LLMRepos·Memory & Knowledge (RAG) LLM projects

Updated daily

Browse 1,161 open-source memory & knowledge (rag) projects in AI Engineering. Compare GitHub stars, recent growth, languages, licenses, and repository activity.

Memory & Knowledge (RAG)

Browse 1,161 open-source memory & knowledge (rag) projects in AI Engineering. Compare GitHub stars, recent growth, languages, licenses, and repository activity.

1,161
Repositories
4,956
AI Engineering

Top Memory & Knowledge (RAG) repositories

Ranked by current GitHub stars from the latest LLMRepos snapshot.

Showing 40 of 1,161

Python tool for converting files and office documents to Markdown.

PythonMIT License+1.7k stars in 7dupdated 5d ago

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

PythonApache License 2.0+962 stars in 7dupdated 2d ago
110.2k
stars

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.

PythonApache License 2.0+2.6k stars in 7dupdated today

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.

PythonApache License 2.0+2.6k stars in 7dupdated today

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

JavaScriptApache License 2.0+711 stars in 7dupdated 1d ago
89.2k
stars

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

GoApache License 2.0+488 stars in 7dupdated today

Turn any PDF or image document into structured data for your AI. A powerful, lightweight OCR toolkit that bridges the gap between images/PDFs and LLMs. Supports 100+ languages.

PythonApache License 2.0+414 stars in 7dupdated 33d ago

Graphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.

TypeScriptMIT License+729 stars in 7dupdated 13d ago
79.4k
stars

🚀🤖 Crawl4AI: Open-source LLM Friendly Web Crawler & Scraper. Don't be shy, join here: https://discord.gg/jP8KfhDhyN

PythonApache License 2.0+835 stars in 7dupdated today

The open-source app everyone uses to manage agents at work

TypeScriptMIT License+602 stars in 7dupdated today
78.4k
stars

Transforms complex documents like PDFs and Office docs into LLM-ready markdown/JSON for your Agentic workflows.

PythonOther+569 stars in 7dupdated today

🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.

MDXMIT License+232 stars in 7dupdated 166d ago

📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程

PythonOther+1.1k stars in 7dupdated 6d ago

Pre-indexed code knowledge graph, auto syncs on code changes, for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent — fewer tokens, fewer tool calls, 100% local

CMIT License+1.2k stars in 7dupdated 2d ago

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.

PythonApache License 2.0+753 stars in 7dupdated today

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.

PythonApache License 2.0+744 stars in 7dupdated today

Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience

JavaScriptMIT License+315 stars in 7dupdated today
64k
stars

Universal memory layer for AI Agents

PythonApache License 2.0+491 stars in 7dupdated today

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.

Jupyter NotebookMIT License-23 stars in 7dupdated 50d ago
58.6k
stars

The best-benchmarked open-source AI memory system. And it's free.

PythonMIT License+180 stars in 7dupdated today

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

PythonApache License 2.0+17 stars in 7dupdated today

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

PythonApache License 2.0+17 stars in 7dupdated today
47.5k
stars

【低代码迈入v2.0时代,一句话即可生成整个系统】企业级AI低代码平台,一键生成前后端代码甚至整个系统。 AI Skills 一句话画流程、设计表单、生成报表、大屏。内置 AI应用平台涵盖:AI聊天、知识库、流程编排、MCP插件等,兼容主流大模型。引领AI低代码「Skills 生成 → 在线配置 → 代码生成 → 手工合并->AI修改」开发模式,解决 Java 项目 90% 重复工作,提高效率又不失灵活。

JavaApache License 2.0+49 stars in 7dupdated today

Agent skills for Obsidian. Teach your agent to use Obsidian CLI and open formats including Markdown, Bases, JSON Canvas.

MIT License+656 stars in 7dupdated 77d ago

An open-source, privacy-first, self-hosted knowledge workspace where humans and AI agents work together 开源、隐私优先、自托管的知识工作空间,让人与智能体在此协作

TypeScriptGNU Affero General Public License v3.0+109 stars in 7dupdated today
39.6k
stars

The unified workspace where open-source models get things done for you.

MakefileMIT License+37 stars in 7dupdated 3d ago
39.4k
stars

Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you want.

PythonOther+18 stars in 7dupdated 411d ago
39.2k
stars

[EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation

PythonMIT License+217 stars in 7dupdated today

Langchain-Chatchat(原Langchain-ChatGLM)基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 | Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen and Llama) RAG and Agent app with langchain

PythonApache License 2.0+31 stars in 7dupdated 287d ago
37.4k
stars

DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.

PythonApache License 2.0+1.3k stars in 7dupdated today

In-depth tutorials on LLMs, RAGs and real-world AI agent applications.

Jupyter NotebookMIT License+136 stars in 7dupdated 28d ago
36.4k
stars

Vane is an AI-powered answering engine.

TypeScriptMIT License+235 stars in 7dupdated 135d ago
35.7k
stars

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

PythonMIT License+117 stars in 7dupdated today
35.3k
stars

📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG

PythonMIT License+88 stars in 7dupdated today

📚 从零开始构建大模型

Jupyter NotebookOther+162 stars in 7dupdated 16d ago

Self-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills.

PythonGNU Affero General Public License v3.0+4.1k stars in 7dupdated today
31.7k
stars

Open Source AI Platform - AI Chat with advanced features that works with every LLM

PythonOther+105 stars in 7dupdated today

Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmarked context reductions on reviews and large-repo workflows.

PythonMIT License+340 stars in 7dupdated 2d ago
30.3k
stars

Build Real-Time Knowledge Graphs for AI Agents

PythonApache License 2.0+248 stars in 7dupdated 4d ago
30.2k
stars

Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

PythonApache License 2.0+154 stars in 7dupdated today