data using the Vega-Lite format and renderer. | Community implementation, Python development 🐍, Local execution 🏠, Data visualization generation. | | [QuickChart](https://github.com/GongRzhe/Quickchart-MCP-Server) | Generate charts using QuickChart.io. | Community implementation, Python development, Chart generation service. | | [Mindmap](https://github.com/YuChenSSR/mindmap-mcp-server) | Generate beautiful interactive mind maps from input containing Markdown code. | Community implementation, Python development 🐍, Local execution 🏠, Mind map generation. | | [JSON](https://github.com/GongRzhe/JSON-MCP-Server) | JSON processing server, supporting JSONPath queries and various operations. | Community implementation, Python development, Advanced JSON processing. | | [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) | MCP Server to convert almost any file or web content to Markdown. | Community implementation, TypeScript development 📇, Local execution 🏠, File/Webpage to Markdown. | --- ### 🛠️ Efficiency Tools & Integrations (Office, Project Management, Notes, etc.) *(Let AI use tools like calendar, task management, project management, notes, etc.)* | Name | Description | Remarks | | :------------------------------------------------------------------------ | :------------------------------------------------------------------------------------------------------ | :-------------------------------------------------------------------------------------------------------------- | | [ActionKit by Paragon](https://github.com/useparagon/paragon-mcp) | Paragon official integration, connects 130+ SaaS integrations (Slack, Salesforce, Gmail) via ActionKit API. | Official implementation (Paragon) 🎖️, TypeScript development 📇, large-scale SaaS integration platform. | | [Dart](https://github.com/its-dart/dart-mcp-server) | Dart official integration, interacts with task, document, and project data in AI native project management tool Dart. | Official implementation (Dart) 🎖️, TypeScript development 📇, Dart project management. | | [Fibery](https://github.com/Fibery-inc/fibery-mcp-server) | Fibery official integration, executes queries and entity operations in Fibery workspace. | Official implementation (Fibery) 🎖️, TypeScript development 📇, Fibery work management. | | [Make](https://github.com/integromat/make-mcp-server) | Make official integration, converts Make scenarios into tools callable by AI assistants. | Official implementation (Make/Integromat) 🎖️, TypeScript development 📇, local execution 🏠, connects to Make ecosystem. | | [Taskade MCP](https://github.com/taskade/mcp) | Taskade official MCP integration, connects tasks, projects, automation flows, and AI Agents to enable team collaboration and workflow automation. | Official implementation (Taskade) 🎖️, Node.js development, cloud service ☁️, project management and collaboration. | | [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) | Pipedream official integration, one-stop connection to 2500+ APIs, integrates 8000+ tools, and manages user servers. | Official implementation (Pipedream) 🎖️, Node.js development, cloud/local ☁️🏠, powerful API/tool integration platform. | | [Rember](https://github.com/rember/rember-mcp) | Create spaced repetition flashcards in Rember to remember anything learned in chat. (Rember Official) | Official implementation (Rember) 🎖️, TypeScript development 📇, local execution 🏠, spaced repetition memory tool. | | [Zapier](https://zapier.com/mcp) | Zapier official integration, instantly connects AI agents to 8000+ apps. | Official implementation (Zapier), connects to Zapier ecosystem. | | [Airtable (by domdomegg)](https://github.com/domdomegg/airtable-mcp-server) | Reads and writes Airtable databases with schema checking. (Listed in the database section) | Community implementation, TypeScript development 📇, local execution 🏠, Airtable read/write. | | [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) | Allows AI to read your Bear notes (macOS only). | Community implementation, macOS Bear note reading 🍎. | | [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) | MCP server for basic local taskwarrior usage (add/update/delete tasks). | Community implementation, TypeScript development 📇, local execution 🏠, Taskwarrior task management. | | [Badhansen/notion-mcp](https://github.com/Badhansen/notion-mcp) | MCP server that integrates with the Notion API to efficiently manage personal to-do lists. | Community implementation, Python development 🐍, cloud service ☁️, Notion ToDo management (Python). | | [bart6114/my-bear-mcp-server](https://github.com/bart6114/my-bear-mcp-server/) | Allows reading notes and tags from the Bear notes app by integrating directly with Bear's SQLite database. | Community implementation, TypeScript development 📇, local execution 🏠, macOS Bear note reading 🍎 (SQLite direct connection). | | [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) | Integrates with the Notion API to manage personal to-do lists. | Community implementation, Python development 🐍, cloud service ☁️, Notion ToDo management (Python, another version). | | [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) | Access MIRO whiteboards, create and read projects in bulk. Requires OAUTH key for REST API. | Community implementation, TypeScript development 📇, cloud service ☁️, Miro whiteboard interaction. | | [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) | MCP server for interacting with Apple Reminders on macOS. | Community implementation, TypeScript development 📇, local execution 🏠, macOS Reminders management 🍎. | | [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) | Integration that allows LLMs to interact with Raindrop.io bookmarks using MCP. | Community implementation, TypeScript development 📇, cloud service ☁️, Raindrop.io bookmark management. | | [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) | Allows AI clients to manage records and notes in Attio CRM. | Community implementation, TypeScript development 📇, cloud service ☁️, Attio CRM management. | | [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) | Update, create, delete content, content models, and assets in Contentful Space. | Community implementation, TypeScript development 📇, local execution 🏠, Contentful CMS management. | | [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) | This MCP server will help you manage projects and issues through Plane's API. | Community implementation, Go development 🏎️, local execution 🏠, Plane project management. | | [k-jarzyna/mcp-miro](https://github.com/k-jarzyna/mcp-miro) | Miro MCP server, exposing all the features available in the official Miro SDK. | Community implementation, TypeScript development 📇, cloud service ☁️, Miro whiteboard interaction (more comprehensive). | | [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) | Allows AI models to interact with Kibela. | Community implementation, TypeScript development 📇, cloud service ☁️, Kibela knowledge base interaction. | | [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) | Get Confluence data and read pages via CQL. | Community implementation, TypeScript development 📇, cloud service ☁️, cross-platform 🍎🪟, Confluence data reading. | | [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) | Read Jira data via JQL and API, and execute requests to create and edit tickets. | Community implementation, TypeScript development 📇, cloud service ☁️, cross-platform 🍎🪟, Jira data read/write. | | [lciesielski/mcp-salesforce](https://github.com/lciesielski/mcp-salesforce-example) | MCP server with a basic demonstration of interacting with a Salesforce instance. | Community implementation, local/cloud 🏠☁️, Salesforce integration