Content
# LinkedIn Content Intelligence Platform
> **Your AI-powered content strategist for LinkedIn.**
>
> Create compelling content, analyze what resonates with your audience, research industry trends, and build meaningful professional relationships—all through natural conversation with Claude.
---
## A Content-First Approach to LinkedIn
This isn't another automation tool for mass outreach. It's a **Content Intelligence Platform** designed for professionals who value quality over quantity.
**What makes this different:**
- **Content Strategy Focus**: Understand what content performs, why it resonates, and how to improve
- **Authentic Engagement**: Build genuine professional relationships, not spray-and-pray automation
- **Research-Driven**: Make informed decisions based on real data about your audience and industry
- **Quality Over Quantity**: Craft thoughtful content rather than churning out generic posts
### The Power of AI-Assisted Workflows
Imagine this: You ask Claude to research a competitor's content strategy. Minutes later, you understand their top-performing topics, posting patterns, and engagement drivers. You craft a differentiated response post, Claude helps optimize it for your audience, and you schedule it for when your network is most active.
**Cross-platform intelligence:**
```
LinkedIn Research → Blog Post → WordPress Publish → LinkedIn Promotion
```
1. Analyze trending topics from industry thought leaders
2. Develop a unique perspective with Claude's help
3. Publish to your blog (via another MCP)
4. Share insights with your LinkedIn network
**This is content intelligence**—understanding your professional landscape and creating content that genuinely adds value.
---
## Who Is This For?
### Content Creators & Thought Leaders
- Develop and refine your content strategy with data-driven insights
- Understand what topics resonate with your audience
- Build a consistent publishing cadence with draft management and scheduling
- Analyze engagement patterns to continuously improve
### Marketing & Brand Teams
- Research competitor content strategies and positioning
- Track industry trends and thought leadership topics
- Measure content performance and engagement metrics
- Coordinate team content calendars
### Professionals Building Their Brand
- Craft authentic content that showcases expertise
- Engage meaningfully with your professional network
- Research industry conversations before contributing
- Build genuine connections with relevant professionals
### Analysts & Researchers
- Gather company and professional data for market research
- Analyze engagement patterns and content trends
- Generate comprehensive reports on LinkedIn presence
- Track industry movements and competitive intelligence
---
## Features
### Content Creation
| Feature | Description |
|---------|-------------|
| **Text Posts** | Create and publish professional posts with AI assistance |
| **Image Posts** | Share images with captions and hashtags |
| **Polls** | Create interactive polls to engage your audience |
| **Comments** | Comment on posts (images supported in nested replies only) |
| **Rich Formatting** | AI-optimized content with hooks, CTAs, and hashtags |
### Content Planning
| Feature | Description |
|---------|-------------|
| **Draft Management** | Save, edit, and organize drafts with tags |
| **Post Scheduling** | Schedule posts for optimal engagement times |
| **Content Calendar** | View and manage your scheduled content |
| **Content Analysis** | Get AI suggestions to improve engagement |
### Profile Research
| Feature | Description |
|---------|-------------|
| **Profile Viewing** | View detailed LinkedIn profiles |
| **Profile Enrichment** | Get comprehensive profile data with multi-source fallback |
| **Profile Interests** | Discover who/what a person follows (influencers, companies, topics) |
| **Similar Profiles** | Find profiles similar to a given person |
| **Profile Articles** | Get articles written by any profile |
| **Skills & Endorsements** | View skills and endorsement data |
### Company Research
| Feature | Description |
|---------|-------------|
| **Company Search** | Search for companies by keywords |
| **Company Details** | Get company info, employee counts, and descriptions |
| **Company by Domain** | Look up companies by website domain |
| **Organization Insights** | Follower counts and engagement data |
### Analytics & Engagement
| Feature | Description |
|---------|-------------|
| **Post Analytics** | Reactions, comments, and engagement metrics (via official API) |
| **Content Performance** | Analyze what content works best |
| **Optimal Posting Times** | Derived insights from your engagement patterns |
| **Hashtag Analysis** | Derived insights from your post performance |
| **Engagement Reports** | Comprehensive performance reports |
| **Profile Views** | Track who's viewing your profile |
### Messaging & Conversations
| Feature | Description |
|---------|-------------|
| **View Conversations** | Browse your LinkedIn message threads |
| **Read Messages** | Access conversation history with connections |
| **Send Messages** | Message your connections directly |
| **Conversation Management** | Mark conversations as read |
> **Note**: Messaging features are designed for maintaining existing professional relationships. LinkedIn's terms of service prohibit automated mass messaging.
