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Best RAG Tools

RAG (retrieval-augmented generation) connects your documents and data to LLMs. Browse frameworks and platforms below, then compare top picks for stack fit.

Open compare table Related: Best LLM Chat Tools · Best Coding Agent Tools · Best Open Source AI Tools · Best AI Automation Tools

Top tools

448 tools · sorted by quality

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needle

Automation foundation model for tiny devices: 2-bit, 8-29 MB, tool calls, structured extraction and embeddings on phones, wearables, smart h...

Score 100 GitHub stars 12,414 Open source
llama_index

LlamaIndex is the document processing platform for AI

Score 100 GitHub stars 52,304 Open source
ruflo

🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems....

Score 100 GitHub stars 73,039 Open source
awesome-llm-apps

100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.

Score 100 GitHub stars 139,356 Open source
qdrant

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud...

Score 100 GitHub stars 34,730 Open source
langchain4j

LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM. It offers a unified API over popular...

Score 100 GitHub stars 13,139 Open source
NemoClaw

Run agents like Hermes, LangChain Deep Agents, and OpenClaw more securely inside NVIDIA OpenShell with managed inference

Score 100 GitHub stars 22,531 Open source
pydantic-ai

How Python does AI. Agents, realtime voice, image generation, embeddings. Every model, every interface, typed end to end.

Score 100 GitHub stars 20,142 Open source
unstructured

Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex documents into clean, s...

Score 100 GitHub stars 15,468 Open source
opik

Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, an...

Score 100 GitHub stars 22,207 Open source
FastGPT

FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing...

Score 100 GitHub stars 29,738 Open source
graphrag

A modular graph-based Retrieval-Augmented Generation (RAG) system

Score 100 GitHub stars 36,075 Open source
promptfoo

Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepS...

Score 100 GitHub stars 25,400 Open source
quivr

Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with...

Score 100 GitHub stars 39,534 Open source
RAG_Techniques

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebo...

Score 100 GitHub stars 29,585 Open source
ai-guide

程序员鱼皮的 AI 资源大全 + Vibe Coding 零基础教程,分享 OpenClaw 保姆级教程、大模型玩法(DeepSeek / GPT / Gemini / Claude / GLM)、最新 AI...

Score 100 GitHub stars 19,388 Open source
awesome-ai-apps

A collection of projects showcasing RAG, agents, workflows, and other AI use cases

Score 100 GitHub stars 15,629 Open source
MemOS

Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token saving...

Score 100 GitHub stars 11,539 Open source
LEANN

[MLsys2026 Best Paper]: https://arxiv.org/abs/2506.08276. RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accu...

Score 100 GitHub stars 12,958 Open source
deer-flow

An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, suba...

Score 100 GitHub stars 82,931 Open source
headroom

Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JS...

Score 100 GitHub stars 73,660 Open source
WeKnora

Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.

Score 100 GitHub stars 29,548 Open source
haystack

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agen...

Score 100 GitHub stars 26,584 Open source
private-gpt

Complete API layer for private AI applications on local models: RAG, skills, tools, MCP, text-to-sql, and more. Works with any OpenAI-compat...

Score 100 GitHub stars 57,515 Open source
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