example. | | [Linear (by jerhadf)](https://github.com/jerhadf/linear-mcp-server) | Interacts with the Linear API for project management, including searching, creating, and updating Issues. | Community implementation, TypeScript development, Linear project management. | | [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) | Interacts with Obsidian via REST API. | Community implementation, Python development 🐍, cloud/local 🏠☁️, Obsidian REST API interaction. | | [Notion (by v-3)](https://github.com/v-3/notion-server) | Notion integration, searches, reads, updates, and creates pages via Claude. | Community implementation, TypeScript development 📇, Notion page management. | | [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) | MCP server that integrates with Apple Shortcuts. | Community implementation, TypeScript development 📇, local execution 🏠, macOS Apple Shortcuts integration 🍎. | | [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) | MCP server implementation for Asana, allowing conversation with the Asana API from an MCP client. | Community implementation, TypeScript development 📇, cloud service ☁️, Asana project management. | | [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) | Allows AI to read from the local Apple Notes database (macOS only). | Community implementation, Python development 🐍, local execution 🏠, macOS Apple Notes reading 🍎. | | [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) | MCP server for Atlassian products (Confluence and Jira). Supports Cloud/Server/DC. Provides comprehensive tools for searching, reading, creating, and managing content. | Community implementation, Python development 🐍, cloud service ☁️, Confluence/Jira full-featured management. | | [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) | Interacts with the Notion API. | Community implementation, TypeScript development 📇, local execution 🏠, Notion API interaction (another version). | | [tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) | Integrates with the Linear project management system. | Community implementation, TypeScript development 📇, cloud service ☁️, cross-platform 🍎🪟🐧, Linear project management (another version). | | [Todoist](https://github.com/abhiz123/todoist-mcp-server) | Interacts with Todoist to manage your tasks. | Community implementation, Python development, Todoist task management. | | [Home Assistant (by tevonsb)](https://github.com/tevonsb/homeassistant-mcp) | Interacts with Home Assistant to view and control smart home devices such as lights, switches, and sensors. | Community implementation, TypeScript development 📇, local execution 🏠, smart home control. | | [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) | Exposes all Home Assistant voice intents through the MCP server to achieve home control. | Community implementation, Python development 🐍, local execution 🏠, Home Assistant voice control. | | [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) | Allows AI models to interact with HackMD. | Community implementation, TypeScript development 📇, cloud service ☁️, HackMD collaborative notes. | | [caol64/wenyan-mcp](https://github.com/caol64/wenyan-mcp) | Wenyan MCP Server, allows AI to automatically typeset Markdown articles and publish them to WeChat official accounts. | Community implementation, TypeScript development 📇, local execution 🏠, recommended Docker deployment. | --- ### multimedia Multimedia and Content Creation *(Enables AI to generate animations, edit videos, process images, synthesize speech, etc.)* | Name | Chinese Introduction | Remarks | | :--------------------------------------------------------------------------------- | :--------------------------------------------------------------------------------------------------------- | :----------------------------------------------------------------------------------------------------------- | | [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) | Uses the Amazon Nova Canvas model for image generation. | Community implementation, TypeScript development 📇, cloud service ☁️, AWS Bedrock image generation. | | [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) | The PiAPI MCP server enables users to generate Midjourney/Flux/Kling/Hunyuan/Udio/Trellis and other media content directly from Claude or any other MCP-compatible application. | Community implementation, TypeScript development 📇, cloud service ☁️, multi-model media content generation (PiAPI). | | [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) | Generates animations with Manim, suitable for creating mathematical and scientific visualizations. | Community implementation, Python development 🐍, local execution 🏠, cross-platform 🪟🐧, math/science animation. | | [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) | Provides the ability to generate images via the Replicate API. | Community implementation, TypeScript development 📇, cloud service ☁️, Replicate image generation (Flux). | | [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) | A video editing tool that supports adding, analyzing, searching, and generating video clips. | Community implementation, Python development 🐍, video content creation. | | [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) | An MCP server that uses the Aseprite API to create pixel art. | Community implementation, Python development 🐍, local execution 🏠, Aseprite pixel art. | | [EverArt](https://github.com/modelcontextprotocol/servers/tree/main/src/everart) | Official reference implementation, uses multiple models for AI image generation. | Official reference, TypeScript development, AI image generation. | | [ElevenLabs](https://github.com/mamertofabian/elevenlabs-mcp-server) | Integrates the ElevenLabs TTS API to generate complete voice-overs with a variety of voices. | Community implementation, Python development, text-to-speech TTS. | | [Image Generation](https://github.com/GongRzhe/Image-Generation-MCP-Server) | Provides image generation capabilities using the Replicate Flux model. | Community implementation, Python development, AI image generation (Replicate). | | [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) | An MCP server for locally compressing various image formats. | Community implementation, Python development 🐍, local execution 🏠, image compression. | | [j3k0/speech.sh](https://github.com/j3k0/speech.sh/blob/main/MCP_README.md) | Lets the agent speak out the content and notifies you with a short summary when the work is done. | Community implementation, local execution 🏠, voice output/notification. | | [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) | Gets YouTube subtitles and transcribed text for AI analysis. | Community implementation, TypeScript development 📇, cloud service ☁️, YouTube subtitles/transcription. | | [Replicate](https://github.com/deepfates/mcp-replicate) | Search, run, and manage machine learning models on Replicate, and process generated images. | Community implementation, TypeScript development, Replicate model invocation. | | [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) | MCP server integration for DaVinci Resolve, providing powerful tools for video editing, color correction, media management, and project control. | Community implementation, Python development 🐍, DaVinci Resolve video editing. | | [YouTube](https://github.com/ZubeidHendricks/youtube-mcp-server) | Comprehensive YouTube API integration for video management, Shorts creation, and analysis. | Community implementation, Python development, YouTube management and analysis. | | [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) | Gets YouTube subtitles (another version). | Community implementation, TypeScript development 