### Connections & Networking
| Feature | Description |
|---------|-------------|
| **View Invitations** | See pending connection requests |
| **Send Requests** | Connect with professionals (with optional message) |
| **Manage Invitations** | Accept or decline connection requests |
| **Connection Management** | Manage your professional network |
> **Best Practice**: Connection requests should be personalized and relevant. Sending mass requests violates LinkedIn's terms and damages your professional reputation.
### Job Intelligence
| Feature | Description |
|---------|-------------|
| **Job Search** | Search postings with filters (keywords, location, remote, experience) |
| **Job Details** | Get comprehensive job posting information |
| **Skills Analysis** | See required skills for positions |
---
## Important: Required Accounts & Services
> **This MCP server cannot function without external account setup.** Simply installing the code is not enough. Most features require one or more of the accounts described below. If you skip this section, you will encounter permission errors and non-functional tools.
### What You Need (At a Glance)
| Account / Service | Cost | What It Unlocks | Required? |
|---|---|---|---|
| [LinkedIn Account](https://www.linkedin.com/signup) | Free | Everything — base requirement | **Yes** |
| [LinkedIn Developer App](#step-1-linkedin-developer-app) | Free | Posting, analytics, profile data via OAuth | **Yes** |
| [RapidAPI Account + API Subscriptions](#step-2-rapidapi-account) | Free tier available | Profile/company research, search, articles | **Highly Recommended** |
| [Browser Cookies](#step-3-browser-cookies-optional) | Free | Messaging, connections, job search, people search | Optional |
| [Playwright Browser](#step-4-playwright-optional) | Free | Browser automation fallback for data retrieval | Optional |
### Feature-to-Account Mapping
Use this table to determine exactly which accounts you need based on the features you want:
| Feature | LinkedIn Developer App | RapidAPI Subscription | Browser Cookies |
|---|---|---|---|
| **Create/edit/delete posts** | "Share on LinkedIn" product | - | - |
| **Create polls** | "Share on LinkedIn" product | - | - |
| **Post images/videos/documents** | "Share on LinkedIn" product | - | - |
| **Post scheduling & drafts** | "Share on LinkedIn" product | - | - |
| **View your own profile** | OAuth (basic scopes) | - | - |
| **Post analytics (official)** | "Share on LinkedIn" product | - | - |
| **Comments & reactions** | "Community Management API" product | - | - |
| **Ad search & transparency** | "Ad Library API" product | - | - |
| **Profile research (others)** | - | **Yes** (Professional Network Data API) | Fallback only |
| **Company research** | - | **Yes** (Professional Network Data API) | Fallback only |
| **People/company search** | - | **Yes** (Pro plan or higher) | Fallback only |
| **Article retrieval** | - | **Yes** (Professional Network Data API) | - |
| **Similar profiles** | - | **Yes** (Professional Network Data API) | - |
| **Profile interests** | - | **Yes** (Professional Network Data API) | - |
| **Messaging (read/send)** | - | - | **Required** |
| **Connection management** | - | - | **Required** |
| **Job search** | - | - | **Required** |
| **Content performance analytics** | - | **Yes** (for post data retrieval) | Fallback only |
### Step 1: LinkedIn Developer App
**This is required for all official API features (posting, analytics, comments).**
1. Go to the **[LinkedIn Developer Portal](https://www.linkedin.com/developers/apps)**
2. Click **"Create app"**
3. Fill in the required details:
- **App name**: e.g., "My LinkedIn MCP"
- **LinkedIn Page**: You must associate a LinkedIn Company Page. If you don't have one, [create a Company Page](https://www.linkedin.com/company/setup/new/) first (it can be minimal).
- **Privacy policy URL**: Your website URL or LinkedIn profile URL
4. **Request API Products** (under the "Products" tab):
| Product | How to Get It | What It Enables |
|---|---|---|
| **Share on LinkedIn** | Click "Request access" — **instant approval** | Creating posts, images, polls, scheduling |
| **Sign In with LinkedIn using OpenID Connect** | Click "Request access" — **instant approval** | OAuth authentication, profile data |
| **Community Management API** | Click "Request access" — **requires LinkedIn review** (may take days) | Comments, reactions, mentions |
| **Ad Library API** | Click "Request access" — **requires LinkedIn review** | Searching LinkedIn ads |
5. Go to the **"Auth"** tab:
- Copy your **Client ID** and **Client Secret** (you'll need these later)
- Under "OAuth 2.0 settings", add this redirect URL: `http://localhost:8765/callback`
> **Note on Community Management API**: This product requires LinkedIn to review and approve your application. Without it, commenting on posts and adding reactions will not work. You can still use all other posting features while you wait for approval.
