Python agents

Next.js 公式ドキュメント RAG CLI (next-devtools-mcp)

A simple RAG implementation for educational purposes implemented by Özgür ÖZŞEN

RAG workflow Optimizer based on Bayesian Optimization

RAG Oracle – failure diagnostics for Retrieval-Augmented Generation systems

Lightweight orchestrator with in-process gatekeeper + micro-batching for multi-agent RAG.

AI-powered document analysis and query generation tool with RAG capabilities

Diagnose RAG pipeline failures by type and location. Four Soils classification. Epistemic mismatch detection.

Highlight text chunks in PDFs – a FastAPI microservice for RAG pipelines

A library for Retrieval-Augmented Generation with Azure OpenAI

Production-grade RAG: BGE-M3 + FAISS + BM25 + RRF + Reranker + HyDE

A pipeline for question answering and retrieval-augmented generation (RAG)

Compare RAG patterns with real benchmarks. Run one command, see which pattern wins.

RAG client

RAG++: High-performance retrieval for memory-conditioned selection (Rust core with Python bindings)

A minimal, extensible framework for preparing documents for RAG/LLM workflows

Improve your RAG pipelines for your python repositories.

Agentic RAG SDK - MCP server for grounding AI coding agents with Voyage AI + Qdrant hybrid retrieval

Heuristic quality metrics for RAG retrieval and grounded answers. Python port of @mukundakatta/rag-quality-kit.

Cross-encoder reranker utility for LangChain documents

A unified API for various RAG Retrieval reranker models.

A generic RAG MCP server with pluggable embedding providers and vector stores

A tool for crawling, indexing, and semantically searching web content with RAG capabilities

Scan RAG documents for hidden prompt injections, invisible text attacks, and data exfiltration payloads before they enter your vector database.

Auto-removes headers, footers, and noise from PDF text for RAG apps.

A flexible RAG (Retrieval-Augmented Generation) experimentation framework

Semantic code chunking for LLM processing with policy-based configuration

RAG Evaluation Framework using Ragas metrics and MLflow tracking

Add a short description here!

RAGssistant: A RAG Assistant for your tasks

Find stale RAG chunks by age, version, and freshness requirements. Python port of @mukundakatta/rag-staleness-auditor.

A lightweight Python starter for retrieval-augmented generation workflows.

Generate startup ideas grounded in real YC data using Retrieval-Augmented Generation (RAG).

FAISS-based RAG utility library

An extensible, abstract framework for building Retrieval-Augmented Generation (RAG) systems with unlimited technique possibilities

rag tokenizer for RAGFlow

This is my tools package. Rag tool for now. Initial version with dynamic lists

A library for building Retrieval-Augmented Generation pipelines.

A Python SDK for sending RAG trace node data

Interactive terminal debugger and optimizer for RAG chunking pipelines

Simple RAG for URLs - 1-line setup, LangChain/LlamaIndex ready

A simple utility to read and display markdown in notebooks.

rag007 — multi-backend retrieval-augmented generation with LangGraph

RAG2F - Retrieval Augmented Generation Framework

OpenAI Embedder Plugin for RAG2F

This project I use a lot for workshops, it contains some utils for splitters, tokenizers, and a weaviate client that I reuse a lot

rag7 — multi-backend retrieval-augmented generation with LangGraph

A runtime governance, security and execution control layer for Retrieval-Augmented Generation (RAG) systems.

A FastMCP-based RAG server for dynamic document ingestion

A command line utility to query websites using a local LLM

A sample test package

CLI tool for interacting with Raga Canvas no-code agent deployment platform

Git for data scientists - manage your code and data together

Package for LLM Evaluation

Package for LLM Evaluation

This is a quick start helper project for helping beginners create a python unit test package distribution

Short description or overview of the raga package.

RAGA AI CATALYST

RAGA AI RedTeaming

RAGA AI SDG

Ragagent MCP Gateway

A powerful CLI tool to browse and bulk download HD photo galleries from Ragalahari.com

LLM & RAG evaluation testing framework — hallucination detection, faithfulness metrics, answer relevance scoring, and retrieval pipeline testing with pytest integration

A Python package for RAG pipelines using OpenAI and FAISS.

Hindustani raga reference tool

List OpenRA games

Retrieval Augmented Generation Assessing tool with No Gold

RAGAnything: All-in-One RAG System

RAGAnything: All-in-One RAG System

A lightweight retrieval benchmarking toolkit for experimenting with retrieval pipelines.

Evaluation framework for RAG and LLM applications

Experimental Ragas Evaluation UI and Library

Official examples for the ragas project

Experimental extensions for Ragas

An integration of Ragas LLM evaluation framework with Haystack

A one-step Ragas cli tool to evaluate RAG apps

RAG evaluation tool using RAGAS

ragas for my project

A package that can be used to create RAGs with a single line of code.

A comprehensive system for managing ontologies with multi-tenant support, RESTful API, FastMCP integration, and intelligent navigation capabilities

Radio Astronomy Gain and Visibility Inspector

WhatsApp Multi-Capability Protocol (MCP) Server

Core utilities for document processing, RAG configuration, querying, and evaluation.

Add your description here

Comprehensive RAG implementations

Lightweight RAG framework

A study-aware biomedical RAG framework for PubMed retrieval, citation-grounded summaries, and downstream omics integration

Building blocks for rapid development of GenAI applications

Building blocks for rapid development of GenAI applications

Building blocks for rapid development of GenAI applications

A CLI application for ragbits - building blocks for rapid development of GenAI applications

Building blocks for rapid development of GenAI applications

Building blocks for rapid development of GenAI applications

Document Search module for Ragbits

Evaluation module for Ragbits components

Guardrails module for Ragbits components

Failure-aware RAG repair layer for Python.

Boosting Retrieval-Augmented Generation with Context Reordering

RAG chatbot for companies using local docs and websites

A command-line RAG tool for querying documents using LlamaIndex with OpenAI and Ollama support