📇, cloud service ☁️, YouTube subtitles. | | [IDEA-Research/DINO-X-MCP](https://github.com/IDEA-Research/DINO-X-MCP) | Enables AI with fine-grained image understanding capabilities: recognize, locate, and describe any object you see. | Official implementation (IDEA-Research), TypeScript development 📇, local execution 🏠, image recognition and understanding. | --- ### 📕 Social Media and Content Creation (Xiaohongshu/RedNote) *(Enables AI to perform social media data collection, content publishing, automated interaction, and multi-account management)* | Name | Chinese Introduction | Remarks | | :--- | :--- | :--- | | [xhs-toolkit](https://github.com/aki66938/xhs-toolkit) | Xiaohongshu creator MCP toolkit, supports integration with AI clients for content creation and publishing. | Community popular 🔥, Python development 🐍, creation and publishing tools. | | [xhs-mcp](https://github.com/jobsonlook/xhs-mcp) | Provides Xiaohongshu MCP service, including x-s / x-t parameter acquisition and JS reverse engineering capabilities. | Community implementation, Python development 🐍, core algorithm/reverse support. | | [Redbook-Search-Comment-MCP2.0](https://github.com/chenningling/Redbook-Search-Comment-MCP2.0) | Developed based on Playwright, supports automatic login, keyword search, note acquisition, and AI comment publishing (compatible with Claude desktop version). | Community implementation, Python development 🐍, automated operation (Playwright), search and interaction. | | [self-dify](https://github.com/datawhalechina/self-dify) | Dify application setup tutorial, including implementation guides for featured AI assistants such as "Xiaohongshu Reading Card" and "Sweet Talk". | Community tutorial 📚, knowledge base and Agent setup, Dify integration case. | | [xhs-mcp-server](https://github.com/aicu-icu/xhs-mcp-server) | Based on Electron + Web API, one-click installation and operation, supports rapid data crawling (notes/comments/users) and AI analysis export. | Community implementation, TypeScript development 📇, Electron packaging, data crawling and analysis. | | [AiClient](https://github.com/Cooosin/AiClient) | Travel itinerary planning AI agent, connects Xiaohongshu search, Amap, and Weather MCP services. | Community implementation, Java development ☕, cross-application integration, travel scene Agent. | | [RednoteMCP](https://github.com/JonaFly/RednoteMCP) | Playwright-based automation tool that supports automatic login, searching for specific keywords, acquiring content, and intelligent commenting. | Community implementation, Python development 🐍, automated operation, note retrieval. | | [XME (XhsMcpElectron)](https://github.com/pmhw/XME) | Xiaohongshu Electron multi-account automation tool, supports MCP protocol. | Community implementation, Go development 🐹, multi-account management, automation tools. | | [RedBook-Search-Comment-MCP](https://github.com/chenningling/RedBook-Search-Comment-MCP) | (v1.0 version) Playwright-based search and comment tool to help users complete basic automated operations. | Community implementation, Python development 🐍, old version archive (recommended to use v2.0). | | [xiaohongshu-mcp-nodejs](https://github.com/ToDieOrNot/xiaohongshu-mcp-nodejs) | Enterprise-grade Node.js refactoring version, supports multi-account matrix management, anti-risk control, data collection and publishing. | Community implementation, Node.js development 🟢, matrix management, enterprise-grade features. | --- ### 🧠 Knowledge, Memory & RAG *(Let AI have long-term memory, be able to answer questions based on specific knowledge bases, etc.)* | Name | Description | Remarks | | :--------------------------------------------------------------------------------- | :--------------------------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------------ | | [Agentset](https://github.com/agentset-ai/mcp-server) | Official Agentset integration, connects to Agentset's knowledge base RAG system. | Official implementation (Agentset) 🎖️, RAG knowledge base integration. | | [Graphlit](https://github.com/graphlit/graphlit-mcp-server) | Official Graphlit integration, ingests content from various sources (Slack, Gmail, podcasts, etc.) into a searchable Graphlit project. | Official implementation (Graphlit) 🎖️, TypeScript development 📇, Cloud service ☁️, Multi-source content RAG. | | [Inkeep](https://github.com/inkeep/mcp-server-python) | Official Inkeep integration, search your content based on Inkeep's RAG. | Official implementation (Inkeep), Python development, Inkeep RAG search. | | [Needle](https://github.com/needle-ai/needle-mcp) | Official Needle integration, provides out-of-the-box production-grade RAG for searching and retrieving proprietary documents. | Official implementation (Needle AI), TypeScript development, Production-grade RAG. | | [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) | Connect to your Pinecone Assistant and provide context to the Agent from its knowledge engine. | Official implementation (Pinecone) 🎖️, Rust development 🦀, Cloud service ☁️, Pinecone Assistant RAG. | | [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) | Official reference implementation, persistent memory system based on knowledge graph. | Official reference, TypeScript development 📇, Local execution 🏠, Knowledge graph memory. | | [Basic Memory](https://github.com/basicmachines-co/basic-memory) | Local-first knowledge management system, builds semantic graphs from Markdown files, enabling persistent memory across conversations. | Community implementation, TypeScript development, Local Markdown knowledge graph memory. | | [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) | Enhanced graph-based memory, focused on AI role-playing and story generation. | Community implementation, TypeScript development 📇, Local execution 🏠, Graph memory (role-playing/story). | | [cognee-mcp](https://github.com/topoteretes/cognee/tree/main/cognee-mcp) | GraphRAG memory server, supports custom ingestion, data processing, and search. | Community implementation, TypeScript development 📇, Local execution 🏠, GraphRAG memory. | | [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) | MCP server implementing the Zettelkasten knowledge management method, allowing the creation, linking, and searching of atomic notes via clients like Claude. | Community implementation, Python development 🐍, Local execution 🏠, Zettelkasten note-taking method. | | [hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) | MCP server implementation that provides tools for retrieving and processing documents via vector search, enabling AI assistants to augment responses with relevant document context. | Community implementation, Python development 🐍, Local execution 🏠, Document RAG (vector search). | | [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) | Connector that allows LLMs to interact with collections and literature sources on Zotero Cloud. | Community implementation, TypeScript development 📇, Cloud service ☁️, Zotero literature management. | | [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) | AI summarization MCP server, supports multiple content types: plain text, web pages, PDF documents, EPUB books, HTML content. | Community implementation, Go development 📕, Cloud service ☁️, Multi-format content summarization. | | [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) | Manages code preferences and patterns, supports semantic search, and facilitates access to technical documentation in the IDE. (Official Mem0) (Listed in the developer tools) | Official implementation (Mem0 AI) 🎖️, Python development 🐍, Local execution 🏠, Memory assistant and preference management for programmers. | | [Minima](https://github.com/dmayboroda/minima) | MCP server for local file RAG. | Community implementation, Python development, Local file RAG. | | [Rememberizer AI](https://github.com/skydeckai/mcp-server-rememberizer) | Interacts with Rememberizer data sources, facilitating enhanced knowledge retrieval. | Community implementation, Python development, Knowledge retrieval. | | [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) | Memory manager for AI applications and Agents using various graph and vector stores, allowing ingestion from 30+ data sources. (Development branch of cognee-mcp) | Community implementation, TypeScript development 📇, Local execution 🏠, GraphRAG memory (more general). | | [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) | Save and query your Agent's memory in a distributed manner via Membase. | Community implementation, TypeScript development 📇, Cloud service ☁️, Distributed Agent memory. | --- ### 🔒 Security & Analysis *(Enables AI to perform security scans, binary analysis, risk assessments, etc.)