Document Search Python Packages

knowledge-rag

Local RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP tools, 20 format parsers. Zero external servers, zero API keys.

manicule

Self-hosted retrieval infrastructure for AI assistants. MCP-first search and grounded answers over a private corpus, with citations that resolve to a real location in a real document — a page, a heading, a line, a cell.

ragbits-core

Building blocks for rapid development of GenAI applications

ragbits-agents

Building blocks for rapid development of GenAI applications

ragbits-chat

Building blocks for rapid development of GenAI applications

ragbits-cli

Building blocks for rapid development of GenAI applications

cortex-local-rag

Local-first MCP server for hybrid search across documents and Confluence. Local indexing, multilingual retrieval, and a Windows desktop companion with a combined installer.

ragbits

Building blocks for rapid development of GenAI applications

ragbits-evaluate

Building blocks for rapid development of GenAI applications

zettabrain-rag

Private AI document assistant. Chat with your documents, generate SOPs and compliance reports from them. Connects to NFS, SMB, S3, OneDrive. 21 built-in Skills. Runs locally on Ollama, no cloud required.

ragbits-document-search

Building blocks for rapid development of GenAI applications

ragbits-guardrails

Building blocks for rapid development of GenAI applications

file-brain

Smart local file search app that understands your files

contextpull

Pull, don't push: exact document sections on demand for LLM agents. MCP server + zero-dependency Python core over SQLite FTS5.

chunksilo

Local semantic search over your documents via MCP. pip install, point at your docs, search by meaning.

paperless-telegram-bot

Manage Paperless-NGX documents entirely through Telegram - upload, search, tag, and organize

resume-mcp-server

MCP server that gives AI clients structured, searchable access to a local folder of resume files (PDF, DOCX, MD, TXT), exposing tools for querying resumes, work experiences, achievements, skills, side projects, and education.

flamehaven-filesearch

Self-hosted RAG search engine — 34 formats, BM25+hybrid search, multi-LLM (Gemini/OpenAI/Claude/Ollama), FastAPI + Docker, production-ready in 3 min

fndr

Local full-text search utility for documents on macOS: visual & intuitive UI, multi-format indexing, pdf structuring(!), BM25 ranking, an expressive query language, in-file navigation, inline and fullscreen reading views, and an "Open with…" launcher.

alcove-search

Search your own documents locally. No server, no sign-up, no data leaves your machine.

paperai

📄 🤖 AI for medical and scientific papers

ragbits-conversations

Building blocks for rapid development of GenAI applications

fathom-mcp

An MCP server for local file knowledge. Bridges file systems and LLMs using ugrep and poppler-utils to offer full-text search, fuzzy matching, and hierarchical context access for PDFs and codebases, all in a read-only, secure environment.

madosho-mcp

a headless retrieval backend. Serves traditional RAG via a tool server or OpenAI shim, drive it from agents over MCP, CLI, or skills, run autonomous research subagents, and rate and compare each pipeline build step in an optional frontend