Best Open Source RAG Frameworks

Ranked by GitHub stars and 297 days of tracked growth. The top open source RAG frameworks below are updated daily — pick two to see a full side-by-side comparison.

1
open-webui
User-friendly AI Interface (Supports Ollama, OpenAI API, ...)
⭐ 150.9k +31.4%
2
langchain
The agent engineering platform.
⭐ 145.6k +22.0%
3
graphify
Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.
⭐ 114.6k +23.5%
4
claude-mem
Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More
⭐ 93.1k +64.9%
5
ragflow
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
⭐ 90.0k +33.5%
6
Prompt-Engineering-Guide
🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.
⭐ 78.0k +17.8%
7
hello-agents
📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程
⭐ 76.9k +62.9%
8
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 JSON, same answers. Library, proxy, MCP server.
⭐ 68.9k +16.3%
9
anything-llm
Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience
⭐ 65.6k +28.8%
10
mem0
The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.
⭐ 64.7k +50.6%
11
llm-app
Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.
⭐ 58.9k +26.5%
12
Flowise
Build AI Agents, Visually
⭐ 55.4k +19.3%

⚖️ Compare RAG frameworks head-to-head

Real adoption data, side by side.

open-webui vs langchain open-webui vs graphify langchain vs graphify open-webui vs claude-mem open-webui vs ragflow langchain vs claude-mem langchain vs ragflow open-webui vs Prompt-Engineering-Guide