# MCP Documentation Server

Semantic search server for MCP (Model Context Protocol) documentation using Redis embeddings.

## THE MCP MCP for MCPing MCP's
## Setup

```bash
python -m venv venv
source venv/bin/activate
pip install -r requirements.txt
```

## Usage

1. **Scrape documentation**: `python url_scraper.py`
2. **Create embeddings**: `python embed_to_redis.py`
3. **Run MCP server**: `python doc_mcp_server.py`

## Tools

- `search_docs` - Semantic search through documentation
- `list_documents` - List all available documents
- `fetch_file` - Retrieve specific file content

## MCP Client Config

```json
{
  "mcpServers": {
    "doc-embeddings": {
      "command": "bash",
      "args": ["-c", "cd /path/to/mcp/server && source venv/bin/activate && python doc_mcp_server.py"],
      "env": {}
    }
  }
}
```

## Files

- `url_scraper.py` - Scrapes MCP from mcp and convert to markdown
- `embed_to_redis.py` - Creates embeddings from headings and stores in Redis
- `doc_mcp_server.py` - FastMCP server providing search functionality
- `repo_scraper.py` - Processes code repositories to markdown
- `output/` - Processed documentation files