Data / Repositories / RAG
RAG repositories on GitHub: 69 ranked by stars
69 public repositories tagged RAG are on GitHub, with 996,215 stars between them; 47 had a push in the last 30 days. Most are written in Python (32), TypeScript (11), Rust (9). The most starred: Shubhamsaboo/awesome-llm-apps (141,709), Graphify-Labs/graphify (126,431), thedotmack/claude-mem (100,675).
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Every repository, most starred first
| Repository | What it is | Language | Stars | Forks | License | Last push | Read |
|---|---|---|---|---|---|---|---|
| Shubhamsaboo/awesome-llm-apps | 100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source. | Python | 141,709 | 20,831 | Apache-2.0 | Oct 13 | Oct 14 |
| Graphify-Labs/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… | Python | 126,431 | 12,200 | Apache-2.0 | Oct 14 | Oct 14 |
| thedotmack/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… | TypeScript | 100,675 | 8,823 | Apache-2.0 | Oct 13 | Oct 14 |
| unclecode/crawl4ai | Open-source web crawler and scraper for LLMs and AI agents: any website into clean, LLM-ready Markdown. Run it yourself, or use Crawl4AI Cloud with one key. | Python | 85,530 | 8,879 | Apache-2.0 | Oct 14 | Oct 14 |
| headroomlabs-ai/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… | Python | 75,347 | 5,847 | Apache-2.0 | Oct 13 | Oct 14 |
| Mintplex-Labs/anything-llm | Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience | JavaScript | 66,831 | 7,458 | MIT | Oct 8 | Oct 8 |
| patchy631/ai-engineering-hub | In-depth tutorials on LLMs, RAGs and real-world AI agent applications. | Jupyter Notebook | 38,320 | 6,310 | MIT | Oct 12 | Oct 14 |
| Tencent/WeKnora | Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki. | Go | 33,958 | 4,519 | Oct 14 | Oct 14 | |
| onyx-dot-app/onyx | Open Source AI Platform - AI Chat with advanced features that works with every LLM | Python | 32,453 | 4,560 | Oct 14 | Oct 14 | |
| getzep/graphiti | Build Real-Time Knowledge Graphs for AI Agents | Python | 31,745 | 3,267 | Apache-2.0 | Oct 14 | Oct 14 |
| ScrapeGraphAI/Scrapegraph-ai | Python scraper based on AI | Python | 31,623 | 3,221 | MIT | Oct 6 | Oct 8 |
| 1Panel-dev/MaxKB | MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。 | Python | 22,972 | 3,195 | GPL-3.0 | Oct 14 | Oct 14 |
| dipakkr/awesome-ai-engineering | A curated collection of AI engineering resources, roadmaps, tools, and projects covering LLMs, RAG, AI Agents, MCP, fine-tuning, evaluations, and production AI systems. | 22,382 | 4,834 | MIT | Jun 17 | Oct 14 | |
| arc53/DocsGPT | Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents. | Python | 18,319 | 2,208 | MIT | Oct 14 | Oct 14 |
| langbot-app/LangBot | Production-grade platform for building agentic IM bots - 生产级多平台智能机器人开发平台/ Agent、知识库编排、插件系统 / Bots for Discord / Slack / LINE / Telegram / WeChat(企业微信, 企微智能机器人, 公众号) / 飞书 / 钉钉 / QQ… | Python | 18,160 | 1,652 | Apache-2.0 | Oct 14 | Oct 14 |
| StarTrail-org/LEANN | [MLsys2026 Best Paper]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device. | Python | 13,027 | 1,184 | MIT | Oct 14 | Oct 14 |
| zilliztech/claude-context | Code search MCP for Claude Code. Make entire codebase the context for any coding agent. | TypeScript | 12,616 | 943 | MIT | Jul 14 | Oct 14 |
| VoltAgent/voltagent | AI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework | TypeScript | 10,792 | 1,174 | MIT | Oct 13 | Oct 14 |