### Step 2: RapidAPI Account
**This is required for profile research, company lookups, search, and article retrieval.** Without it, these features fall back to unreliable cookie-based methods that are prone to LinkedIn's bot detection.
1. **Create a free RapidAPI account** at [rapidapi.com/signup](https://rapidapi.com/signup)
2. **Subscribe to the Professional Network Data API** (primary data source — 55 endpoints):
- Go to: **[Professional Network Data API](https://rapidapi.com/pnd-team-pnd-team/api/professional-network-data)**
- Click **"Subscribe"** and select a plan:
| Plan | Price | What You Get |
|---|---|---|
| **Basic** | Free (limited requests) | Profile lookups, company data, posts, articles |
| **Pro** | $50/month | All Basic features + search, higher limits |
| **Ultra** | $175/month | Higher rate limits |
| **Mega** | $500/month | Highest rate limits |
- The **Basic (free) plan** is sufficient to get started with profile and company lookups.
3. **(Optional) Subscribe to the Fresh LinkedIn Data API** (secondary/fallback data source):
- Go to: **[Fresh LinkedIn Data API (web-scraping-api2)](https://rapidapi.com/freshdata-freshdata-default/api/web-scraping-api2)**
- Documentation: [fdocs.info/api-reference/quickstart](https://fdocs.info/api-reference/quickstart)
- This serves as a fallback if the primary API is unavailable.
| Plan | Price | What You Get |
|---|---|---|
| **Basic** | ~$10/month | Profile/company lookup, posts |
| **Pro** | ~$45/month | All Basic features + search capabilities |
4. **Copy your RapidAPI key**:
- Go to any subscribed API page on RapidAPI
- Your API key appears in the "Header Parameters" section as `X-RapidAPI-Key`
- This single key works for all APIs you've subscribed to on RapidAPI
> **Important**: The same RapidAPI key is used for both the Professional Network Data API and the Fresh LinkedIn Data API. You only need one RapidAPI account, but you must subscribe to each API product separately.
### Step 3: Browser Cookies (Optional)
**Required for: messaging, connections, job search, and people search via LinkedIn's unofficial API.**
These features use LinkedIn's internal (unofficial) API, which requires your browser session cookies. This is safe — cookies are stored locally and never sent anywhere except to LinkedIn.
```bash
# Extract cookies from your browser (after logging into LinkedIn)
linkedin-mcp-auth extract-cookies --browser chrome
```
Supported browsers: Chrome, Arc, Brave, Edge, Firefox, Opera, Opera GX, Vivaldi, Chromium, Safari, LibreWolf.
> **Note**: Browser cookies expire every 24-48 hours. You'll need to re-run the extract command periodically. If messaging or connection features stop working, refresh your cookies first.
### Step 4: Playwright (Optional)
**Optional browser automation fallback for data retrieval when other methods fail.**
```bash
playwright install chromium
```
This installs a headless browser that acts as a last-resort data source if APIs and cookies are unavailable.
---
## Quick Start
### Prerequisites
- Python 3.11+
- [uv](https://github.com/astral-sh/uv) (recommended) or pip
- Accounts set up per the [Required Accounts & Services](#important-required-accounts--services) section above
### Installation
```bash
git clone https://github.com/southleft/linkedin-mcp.git
cd linkedin-mcp
# Install with uv (recommended)
uv venv && source .venv/bin/activate
uv pip install -e .
# Optional: Install browser automation fallback
playwright install chromium
```
### Configuration
Create a `.env` file in the project root:
```bash
# LinkedIn OAuth (Required — from LinkedIn Developer Portal)
LINKEDIN_CLIENT_ID=your_client_id
LINKEDIN_CLIENT_SECRET=your_client_secret
LINKEDIN_API_ENABLED=true
# RapidAPI Key (Recommended — from your RapidAPI dashboard)
# Powers profile/company research, search, and articles
THIRDPARTY_RAPIDAPI_KEY=your_api_key
```
> **Note**: Without the RapidAPI key, profile and company lookups fall back to cookie-based methods which are unreliable and prone to LinkedIn's bot detection. See [Step 2: RapidAPI Account](#step-2-rapidapi-account) for setup instructions.