* | Name | Description | Notes | | :--------------------------------------------------------------------------------- | :---------------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------------- | | [BICScan](https://github.com/ahnlabio/bicscan-mcp) | Retrieves risk scores/asset holdings for EVM blockchain addresses (EOA, CA, ENS) and even domains. (Official BICScan) (Already listed in the Finance section) | Official Implementation (AhnLab) 🎖️, Python 🐍, Cloud Service ☁️, Blockchain Address Risk Analysis. | | [Semgrep](https://github.com/semgrep/mcp) | Official Semgrep integration, allowing AI agents to use Semgrep for code security scanning. (Already listed in the Development Tools section) | Official Implementation (Semgrep) 🎖️, TypeScript 📇, Cloud Service ☁️, Code Security Scanning. | | [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) | Integrates Ghidra for binary analysis, supporting function inspection, decompilation, memory exploration, import/export analysis, etc. | Community Implementation, Python+Java 🐍☕, Local Execution 🏠, Binary Reverse Engineering (Ghidra). | | [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) | MCP server for analyzing ROADrecon collection results from Azure tenant enumeration. | Community Implementation, Python 🐍, Windows Local 🪟🏠, Azure AD Analysis (ROADrecon). | | [BurtTheCoder/mcp-dnstwist](https://github.com/BurtTheCoder/mcp-dnstwist) | dnstwist MCP server, a powerful DNS fuzzing tool that helps detect domain squatting, phishing, and corporate espionage. | Community Implementation, TypeScript 📇, Windows/Cloud 🪟☁️, DNS Fuzzing (dnstwist). | | [BurtTheCoder/mcp-maigret](https://github.com/BurtTheCoder/mcp-maigret) | maigret MCP server, a powerful OSINT tool that collects user account information from various public sources. Provides tools for searching usernames across social networks and analyzing URLs. | Community Implementation, TypeScript 📇, Windows/Cloud 🪟☁️, OSINT (maigret). | | [BurtTheCoder/mcp-shodan](https://github.com/BurtTheCoder/mcp-shodan) | MCP server for querying the Shodan API and Shodan CVEDB. Provides tools for IP lookup, device search, DNS lookup, vulnerability query, etc. | Community Implementation, TypeScript 📇, Windows/Cloud 🪟☁️, Shodan API Query. | | [BurtTheCoder/mcp-virustotal](https://github.com/BurtTheCoder/mcp-virustotal) | MCP server for querying the VirusTotal API. Provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports. | Community Implementation, TypeScript 📇, Windows/Cloud 🪟☁️, VirusTotal API Query. | | [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) | Binary Ninja plugin, MCP server, and bridge that seamlessly integrates Binary Ninja with MCP clients, automating binary analysis and reverse engineering. | Community Implementation, Python 🐍, Local Execution 🏠, Cross-Platform 🍎🪟🐧, Binary Analysis (Binary Ninja). | | [fr0gger/MCP_Security](https://github.com/fr0gger/MCP_Security) | MCP server for querying the ORKL API. Provides tools for obtaining threat reports, analyzing threat actors, and retrieving intelligence sources. | Community Implementation, TypeScript 📇, Cloud Service ☁️, Threat Intelligence (ORKL API). | | [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) | MCP server for Volatility 3.x, allowing AI assistants to perform memory forensics analysis. Makes plugins like pslist and netscan easily accessible via REST API and LLM. | Community Implementation, Memory Forensics (Volatility). | | [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) | Access professional Web3 AI agents in the Heurist Mesh network for blockchain analysis, smart contract security, token metrics, etc. (Already listed in the Finance section) | Official Implementation (Heurist) 🎖️, Python 🐍, Cloud/Local 🏠☁️, Web3 Security & Analysis. | | [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) | MCP server for IDA Pro, allowing AI assistants to perform binary analysis. This plugin implements decompilation, disassembly, and allows for automated generation of malware analysis reports. | Community Implementation, Python 🐍, Local Execution 🏠, Binary Reverse Engineering (IDA Pro). | | [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) | Conversational reconnaissance interface and MCP server powered by httpx and asnmap. Supports different levels of domain analysis, security header checks, certificate analysis, and ASN lookup. | Community Implementation, Go 🏎️, Local Execution 🏠, Network Reconnaissance (httpx, asnmap). | | [OpenCTI](https://github.com/Spathodea-Network/opencti-mcp) | Interacts with the OpenCTI platform to retrieve threat intelligence data (reports, indicators, malware, etc.). | Community Implementation, Python, Threat Intelligence Retrieval. | | [qianniuspace/mcp-security-audit](https://github.com/qianniuspace/mcp-security-audit) | Powerful MCP server that audits npm package dependencies for security vulnerabilities. Built-in remote npm registry integration for real-time security checks. | Community Implementation, TypeScript 📇, Cloud Service ☁️, NPM Dependency Security Audit. | | [rad-security/mcp-server](https://github.com/rad-security/mcp-server) | MCP server from RAD Security, providing AI-driven security insights for Kubernetes and cloud environments. Provides tools for querying the Rad Security API, etc. | Community Implementation, TypeScript 📇, Cloud Service ☁️, K8s/Cloud Security (RAD Security). | | [roadwy/cve-search_mcp](https://github.com/roadwy/cve-search_mcp) | MCP server for querying the CVE-Search API. Provides comprehensive access to CVE-Search, browsing vendors/products, getting CVEs by ID, getting the latest CVEs. | Community Implementation, Python 🐍, Local Execution 🏠, CVE Vulnerability Information Query (CVE-Search). | | [sapientpants/deepsource-mcp-server](https://github.com/sapientpants/deepsource-mcp-server) | MCP server integrated with DeepSource, providing AI assistants with access to code quality metrics, issues, and quality gate status. | Community Implementation, TypeScript 📇, Cloud/Local ☁️🏠, Code Quality (DeepSource). | | [sapientpants/sonarqube-mcp-server](https://github.com/sapientpants/sonarqube-mcp-server) | MCP server integrated with SonarQube, providing AI assistants with access to code quality metrics, issues, and quality gate status. | Community Implementation, Rust 🦀, Cloud/Local ☁️🏠, Code Quality (SonarQube). | | [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) | All-in-one security testing toolkit that integrates popular open-source tools into a single MCP interface. Connects AI agents to enable tasks such as penetration testing, bug bounty, threat hunting, etc. | Community Implementation, Python 🐍, Local Execution 🏠, Security Testing Toolkit. | | [model-audit](https://github.com/liuxiaotong/model-audit) | LLM Distillation Detection and Model Fingerprint Audit - Text Provenance, Authentication, Distillation Relationship Determination, Safeguarding Model Intellectual Property. | Community Implementation, Python 🐍, Local Execution 🏠, LLM Model Audit and Distillation Detection. | | [Whois MCP](https://github.com/bharathvaj-ganesan/whois-mcp) | Performs whois queries on domains, IPs, ASNs, and TLDs. | Community Implementation, Python, Whois Query. | --- ### 🌍 Geography & Travel *(Enables AI to process geographical data, maps, weather, transportation information, etc.)