| sigoden/aichat | All-in-one LLM CLI tool featuring Shell Assistant, Chat-REPL, RAG, AI Tools & Agents, with access to OpenAI, Claude, Gemini, Ollama, Groq, and more. | Rust | 10,491 | 748 | Apache-2.0 | Feb 23 | Oct 11 |
| xberg-io/xberg | Polyglot document intelligence with a Rust core: extract text, metadata, images, tables, and structured data from 106 formats across 140 file extensions, plus code intelligence… | Rust | 9,413 | 593 | MIT | Oct 14 | Oct 14 |
| deeplethe/utopia | World's first open-source enterprise world model. | Rust | 8,349 | 1,155 | Apache-2.0 | Oct 14 | Oct 14 |
| adbar/trafilatura | Python & Command-line tool to gather text and metadata on the Web: Crawling, scraping, extraction, output as CSV, JSON, HTML, MD, TXT, XML | Python | 6,845 | 433 | Apache-2.0 | Sep 21 | Sep 21 |
| ashishps1/learn-ai-engineering | Learn AI and LLMs from scratch using free resources | 6,120 | 1,455 | GPL-3.0 | Feb 5 | Oct 14 | |
| SenteLabsAI/OpenExecutive | AI-powered virtual executive team — a single coherent executive persona backed by 8 specialist agents (FastAPI + Next.js). | Python | 5,600 | 596 | Apache-2.0 | Oct 14 | Oct 14 |
| volcengine/MineContext | MineContext is your proactive context-aware AI partner（Context-Engineering+ChatGPT Pulse） | Python | 5,535 | 415 | Apache-2.0 | May 7 | Oct 14 |
| vitali87/code-graph-rag | The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs | Python | 5,256 | 699 | MIT | Oct 14 | Oct 14 |
| Marker-Inc-Korea/AutoRAG | AutoRAG: Now your agent can find anything in your computer. It gets smarter if you are using it frequently. | TypeScript | 5,122 | 446 | Oct 10 | Oct 11 | |
| alvinreal/awesome-opensource-ai | Curated list of the best truly open-source AI projects, models, tools, and infrastructure. Daily updated. | Python | 4,861 | 684 | CC0-1.0 | Oct 10 | Oct 11 |
| CaviraOSS/LongMemory | Local persistent memory store for LLM applications including claude desktop, github copilot, codex, antigravity, etc. | TypeScript | 4,535 | 507 | Apache-2.0 | Sep 20 | Oct 14 |
| gptme/gptme | Your agent in your terminal, equipped with local tools: writes code, uses the terminal, browses the web. Make your own persistent autonomous agent on top! | Python | 4,448 | 450 | MIT | Oct 14 | Oct 14 |
| pipeshub-ai/pipeshub-ai | The open-source context layer for AI agents. PipesHub turns your company's knowledge (Slack, Drive, Jira, GitHub, Microsoft 365 and 40+ connectors) into a permission-aware… | Python | 3,833 | 600 | Apache-2.0 | Oct 14 | Oct 14 |
| aiming-lab/SimpleMem | [ICML'26] SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal | Python | 3,831 | 404 | MIT | Jul 24 | Oct 14 |
| ombharatiya/ai-system-design-guide | AI system design guide for engineers building production AI systems and evals. | 3,577 | 735 | MIT | Oct 8 | Oct 14 | |
| Meirtz/Awesome-Context-Engineering | Comprehensive survey on Context Engineering: from prompt engineering to production-grade AI systems. hundreds of papers, frameworks, and implementation guides for LLMs and AI… | 3,326 | 295 | MIT | May 28 | Oct 14 | |
| devflowinc/trieve | All-in-one platform for search, recommendations, RAG, and analytics offered via API | Rust | 2,717 | 254 | MIT | Jan 25 | Oct 11 |
| microsoft/kernel-memory | Research project. A Memory solution for users, teams, and applications. | C# | 2,232 | 416 | MIT | Jun 8 | Oct 11 |
| doobidoo/mcp-memory-service | Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation. | Python | 2,014 | 347 | Apache-2.0 | Oct 14 | Oct 14 |
| Andrew-Jang/RAGHub | A community-driven collection of RAG (Retrieval-Augmented Generation) frameworks, projects, and resources. Contribute and explore the evolving RAG ecosystem. | 2,010 | 187 | MIT | Jul 28 | Oct 11 | |
