Rag Chatbot 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.

aquiles-rag

Is a high-performance Augmented Recovery-Generation (RAG) solution based on Redis, Qdrant or PostgreSQL. It offers a high-level interface using FastAPI REST APIs

chatnificent

Chatnificent: LLM chat app framework – Minimally complete. Maximally hackable.

intentmind

Language-agnostic associative memory runtime for persistent AI systems

ragit

Correct complete RAG -- built for Highway Workflow Engine

pembot

A Python Package to convert PEM blog content to usseful information by leveraging LLMs

admin-api-lib

Template for AI chatbots & document management using Retrieval-Augmented Generation with vector search and FastAPI.

nancy-brain

Nancy's RAG backend and HTTP API/MCP server connectors.

chatbot-rag

ChatBot-RAG is a chatbot framework leveraging Retrieval-Augmented Generation (RAG) to deliver context-aware responses. It integrates LangChain for advanced pipelines and supports local model hosting via Ollama for enhanced privacy and customization.

keovil

Private Query Interface for Documents & Structured Data

extractor-api-lib

Template for AI chatbots & document management using Retrieval-Augmented Generation with vector search and FastAPI.

rag-core-lib

Template for AI chatbots & document management using Retrieval-Augmented Generation with vector search and FastAPI.

tinyrag

A minimal Python library for Retrieval-Augmented Generation with codebase indexing and multiple vector store backends

rag-core-api

Template for AI chatbots & document management using Retrieval-Augmented Generation with vector search and FastAPI.

django-hawkeye

Django BM25 full-text search using PostgreSQL - a lightweight Elasticsearch alternative

mkdocs-chatbot

AI-powered chatbot for MkDocs — chat with your docs and get instant answers

ragora-sdk

Official Python SDK for the Ragora RAG API - Build AI-powered knowledge bases

vxdf

VXDF (Vector eXchange Data Format) is an AI-native container for text, metadata and vector embeddings—portable, indexable and compressed.

iflow-mcp-rubenszimbres-a2a-adk-mcp

A security-focused MCP server with SQL query capabilities and A2A protocol integration