* | Name | Description | Notes | | :--------------------------------------------------------------------------------- | :---------------------------------------------------------------------------------------------------- | :----------------------------------------------------------------------------------------------- | | [Airbnb MCP Server](https://github.com/openbnb-org/mcp-server-airbnb) | Provides tools to search Airbnb and retrieve property details. | Community implementation, TypeScript development 📇, Cloud service ☁️, Airbnb search. | | [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) | Uses the IPInfo API to retrieve IP address geolocation and network information. | Community implementation, Python development 🐍, Cloud service ☁️, IP address information (IPInfo). | | [jagan-shanmugam/open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp) | OpenStreetMap MCP server with location-based services and geospatial data. | Community implementation, Python development 🐍, Local execution 🏠, OpenStreetMap data. | | [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) | MCP server for nearby place search with IP-based location detection. | Community implementation, Python development 🐍, Cloud service ☁️, Nearby place search. | | [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) | National Park Service API integration, providing up-to-date information on park details, alerts, visitor centers, campgrounds, and activities for US National Parks. | Community implementation, TypeScript development 📇, Cloud service ☁️, US National Park information. | | [louiscklaw/hko-mcp](https://github.com/louiscklaw/hko-mcp) | Basic demo MCP server to fetch weather information from the Hong Kong Observatory. | Community implementation, TypeScript development 📇, Local execution 🏠, Hong Kong weather. | | [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) | Google Maps integration, providing location services, route planning, and place details. | Official reference, TypeScript development 📇, Cloud service ☁️, Google Maps integration. | | [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) | Accesses travel information, schedules, and real-time updates from the Dutch Railways (NS). | Community implementation, TypeScript development 📇, Cloud service ☁️, Dutch Railways information. | | [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) | MCP server enabling LLMs to interact with the Tripadvisor API, supporting location data, reviews, and photos. | Community implementation, TypeScript/Python development 📇🐍, Tripadvisor API integration. | | [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) | Connects QGIS Desktop to Claude AI via MCP. Enables prompt-assisted project creation, layer loading, code execution, etc. | Community implementation, QGIS integration. | | [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) | MCP tool using the OpenWeatherMap API to provide real-time weather data, forecasts, and historical weather information. | Community implementation, Python development 🐍, Cloud service ☁️, OpenWeatherMap weather data. | | [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) | Accesses local time in any timezone and retrieves the current local time. (Already listed in the "Other" section as Time) | Community implementation, Python development 🐍, Local execution 🏠, Time/timezone tool. | | [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) | Geocoding MCP server for nominatim, ArcGIS, Bing. | Community implementation, Python development 🐍, Local execution 🏠, Geocoding service. | | [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) | Uses the IP2Location.io API to retrieve IP address geolocation and network information. | Official reference, Python development 🐍, Cloud service ☁️, IP address information (IP2Location.io). | --- ### 🏃 Sports & Games *(Enables AI to access sports event data, game information, etc.)* | Name | Description | Notes | | :------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------- | | [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) | MCP server for Unity3d game engine integration, used for game development. | Community implementation, TypeScript/C# development 📇#️⃣, Local execution 🏠, Unity3D integration. | | [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) | MCP server for interacting with the Godot game engine, providing tools to edit, run, debug, and manage scenes in Godot projects. | Community implementation, TypeScript development 📇, Local execution 🏠, Godot engine integration. | | [kw510/strava-mcp](https://github.com/kw510/strava-mcp) | MCP server for Strava (sports exercise tracking app). | Community implementation, TypeScript development 📇, Cloud service ☁️, Strava API integration (another version). | | [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) | Integrates the balldontlie API, providing player, team, and game information for NBA, NFL, and MLB. | Community implementation, TypeScript development 📇, Sports event data (balldontlie API). | | [pab1ito/chess-mcp](https://github.com/pab1it0/chess-mcp) | Accesses Chess.com player data, game history, and other public information, allowing AI assistants to search and analyze chess information. | Community implementation, Python development 🐍, Cloud service ☁️, Chess.com data. | | [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) | Accesses cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com. | Community implementation, TypeScript development 📇, Cloud service ☁️, Cycling event data (firstcycling). | | [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) | MCP server connecting to the Strava API, providing tools to access Strava data via LLM. | Community implementation, TypeScript development 📇, Cloud service ☁️, Strava API integration. | | [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) | MCP server for real-time Fantasy Premier League data and analysis tools. | Community implementation, Python development 🐍, Cloud service ☁️, Fantasy Premier League. | | [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) | MCP server interacting with the VRChat API. Can retrieve information about friends, worlds, avatars, etc. (Already listed in the Communication & Collaboration section) | Community implementation, TypeScript development 📇, Local execution 🏠, VRChat API interaction. | --- ### 🏛️ Arts & Culture *(Enables AI to access art collections, cultural heritage, museum databases, etc.)