Swarms_MCPserver

Swarms_MCPserver

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The Swarms MCP Documentation Server is designed to help AI agents efficiently access and utilize documentation databases using sophisticated retrieval mechanisms. Built on FastMCP, it offers modular and robust functionalities for processing and retrieving data seamlessly and locally.

🐝 Swarms MCP Documentation Server

📖 Description

Swarms MCP Documentation Server is an Agent Framework Documentation MCP Server built on FastMCP that enables AI agents to efficiently retrieve information from documentation databases using a combination of semantic and keyword searches, chunked indexing, and FastMCP tools API.

Key Capabilities:

  • Efficient retrieval using semantic and keyword search
  • Query, list, and retrieve documentation
  • Local-first design with automatic reindexing
  • Modular and extensible

🌟 Key Features

  • Hybrid Retriever: Combines semantic and keyword search.
  • Dynamic Markdown Handling: Smart loader based on file size.
  • Automatic Reindexing: Watches for file changes.
  • Healthcheck Endpoint: Ensures server readiness.

🛠️ Available FastMCP Tools

  • swarm_docs.search: Search documentation chunks
  • swarm_docs.list_files: List indexed files
  • swarm_docs.get_chunk: Get specific chunk by path and index
  • swarm_docs.reindex: Force reindex
  • swarm_docs.healthcheck: Check MCP Server status

✅ MCP Server Ready

  • Safe confirmation for actions
  • Auto file watching and reindexing
  • Full tool coverage