Python agents

Live repository retrieval for coding agents, with hybrid search, symbol graphs, and exact file:line citations.

Portable executable RAG artifacts for Python

RagBuilder SDK - Create optimal Production-ready RAG pipelines

3-level LLM cache (exact, semantic, partial) with real-time token cost tracking

RAGCAR: Retrieval-Augmented Generative Companion for Advanced Research

A Retrieval-Augmented Generation chat library

RagChat transforms unstructured data for LLM interaction.

Renamed to evalsystem. Please run: pip install evalsystem

RAGChecker: A Fine-grained Framework For Diagnosing Retrieval-Augmented Generation (RAG) systems.

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A lightweight RAG chunking and preprocessing library

Audit trail middleware for RAG pipelines in regulated industries

RAGConvo is a flexible and extensible Python library for building Retrieval-Augmented Generation systems. It provides a modular architecture for integrating various language models, embedding techniques, and vector stores to create powerful question-answering systems.

RAGConvoGenerator is a flexible and extensible Python library for building Retrieval-Augmented Generation systems. It provides a modular architecture for integrating various language models, embedding techniques, and vector stores to create powerful question-answering systems.

A library to build Retrieval-Augmented Generation applications with only a few lines of code.

Datagen & RagEval for various LLM (Large Language Model) for RAG Apps

Recursive website crawler producing LLM-ready knowledge base artifacts with Crawl4AI

ragctl - Production-ready RAG toolkit with advanced OCR, semantic chunking, and intelligent document processing

Generate and render a call graph for a Python project.

A knowledge graph management system.

Build knowledge bases for RAG

A patent-pending, embedded, multimodal RAG database that performs automated ingestion, hybrid vector+keyword search, and offline retrieval entirely inside a portable single-file SQLite container.

Observability SDK for RAG pipelines — auto-trace every stage of your RAG app.

Efficient defense against knowledge corruption attacks on RAG systems

RAG-powered document indexing and search for MCP (Model Context Protocol)

A dictionary with fuzzy key matching using RAG and LLM

Compare and evaluate RAG systems side-by-side with LLM evaluation. Use as a library or CLI tool.

RAGDK - Retrieval Augmented Generation Develoment Kit

Retrieval-Augmented Generation Driven by Offline Local LLMs — a fully-local RAG system for JIRA tickets, code, and PDFs, powered by Ollama.

Silent regression detector for RAG pipelines

5-dimensional drift detection for production RAG systems.

Windows Registry Manipulation

A framework for retrieval augmented generation evaluation (RAGE)

rage-ts

Python Rage4 API Module

Intelligent CLI-based Project Context Engine with MCP server support

RAGElo: A Tool for Evaluating Retrieval-Augmented Generation Models

Retrieval Augmented Generation.

Training language models to perform agentic multi-hop search through reinforcement learning

Python SDK for ragent-oss storage gateway

RAGents Frontend - A Python-embeddable Next.js frontend for RAG agents

Useful Tools for Database, RAG and LLM

RAG evaluation library — LLM-as-judge for hallucination detection, faithfulness, answer relevancy. Local or self-hosted. Alternative to ragas.

RAG evaluation SDK — RAGの回答品質を3行で計測

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

Generate production-ready RAG pipelines from a single config

Prevents silent RAG failures — chunk quality, retrieval fallback, adaptive querying, and answer evaluation in one library.

Framework that helps you build, evaluate, and refine GenAI pipelines.

RAGFL Memory

Efficient Document-Based QA with Retrieval-Augmented Generation (RAG) and Large Language Models (LLM).

Async Python SDK for RAGFlow

Admin Service's client of [RAGFlow](https://github.com/infiniflow/ragflow). The Admin Service provides user management and system monitoring.

Python client for RagFlow API

A mcp server that talk with my ragflow

RAGFlow MCP Server - A Model Context Protocol server integrating with RAGFlow APIs

RAGFlow MCP Server Aider

RAGFlow MCP Server Continue

This mcp server is used to search content from the ragflow knowledge base.

Python client sdk of [RAGFlow](https://github.com/infiniflow/ragflow). RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.

Django ORM 风格的 ragflow-sdk 封装

A simple RAG pipeline

A Discord bot using Swarmauri LLM, RAG agent, and Hikari.

Modular, composable RAG retrieval library —— Build your retrieval pipeline like forging parts.

A library for generating dataset and evaluating these datasets on RAG based solutions

Core library for RAG document understanding and retrieval

Ragged array library, complying with Python API specification.

Efficient RaggedBuffer datatype that implements 3D arrays with variable-length 2nd dimension.

Typing stubs for Ragged

Fix ragged right edges in LLM-generated ASCII/Unicode box diagrams

RAG dataset generator

A modular RAG library with embeddings and vector store support

Python SDK for ragger.ai RAG API

Simple vector database operations with Qdrant

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llama index based library for building multimodal RAG systems

client tool for raggify, a llama index based library for building multimodal RAG systems

raggify-perception repo

Version control for your RAG pipeline — compare embedding models on your own data

Permission-aware retrieval for RAG applications

scraping stuff

A very basic calculator

RAG made simple

A Python package to test in local

A Python package to test in local

Python Client SDK Generated by Speakeasy.

Convert any website into RAG vector DB

A simple, clean Python library for Retrieval-Augmented Generation (RAG)

MCP Server for RAG documentation search with Qdrant and Ollama

Automatic RAG Pattern Optimization Engine

A lightweight RAG pipeline toolkit powered by HuggingFace

Modular RAG toolkit