Document Search Python Packages

ragbits-core

Building blocks for rapid development of GenAI applications

ragbits

Building blocks for rapid development of GenAI applications

ragbits-cli

Building blocks for rapid development of GenAI applications

knowledge-rag

Drop docs, search instantly from Claude Code — 12 MCP tools, 20 format parsers, hybrid search + reranking. Zero servers, zero API keys, 100% local.

ragbits-document-search

Building blocks for rapid development of GenAI applications

ragbits-evaluate

Building blocks for rapid development of GenAI applications

ragbits-chat

Building blocks for rapid development of GenAI applications

ragbits-guardrails

Building blocks for rapid development of GenAI applications

ragbits-agents

Building blocks for rapid development of GenAI applications

contextlite

Database Freedom Platform - Mathematical search optimization for whatever database you already have. 27,000x faster than vector databases with SMT-powered search across 8+ database types. One-time 9-2999 vs 00-500/month recurring.

paperai

AI for medical and scientific papers

file-brain

Smart local file search app that understands your files

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

ragbits-conversations

Building blocks for rapid development of GenAI applications

chunksilo

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

open-db

AI-native local database for files, search, and long-term agent memory.

jamesql

An in-memory NoSQL database implemented in Python.

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.

iflow-mcp-toolfront

Build AI applications in Markdown.