* | Name | Description | Notes | | :--------------------------------------------------------------------- | :--------------------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------ | | [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) | MCP server interacting with the Quran.com corpus through the official REST API v4. | Community implementation, TypeScript development 📇, Cloud service ☁️, Quran text interaction. | | [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) | Rijksmuseum API integration for art search, details, and collections. | Community implementation, TypeScript development 📇, Cloud service ☁️, Dutch National Museum art. | | [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) | Oorlogsbronnen (War Sources) API integration, accessing historical records, photos, and documents from the Dutch WWII period (1940-1945). | Community implementation, TypeScript development 📇, Cloud service ☁️, Dutch WWII historical data. | | [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) | MCP server integrating the AniList API for anime and manga information. | Community implementation, TypeScript development 📇, Cloud service ☁️, Anime/manga information (AniList). | --- ### 🛠️ Other Useful Tools and Integrations *(Including calculators, API integrations, platform-specific tools, aggregators, framework assistance, etc.)* | Name | Description | Remarks | | :--------------------------------------------------------------------------------- | :----------------------------------------------------------------------------------------------------------- | :--------------------------------------------------------------------------------------------------------- | | [AgentRPC](https://github.com/agentrpc/agentrpc) | Official AgentRPC integration, connects any function in any language across network boundaries. | Official implementation (AgentRPC), Go/Python/TS/Rust Development 🏎️🐍📇🦀, cross-language function calls. | | [APIMatic MCP](https://github.com/apimatic/apimatic-validator-mcp) | Official APIMatic integration, validates OpenAPI specifications using APIMatic. | Official implementation (APIMatic), C# Development #️⃣, OpenAPI specification validation. | | [IBM wxflows](https://github.com/IBM/wxflows/tree/main/examples/mcp/javascript) | IBM official tool platform for building, testing, and deploying tools for any data source. | Official implementation (IBM), JavaScript Development, general tool platform. | | [Langfuse Prompt Management](https://github.com/langfuse/mcp-server-langfuse) | Official Langfuse integration, an open-source tool for collaborative editing, version control, evaluation, and publishing of prompts. (Already listed in the development tools section) | Official implementation (Langfuse) 🎖️, Python Development 🐍, local execution 🏠, Prompt management. | | [UnifAI](https://github.com/unifai-network/unifai-mcp-server) | Official UnifAI integration, dynamically searches and invokes tools using the UnifAI network. | Official implementation (UnifAI), Go Development, dynamic tool discovery and invocation. | | [VeyraX](https://github.com/VeyraX/veyrax-mcp) | Official VeyraX integration, a single tool to control 100+ API integrations and UI components. | Official implementation (VeyraX), Go Development, large-scale API/UI control. | | [modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) | MCP server showcasing all features of the MCP protocol. | Official reference, TypeScript Development 📇, local execution 🏠, MCP protocol feature demonstration. | | [Calculator](https://github.com/githejie/mcp-server-calculator) | Enables LLMs to perform precise numerical calculations using a calculator. | Community implementation, Python Development 🐍, local execution 🏠, basic calculator functionality. | | [Time](https://github.com/modelcontextprotocol/servers/tree/main/src/time) | Official reference implementation, provides time and timezone conversion capabilities. | Official reference, TypeScript Development, time/timezone tools. | | [Sequential Thinking](https://github.com/modelcontextprotocol/servers/tree/main/src/sequentialthinking) | Official reference implementation, dynamic and reflective problem-solving through thinking sequences. | Official reference, TypeScript Development, complex problem-solving framework. | | [OpenAPI AnyApi](https://github.com/baryhuang/mcp-server-any-openapi) | Interacts with large OpenAPI documents using built-in semantic search, customizable prefixes. | Community implementation, Python Development, large OpenAPI interaction. | | [OpenAPI Schema](https://github.com/hannesj/mcp-openapi-schema) | Allows LLMs to explore large OpenAPI schemas without increasing context. | Community implementation, TypeScript Development, large OpenAPI schema exploration. | | [GraphQL Schema](https://github.com/hannesj/mcp-graphql-schema) | Allows LLMs to explore large GraphQL schemas without increasing context. | Community implementation, TypeScript Development, large GraphQL schema exploration. | | [julien040/anyquery](https://github.com/julien040/anyquery) | Queries 40+ applications via SQL and connects to PG/MySQL/SQLite databases. Local-first, privacy-focused. | Community implementation, Go Development 🏎️, local/cloud 🏠☁️, multi-application/database query aggregator. | | [MetaMCP](https://github.com/metatool-ai/metatool-app) | MetaMCP is a unified middleware MCP server that manages your MCP connections through a GUI. | Community implementation, TypeScript Development 📇, cloud/local ☁️🏠, cross-platform 🍎🪟🐧, MCP connection management GUI. | | [OpenMCP](https://github.com/wegotdocs/open-mcp) | Converts Web APIs to MCP servers in 10 seconds and adds them to the open-source registry [open-mcp.org](https://open-mcp.org). | Community implementation, TypeScript Development 📇, local execution 🏠, cross-platform 🍎🪟🐧, Web API to MCP server. | | [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) | Comprehensive proxy server that combines multiple MCP servers into a single interface, with extensive visibility features (tool/prompt/resource/template discovery management, debugging platform). | Community implementation, TypeScript Development 📇, local execution 🏠, MCP proxy and management. | | [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) | MCP server enabling AI models to interact with Bitcoin (generate keys/verify addresses/decode transactions/query blockchain, etc.). | Community implementation, Bitcoin interaction ₿. | | [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) | Sends requests to OpenAI, MistralAI, Anthropic, xAI, Google AI, or DeepSeek using the MCP protocol via tools or predefined prompts. | Community implementation, Python/TypeScript Development 🐍📇, cloud service ☁️, multi-LLM API calls. | | [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) | MCP server that installs other MCP servers for you. | Community implementation, Python Development 🐍, local execution 🏠, MCP server installer. | | [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) | MCP for talking to OpenAI Assistants (Claude can use any GPT model as its assistant). | Community implementation, Python Development 🐍, cloud service ☁️, calls OpenAI Assistants. | | [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) | MCP server that allows checking the client machine's local time or getting the current UTC time from an NTP server. | Community implementation, Python Development 🐍, local/cloud 🏠☁️, time retrieval (local/NTP). | | [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) | Seamlessly integrates any API with an OpenAPI Schema with AI Agents. | Community implementation, Go Development 🏎️, local execution 🏠, OpenAPI API integration. | | [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) | Interacts with the Phabricator API. | Community implementation, Python Development 🐍, cloud service ☁️, Phabricator integration. | | [billster45/mcp-chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses) | MCP server that allows Claude to talk to ChatGPT and use its web search capabilities. | Community implementation, Python Development 🐍, cloud service ☁️, Claude calls ChatGPT (with search). | | [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) | Allows AI to query GraphQL servers. | Community implementation, TypeScript Development 📇, cloud service ☁️, GraphQL