PyPI agents

A robust Python package for evaluating Retrieval-Augmented Generation (RAG) systems.

Generate QA pairs from JSON documents to evaluate RAG pipelines

A library for evaluating Retrieval-Augmented Generation (RAG) systems

A Python package for explaining RAG pipelines.

Fact-checking system using large language models.

Client-side retrieval firewall for RAG systems — blocks prompt injection and secret leaks, re-ranks stale or untrusted content, and keeps all data inside your environment.

RAG pipeline primitives: ingestion, retrieval, context management, and security

Evaluation engine: RAGAS, DeepEval, LLM-as-Judge, and audit report generation

Observability stack: OpenTelemetry tracing, Langfuse integration, and drift detection

Opinionated, production-minded core library for RAG systems

Enterprise-grade data poisoning detection & alerting for RAG systems

CLI tool for evaluating and comparing RAG systems.

rag-house

RAG integration plugin for mloda

A simple RAG implementation for educational purposes implemented by Murat Karakaya Akademi

100% offline RAG storage and MCP server for querying local document knowledge bases

Rag Knowledge Graph automation via MCP. Includes index document, rag query, add graph edge. By MEOK AI Labs.

MCP server for rag knowledge. Features semantic search, knowledge graph query, index document. From MEOK AI Labs.

RAG Knowledge Preparation in Python

Bronze / Silver / Gold 텍스트 처리 실습 라이브러리

RAG system for lecture notes using LangChain and OpenAI

This repository contains a project that implements a Retrieval-Augmented Generation (RAG) system using the LLaMA3 model. The project focuses on creating embeddings for instructions of a professional bioinformatic software to help users conduct biology research.

Multimodal RAG pipeline for low-compute, local, real-world deployment

This is a local rag-mcp solution with chromadb using langchain and docling

MCP server for RAG (Retrieval-Augmented Generation) operations with local document indexing

RAG MCP Server for document search and retrieval

RAG and Memory tools exposed via Model Context Protocol (MCP)

PostgreSQL pgvector-based RAG memory system with MCP server

Production-grade RAG memory system for Hermes Agent with hybrid TF-IDF + Neural retrieval, auto-capture, and zero-configuration setup

A unified evaluation framework for RAG models.

A simple RAG module with in-memory vector store and OpenAI integration

Async buffered logger with MongoDB and PostgreSQL support for your RAG applications

MCP server for semantic PDF querying using RAG

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