### Authentication
```bash
# Authenticate with LinkedIn (opens browser for OAuth flow)
linkedin-mcp-auth oauth
# Optional: Include Community Management API scope for comments/reactions
linkedin-mcp-auth oauth --community-management
# Optional: Extract cookies for messaging, connections, and job search
linkedin-mcp-auth extract-cookies --browser chrome
# Verify your setup
linkedin-mcp-auth status
```
### Connect to Claude Desktop
Add the following to your Claude Desktop config file:
| Platform | Config Location |
|----------|-----------------|
| macOS | `~/Library/Application Support/Claude/claude_desktop_config.json` |
| Windows | `%APPDATA%\Claude\claude_desktop_config.json` |
| Linux | `~/.config/Claude/claude_desktop_config.json` |
**Complete configuration example:**
```json
{
"mcpServers": {
"linkedin": {
"command": "/path/to/linkedin-mcp/.venv/bin/python",
"args": ["-m", "linkedin_mcp.main"],
"cwd": "/path/to/linkedin-mcp",
"env": {
"LINKEDIN_CLIENT_ID": "your_client_id",
"LINKEDIN_CLIENT_SECRET": "your_client_secret",
"LINKEDIN_API_ENABLED": "true",
"THIRDPARTY_RAPIDAPI_KEY": "your_api_key",
"PYTHONPATH": "/path/to/linkedin-mcp/src",
"LOG_LEVEL": "INFO"
}
}
}
}
```
> **Critical**: Claude Desktop does not read `.env` files—all environment variables must be explicitly passed in the config.
**After updating the config:**
1. Quit Claude Desktop completely
2. Reopen Claude Desktop
3. The LinkedIn MCP server will connect automatically
### Connect to Claude Code
Add to `~/.claude.json`:
```json
{
"mcpServers": {
"linkedin-mcp": {
"type": "stdio",
"command": "/path/to/linkedin-mcp/.venv/bin/python",
"args": ["-m", "linkedin_mcp.main"],
"cwd": "/path/to/linkedin-mcp",
"env": {
"LINKEDIN_CLIENT_ID": "your_client_id",
"LINKEDIN_CLIENT_SECRET": "your_client_secret",
"LINKEDIN_API_ENABLED": "true",
"THIRDPARTY_RAPIDAPI_KEY": "your_api_key",
"PYTHONPATH": "/path/to/linkedin-mcp/src"
}
}
}
}
```
Run `/mcp` in Claude Code to connect.
---
## Usage Examples
### Content Creator Workflow
```
You: "Create a LinkedIn post about the importance of continuous learning in tech"
Claude: Here's a draft optimized for engagement:
"In tech, the moment you stop learning is the moment you start falling behind.
Every new framework, language, or methodology is an opportunity to expand your toolkit and thinking.
The best engineers I know aren't just skilled—they're perpetually curious.
What are you learning this week?
#ContinuousLearning #TechCareers #GrowthMindset"
Should I post this now, schedule it, or save as a draft?
```
### Content Planning
```
You: "Save this as a draft for my product launch and schedule it for Tuesday 9am"
Claude: Done! I've:
1. Saved your draft titled "Product Launch"
2. Scheduled it for Tuesday, 9:00 AM (your timezone)
You can view your drafts anytime or adjust the schedule.
```
### Profile Research
```
You: "Look up the CEO of Microsoft on LinkedIn"
Claude: Found Satya Nadella's profile:
- Chairman and CEO at Microsoft
- Focus on cloud computing and AI transformation
- Author and thought leader in technology
Would you like me to find similar profiles or see their recent articles?
```
### Company Research
```
You: "Look up information about anthropic.com"
Claude: Found Anthropic:
- AI safety company
- Headquarters in San Francisco
- Focus on AI research and safety
Would you like more details or to search for employees?