query. | | [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) | Another CLI tool for testing MCP servers. | Community implementation, Python Development 🐍, local execution 🏠, MCP testing CLI. | | [evalstate/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) | Use HuggingFace Spaces directly from Claude. Use open-source image generation, chat, vision tasks, etc. Supports image, audio, and text upload/download. | Community implementation, TypeScript Development 📇, cloud service ☁️, Hugging Face Spaces calls. | | [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) | Wikipedia article lookup API. | Community implementation (Wikimedia), Python Development 🐍, cloud service ☁️, Wikipedia article lookup. | | [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) | Tool for querying and executing Dify workflows. | Community implementation, Go Development 🏎️, cloud service ☁️, Dify workflow execution. | | [jagan-shanmugam/climatiq-mcp-server](https://github.com/jagan-shanmugam/climatiq-mcp-server) | MCP server for accessing the Climatiq API to calculate carbon emissions. Enables AI assistants to perform real-time carbon calculations and provide climate impact insights. | Community implementation, Python Development 🐍, local execution 🏠, carbon emission calculation (Climatiq API). | | [joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) | MCP server to list and launch applications on macOS. | Community implementation, TypeScript development 📇, local execution 🏠, macOS application launcher 🍎. | | [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) | Enables interaction with RabbitMQ (management operations, message enqueue/dequeue). | Community implementation, Python development 🐍, local execution 🏠, RabbitMQ interaction. | | [kukapay/whattimeisit-mcp](https://github.com/kukapay/whattimeisit-mcp) | Lightweight MCP server that accurately tells the current time. | Community implementation, Python development 🐍, cloud service ☁️, time tool. | | [kukapay/whereami-mcp](https://github.com/kukapay/whereami-mcp) | Lightweight MCP server that accurately tells you where you are based on your current IP. | Community implementation, Python development 🐍, cloud service ☁️, IP location. | | [kukapay/whoami-mcp](https://github.com/kukapay/whoami-mcp) | Lightweight MCP server that accurately tells you who you are. (Possibly user information?) | Community implementation, Python development 🐍, local execution 🏠, user information (?). | | [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) | Middleware server that enables multiple isolated instances of the same MCP server to coexist independently with unique namespaces and configurations. | Community implementation, TypeScript development 📇, local execution 🏠, MCP server multi-instance management. | | [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) | Gateway demo for MCP SSE server. | Community implementation, TypeScript development 📇, MCP SSE gateway example. | | [magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) | Search and retrieve GIFs from Giphy's vast library via the Giphy API. | Community implementation, TypeScript development 📇, cloud service ☁️, Giphy GIF search. | | [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) | Control Spotify playback and manage playlists. | Community implementation, TypeScript development 📇, local execution 🏠, Spotify control. | | [mcp-server-jfx](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jfx) | Draw on a JavaFX canvas. | Community implementation (Quarkiverse), Java development ☕, local execution 🏠, JavaFX drawing. | | [mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe) | Local-first system, captures screen/audio & timestamped index, SQL/embedded storage, semantic search, LLM history analysis, event-triggered actions. Context-aware AI agent built via NextJS plugin ecosystem. | Official implementation (mediar.ai) 🎖️, Rust development 🦀, local execution 🏠, macOS 🍎, screen/audio capture and analysis RAG. | | [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) | Simple MCP server to enable human-in-the-loop workflows in tools like Cline and Cursor. | Community implementation, Python development 🐍, local execution 🏠, human-in-the-loop feedback. | | [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) | Token-efficient Go documentation server that provides AI assistants with intelligent access to package documentation and types without reading entire source files. | Community implementation, Go development 🏎️, local execution 🏠, Go documentation intelligent access. | | [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) | Chat with OpenAI's smartest models. | Community implementation, TypeScript development 📇, cloud service ☁️, call OpenAI models. | | [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) | MCP server that can execute commands such as keyboard input and mouse movement. | Community implementation, local execution 🏠, macOS 🍎, GUI automation (Swift). | | [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) | A collection of useful tools for developers, containing almost everything an engineer needs: Confluence, Jira, Youtube, run scripts, knowledge base RAG, Fetch URL, manage Youtube channels, email, calendar, Gitlab. | Community implementation, Go development 🏎️, local execution 🏠, developer toolset. | | [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) | Automatic operation of screen GUI. | Community implementation, Python development 🐍, GUI automation. | | [Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools) | A suite of marketing tools from Open Strategy Partners, including writing style, editing guidelines, and product marketing value map creation. | Community implementation, Python development 🐍, local execution 🏠, marketing toolkit. | | [paulotaylor/voyp-mcp](https://github.com/paulotaylor/voyp-mcp) | VOYP - Voice Over Your Phone MCP server for making phone calls. | Community implementation, TypeScript development 📇, phone calls. | | [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) | Query OpenAI models using the MCP protocol directly from Claude. | Community implementation, Python development 🐍, cloud service ☁️, Claude calls OpenAI. | | [pskill9/hn-server](https://github.com/pskill9/hn-server) | Parses the HTML content of news.ycombinator.com (Hacker News) and provides structured data for different types of stories. | Community implementation, TypeScript development 📇, cloud service ☁️, Hacker News content parsing. | | [pskill9/website-downloader](https://github.com/pskill9/website-downloader) | MCP server to download entire websites using wget. Preserves website structure and converts links to work locally. | Community implementation, Go development 🚀, website downloader (wget). | | [PV-Bhat/vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server) | MCP server to ensure user alignment by calling "Vibe-check" Agent, preventing cascading errors and scope creep. | Community implementation, TypeScript development 📇, cloud service ☁️, Agent alignment check. | | [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) | MCP server for mathematical expression calculation. | Community implementation, mathematical calculation. | | [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) | Chat with any other OpenAI SDK compatible chat, such as Perplexity, Groq, xAI, etc. | Community implementation, any OpenAI compatible API call. | | [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) | Allows AI to read .ged files and genetic data. | Community implementation, Python development 🐍, local execution 🏠, family history/genetic data reading (.ged). | | [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) | Autonomous