MCP Servers

MCP Documentation Server

Enables semantic search and retrieval of MCP (Model Context Protocol) documentation using Redis-backed embeddings, allowing users to query and access documentation content through natural language.

README

MCP Documentation Server

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

THE MCP MCP for MCPing MCP's

Setup

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

Usage

Scrape documentation: python url_scraper.py
Create embeddings: python embed_to_redis.py
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

{
  "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

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