```
---
## Available Tools
> **See [CAPABILITIES.md](CAPABILITIES.md) for the complete tool reference with 83 tools across 14 categories.**
### Content Creation
| Tool | Description |
|------|-------------|
| `create_post(text, visibility)` | Publish a text post |
| `create_image_post(text, image_path, alt_text)` | Post with an image |
| `create_poll(question, options, duration_days)` | Create an interactive poll |
| `create_comment(post_urn, text)` | Comment on a post |
| `delete_post(post_urn)` | Remove a published post |
### Draft Management
| Tool | Description |
|------|-------------|
| `create_draft(content, title, tags)` | Save content for later |
| `list_drafts(tag)` | View all saved drafts |
| `get_draft(draft_id)` | Get a specific draft |
| `update_draft(draft_id, content, title, tags)` | Edit a draft |
| `delete_draft(draft_id)` | Remove a draft |
| `publish_draft(draft_id, visibility)` | Publish a saved draft |
| `analyze_draft_content(content, industry)` | Get AI suggestions |
### Scheduling
| Tool | Description |
|------|-------------|
| `schedule_post(content, scheduled_time, timezone)` | Schedule for future |
| `list_scheduled_posts(status)` | View scheduled posts |
| `get_scheduled_post(job_id)` | Get schedule details |
| `update_scheduled_post(job_id, content, time)` | Modify scheduled post |
| `cancel_scheduled_post(job_id)` | Cancel a scheduled post |
### Profile Research
| Tool | Description |
|------|-------------|
| `get_my_profile()` | Get your LinkedIn profile |
| `get_profile(profile_id)` | View any LinkedIn profile |
| `get_profile_contact_info(profile_id)` | Get contact details |
| `get_profile_skills(profile_id)` | Get skills and endorsements |
| `get_profile_interests(profile_id)` | Get interests (influencers, companies, topics) |
| `get_similar_profiles(profile_id, limit)` | Find similar profiles |
| `get_profile_articles(profile_id, limit)` | Get articles written by profile |
| `get_auth_status()` | Check authentication status |
| `get_rate_limit_status()` | Monitor API usage |
### Company Research
| Tool | Description |
|------|-------------|
| `search_people(keywords, limit, keyword_title)` | Find professionals |
| `search_companies(keywords, limit)` | Search for companies |
| `get_company(public_id)` | Get company details |
| `get_company_by_domain(domain)` | Look up company by website domain |
| `get_article(article_url)` | Get full article content |
| `get_organization_followers(organization_id)` | Get follower count |
### Analytics
| Tool | Description |
|------|-------------|
| `get_feed(limit)` | Get your LinkedIn feed |
| `get_profile_posts(profile_id, limit)` | Get posts from a profile |
| `get_profile_views()` | Get your profile view statistics |
| `get_post_reactions(post_urn)` | Get reactions on a post |
| `get_post_comments(post_urn)` | Get comments on a post |
| `analyze_engagement(post_urn)` | Deep engagement analysis |
| `analyze_content_performance(profile_id)` | Content patterns |
| `analyze_optimal_posting_times(profile_id)` | Best times to post |
| `analyze_hashtag_performance(profile_id)` | Hashtag effectiveness |
| `generate_engagement_report(profile_id)` | Full engagement report |
### Messaging
| Tool | Description |
|------|-------------|
| `get_conversations(limit)` | List all message conversations |
| `get_conversation(conversation_urn)` | Get messages from a conversation |
| `get_conversation_details(profile_urn)` | Get conversation ID for a profile |
| `send_message(conversation_urn, text)` | Send a message to a conversation |
| `mark_conversation_as_seen(conversation_urn)` | Mark conversation as read |
### Connections
| Tool | Description |
|------|-------------|
| `get_invitations(limit)` | Get pending connection requests |
| `send_connection_request(profile_id, message)` | Send a connection request |
| `reply_invitation(invitation_urn, action)` | Accept or reject an invitation |
| `remove_connection(profile_id)` | Remove a connection |
### Job Search
| Tool | Description |
|------|-------------|
| `search_jobs(keywords, location, remote, ...)` | Search job postings |
| `get_job(job_id)` | Get detailed job information |
| `get_job_skills(job_id)` | Get required skills for a job |
---
## CLI Commands
```bash
# Authentication
linkedin-mcp-auth status # Check auth status