Shell Execution, Computer Control, and Coding Agent (Mac). | Community implementation, Python development 🐍, local execution 🏠, macOS 🍎, autonomous control/coding agent. | | [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) | MCP server for querying the Wolfram Alpha API. | Community implementation, Python development 🐍, cloud service ☁️, Wolfram Alpha query. | | [Seym0n/tiktok-mcp](https://github.com/Seym0n/tiktok-mcp) | Interact with TikTok videos. | Community implementation, TypeScript development 📇, cloud service ☁️, TikTok interaction. | | [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) | MCP server for Oura (sleep tracking app). | Community implementation, Python development 🐍, cloud service ☁️, Oura sleep data. | | [wanaku-ai/wanaku](https://github.com/wanaku-ai/wanaku) | Wanaku MCP Router is an SSE-based MCP server that provides a scalable routing engine, allowing enterprise systems to be integrated with AI Agents. | Official implementation (Wanaku AI), cloud/local 🏠☁️, MCP routing engine. | | [wong2/mcp-cli](https://github.com/wong2/mcp-cli) | CLI tool for testing MCP servers (another version). | Community implementation, TypeScript development 📇, local execution 🏠, MCP test CLI (TS). | | [ws-mcp](https://github.com/nick1udwig/ws-mcp) | Wraps an MCP server with WebSocket (for [kitbitz](https://github.com/nick1udwig/kibitz)). | Community implementation, WebSocket wrapper. | | [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) | MCP server that provides date and time functionality in various formats. | Community implementation, date and time tools. | | [zueai/mcp-manager](https://github.com/zueai/mcp-manager) | A simple Web UI for installing and managing MCP servers for Claude Desktop App. | Community implementation, TypeScript development 📇, cloud service ☁️, MCP server management Web UI. | | [HenryHaoson/Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server) | An MCP server for integrating Yuque API, allowing AI models to manage documents, interact with knowledge bases, search content, and access analytics data from the Yuque platform. | Community implementation, TypeScript development 📇, cloud service ☁️, Yuque API integration. | | [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) | Implements interactive LLM workflows by directly adding local user prompts and chat functionality to the MCP loop. | Community implementation, TypeScript development 📇, local execution 🏠, human-computer interaction workflow. | --- ### More MCP Server Resources * [MCP.so](https://mcp.so/) includes nearly 8000 MCP Servers  * [awesome-mcp-servers](https://github.com/punkpeye/awesome-mcp-servers) * [web directory](https://glama.ai/mcp/servers). * [MCP.ing](https://mcp.ing) A resource-rich MCP Server library.  ## More Ways to Play with MCP * [mcp-agent](https://github.com/lastmile-ai/mcp-agent): Build effective agents using Model Context Protocol and simple workflow patterns * [mcsmcp](https://github.com/microsoft/mcsmcp) Lab for creating an MCP Server and using it in Microsoft Copilot Studio. * [mindsdb](https://github.com/mindsdb/mindsdb) AI's query engine - Platform for building AI that can answer questions over large scale federated data. - The only MCP Server you'll ever need ### Tested High-Quality Servers Due to the insufficient availability of many servers, a separate module is opened to recommend high-quality servers that I have used. You are welcome to submit your tested high-quality servers in this section, and please submit screenshots of using the server at the same time. * [notion-mcp-server](https://github.com/makenotion/notion-mcp-server) Official Notion MCP Server * [douyin-mcp-server](https://github.com/yzfly/douyin-mcp-server) Extract Douyin watermark-free video links and video copy * [mcp-hotnews-server](https://github.com/wopal-cn/mcp-hotnews-server) A Model Context Protocol server that provides real-time hot trending topics from major Chinese social platforms and news sites. * [mcp-github-trending](https://github.com/hetaoBackend/mcp-github-trending) MCP server for getting github trending repos & developers * [roundtable-ai](https://github.com/askbudi/roundtable) A fully tested unified AI programming assistant MCP server, zero-configuration installation, optimized for multi-AI tool integration and autonomous agent development. It can be used with one-click pip installation, supports mainstream clients such as Claude Desktop and Cursor, and provides a stable and reliable AI programming workflow for Chinese developers. ## MCP Resources Want to master MCP? These resources save you time: - **Official Documentation** - [MCP Official Website](https://www.claudemcp.com/) - [Anthropic MCP Introduction](https://www.anthropic.com/news/model-context-protocol) - **Community Resources** - [GitHub MCP Repository](https://github.com/anthropic/model-context-protocol): Official code and examples. - [Reddit r/mcp](https://www.reddit.com/r/mcp/): Player communication, find inspiration. - [Discord](https://glama.ai/mcp/discord): Real-time discussion, solve problems. - **Tutorials** - [MCP Quick Start](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart) - [Claude Desktop Uses SQLite](https://youtu.be/wxCCzo9dGj0) - **MCP Analysis Materials** - [a16z In-depth Interpretation of MCP](https://a16z.com/a-deep-dive-into-mcp-and-the-future-of-ai-tooling/) - [MCP vs. ANP Comparison](https://github.com/agent-network-protocol/AgentNetworkProtocol/blob/main/blogs/cn/MCP%E4%B8%8EANP%E5%AF%B9%E6%AF%94%EF%BC%9A%E6%99%BA%E8%83%BD%E4%BD%93%E9%9C%80%E8%A6%81%E4%BB%80%E4%B9%88%E6%A0%B7%E7%9A%84%E9%80%9A%E4%BF%A1%E5%8D%8F%E8%AE%AE.md) ## MCP Server Development ### **1. Building MCP Servers with LLMs** We can use Large Language Models (LLMs) like Claude to accelerate MCP development! How to use LLMs to build custom Model Context Protocol (MCP) servers and clients? Taking Claude as an example, other large models (GPT, Gemini, Grok, Qwen, DeepSeek) are also applicable. #### **Prepare Documentation** Before you begin, gather the necessary documentation to help Claude understand MCP: 1. Visit [https://modelcontextprotocol.io/llms-full.txt](https://modelcontextprotocol.io/llms-full.txt) and copy the complete document text. 2. Go to the code repository for the [MCP TypeScript SDK](https://github.com/modelcontextprotocol/typescript-sdk) or [Python SDK](https://github.com/modelcontextprotocol/python-sdk). 3. Copy the README file and other relevant documentation. 4. Paste these documents into your conversation with Claude. #### **Describe Your Server Requirements** After providing the documentation, clearly describe to Claude what kind of server you want to build. Please specify: * **Which resources** your server will expose * **Which tools** it will provide * **Which prompts** it should include * **Which external systems** it needs to interact with For example: ``` Build an MCP server with the following requirements: - Connect to my company's PostgreSQL database - Expose the table structure as a resource - Provide a tool to run read-only SQL queries - Include prompts for common data analysis tasks ``` #### 2. More MCP Programming Resources - [Model Context Protocol(MCP) Programming Quick Start](http://github.com/liaokongVFX/MCP-Chinese-Getting-Started-Guide) --- ## Star History [](https://www.star-history.com/#yzfly/Awesome-MCP-ZH&Date) --- ## Contribution Guide Want to add something? Welcome to contribute! - Fork the project, make changes, and submit a PR. - Have new servers or tutorials? Add them directly. --- ## License This project is based on the MIT license, free to use and modify, please retain the copyright notice. Copyright (c) 2025 Awesome-MCP-ZH Contributors ---