The leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing
$ git clone https://github.com/jgravelle/jdocmunch-mcp.git100% Rust implementation of code graphRAG with blazing fast AST+FastML parsing, surrealDB backend and advanced agentic code analysis tools through MCP for efficient code agent context management
⚡ DocsAgent — give your AI agents instant, private access to your personal knowledge base (Zotero now; Obsidian, Apple Notes & local docs on the road). Native C++ search core: BM25 + passage ranking in ~15 ms. MCP server for Claude, Cursor, Cline & any MCP client.
Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) over MCP. Decisions, lessons and facts live in one SQLite file on your disk. Offline, multilingual.
Code search MCP for Claude Code. Make entire codebase the context for any coding agent.
An official Qdrant Model Context Protocol (MCP) server implementation
Data from GitHub · snapshot Sep 24, 2026