linkedin-mcp-auth oauth # Authenticate via OAuth
linkedin-mcp-auth oauth --force # Force re-authentication
linkedin-mcp-auth extract-cookies # Extract session cookies
linkedin-mcp-auth logout --all # Clear all credentials
# Server
linkedin-mcp # Start MCP server
python -m linkedin_mcp # Alternative server start
```
---
## Configuration Reference
| Variable | Default | Description |
|----------|---------|-------------|
| `LINKEDIN_CLIENT_ID` | - | OAuth Client ID (required for posting) |
| `LINKEDIN_CLIENT_SECRET` | - | OAuth Client Secret (required for posting) |
| `LINKEDIN_API_ENABLED` | `false` | Enable API features |
| `THIRDPARTY_RAPIDAPI_KEY` | - | API key for enhanced profile data |
| `MCP_TRANSPORT` | `stdio` | Transport: stdio, streamable-http |
| `MCP_HOST` | `127.0.0.1` | HTTP server host |
| `MCP_PORT` | `8000` | HTTP server port |
| `LOG_LEVEL` | `INFO` | Logging level |
---
## Limitations
| Feature | Status | Notes |
|---------|--------|-------|
| Text/Image/Poll Posts | Supported | Via Official LinkedIn API |
| Article Link Shares | Supported | External URLs with metadata |
| Comments | Supported | Requires Community Management API approval |
| Direct Messages | Supported | Via unofficial API (requires cookies) |
| Connection Requests | Supported | Via unofficial API (requires cookies) |
| Job Search | Supported | Via unofficial API (requires cookies) |
| Native LinkedIn Articles | Not Available | LinkedIn API limitation |
| Newsletters | Not Available | No API access |
> **Note**: Features marked "requires cookies" use LinkedIn's unofficial API. These work reliably but may require periodic cookie refresh (every 24-48 hours). Run `linkedin-mcp-auth extract-cookies` to refresh.
---
## Troubleshooting
**"Profile lookup returns error"**
Ensure `THIRDPARTY_RAPIDAPI_KEY` is set in your Claude Desktop config:
```json
"env": {
"THIRDPARTY_RAPIDAPI_KEY": "your_api_key",
...
}
```
> **Important**: Claude Desktop does not read `.env` files. You must add the key directly to the config's `env` section.
**"LinkedIn client not initialized"**
```bash
linkedin-mcp-auth status # Check configuration
linkedin-mcp-auth oauth # Re-authenticate
```
**"Application context not initialized"**
Reconnect the MCP server:
- Claude Desktop: Quit and reopen the app
- Claude Code: Run `/mcp` to reconnect
**Posts not appearing**
- Verify OAuth: `linkedin-mcp-auth status`
- Ensure "Share on LinkedIn" product is enabled in Developer Portal
**Comments failing with permission error**
- Comments require the "Community Management API" product
- Apply for access in your LinkedIn Developer Portal
**Search returns empty results**
- Search relies on session cookies which expire after ~24 hours
- Refresh cookies: `linkedin-mcp-auth extract-cookies --browser chrome`
- Note: Profile and company lookups use the RapidAPI fallback and are unaffected
---
## Security
- **OAuth tokens**: Stored securely in system keychain
- **Session cookies**: Encrypted local storage
- **Credentials**: Environment variables only
- **No data collection**: Everything runs locally
---
## Development
```bash
# Install dev dependencies
uv pip install -e ".[dev]"
# Run tests
pytest tests/ -v
# Linting
ruff check src/ && ruff format src/
# Type checking
mypy src/linkedin_mcp
```
---
## Architecture
### Intelligent API Fallback
Under the hood, the server uses a multi-source architecture that automatically falls back through APIs ordered by reliability:
| Priority | Source | Reliability |
|----------|--------|-------------|
| 1 | Professional Network Data API | Highest - 55 endpoints |
| 2 | Fresh LinkedIn Data API | High - profiles & search |
| 3 | Marketing API | High - organizations (official) |
| 4 | Enhanced HTTP Client | Medium - anti-detection |
| 5 | Headless Browser | Medium - slowest but reliable |
| 6 | Unofficial API | Lowest - cookie-based, prone to blocking |
This ensures high availability, automatic recovery from failures, and best-effort data retrieval.
---
## License
MIT License - see [LICENSE](LICENSE) for details.
---
## Acknowledgments
- [FastMCP](https://github.com/jlowin/fastmcp) - MCP SDK for Python
- [Model Context Protocol](https://modelcontextprotocol.io/) - AI tool protocol
- [Playwright](https://playwright.dev/) - Browser automation
---
**Built for professionals who value authentic engagement over automation.**
