a drop-in solution for searching documentation

Local-first, line-accurate search for blazing-fast lookups of llms.txt documentation. Human-friendly, Agent-ready.

🔍 FastMCP-powered documentation search engine that provides unified access to multiple framework docs (Next.js, Tailwind, Framer Motion, etc.) with intelligent name resolution and async processing.

A fast semantic search and retrieval engine

Intent-based MCP server for project documentation search. Maps natural language queries to the right sources automatically—no configuration needed. The standard for AI agent documentation search.

A plugin that adds Typesense DocSearch into your VitePress site for fast, typo-tolerant documentation search.

Documentation search in devdocs

A fuzzy-finder for methods, fields etc., in documentation reference pages for programming languages and software development frameworks.

Fast search API for Telegram Bot API documentation.

A fully local, production-ready code search platform with hybrid BM25 + semantic search. Self-hosted hybrid search for code with ricegrep CLI support.

Multi-tenant Model Context Protocol server for documentation search (FastMCP + BM25 + article-extractor)

Stop feeding your AI outdated context. This Context7-inspired MCP server ingests and searches docs in real-time to keep your AI grounded in reality 🌟

CodeCompass transforms any GitHub repo into an interactive, searchable knowledge base. Index it locally with embeddings and chat with an LLM that answers using real repo sources.

RAGU - Retrieval-Augmented Generation Universal. A privacy-focused RAG system with modern web UI for semantic search across documentation. Supports document upload, Confluence import, and local AI processing.