| MicrosoftDocs/mcp | Official Microsoft Learn MCP Server and CLI tool – powering LLMs and AI agents with real-time, trusted Microsoft docs & code samples. | TypeScript | 1,948 | 264 | CC-BY-4.0 | Oct 14 | Oct 14 |
| trpc-group/trpc-agent-go | A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability. | Go | 1,862 | 322 | Apache-2.0 | Oct 14 | Oct 14 |
| nduckmink/arkon | Arkon: Enterprise AI Knowledge Hub & MCP Server. Self-hosted knowledge base for teams to manage RAG contexts, access policies, and AI skills. Connect Claude and other LLMs via… | Python | 1,493 | 297 | Jun 3 | Oct 14 | |
| yfedoseev/pdf_oxide | The fastest PDF library for Python and Rust. Text extraction, image extraction, markdown conversion, PDF creation & editing. 0.8ms mean, 5× faster than industry leaders, 100% pass… | Rust | 1,073 | 133 | Apache-2.0 | Oct 6 | Oct 11 |
| myscale/MyScaleDB | A @ClickHouse fork that supports high-performance vector search and full-text search. | C++ | 1,044 | 75 | Apache-2.0 | Feb 5, 2025 | Oct 11 |
| SylphxAI/anymd | Any file → clean Markdown for AI agents: PDF, Word, PowerPoint, Excel, EPUB, HTML and web pages, images (OCR), audio and video (metadata, subtitles, transcripts). A fast Rust MCP… | Rust | 1,033 | 90 | MIT | Oct 10 | Oct 11 |
| curiousily/AI-Bootcamp | Self-paced bootcamp on Generative AI. Tutorials on ML fundamentals, Ollama, LLMs, RAGs, LangChain, LangGraph, Fine-tuning, DSPy & AI Agents (CrewAI), (Using ChatGPT, gpt-oss… | Jupyter Notebook | 954 | 295 | MIT | Oct 11 | Oct 14 |
| bartolli/codanna | Local code intelligence MCP server and CLI for AI coding agents | Rust | 755 | 70 | Apache-2.0 | Oct 11 | Oct 14 |
| shinpr/mcp-local-rag | Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup. | TypeScript | 415 | 79 | MIT | Oct 14 | Oct 14 |
| cbcoutinho/nextcloud-mcp-server | Nextcloud MCP Server | Python | 384 | 92 | AGPL-3.0 | Oct 14 | Oct 14 |
| Govcraft/rust-docs-mcp-server | Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call. | Rust | 299 | 39 | MIT | Nov 24, 2025 | Oct 14 |
| guaardvark/guaardvark | Self-hosted AI studio on your own GPU: chat with your files (RAG), screen and browser agents, coding swarms, LoRA training, an MCP server for Claude Code and Cursor, and local… | Python | 263 | 55 | MIT | Oct 13 | Oct 14 |
| VictoriaMetrics/mcp-victoriametrics | The implementation of Model Context Protocol (MCP) server for VictoriaMetrics | Go | 238 | 33 | Apache-2.0 | Oct 11 | Oct 14 |
| omar-haris/smart-coding-mcp | An extensible Model Context Protocol (MCP-Local-MRL-RAG-AST) server that provides intelligent semantic code search for AI assistants. Built with local AI models, inspired by… | JavaScript | 200 | 32 | MIT | Jan 6 | Oct 14 |
| meilisearch/meilisearch-mcp | A Model Context Protocol (MCP) server for interacting with Meilisearch through LLM interfaces. | Python | 194 | 33 | MIT | Sep 8 | Oct 14 |
| SalvatoreRa/ML-news-of-the-week | A collection of the the best ML and AI news every week (research, news, resources) | 183 | 12 | Apache-2.0 | Jul 27, 2025 | Oct 14 | |
| ali-kamali/Axon.MCP.Server | Transform your codebase into an intelligent knowledge base for AI-powered development with Cursor IDE, Google AntiGravity, and MCP-enabled assistants | Python | 166 | 24 | Jun 30 | Oct 14 | |
| nkapila6/mcp-local-rag | "primitive" RAG-like web search model context protocol (MCP) server that runs locally. no APIs | Python | 134 | 21 | MIT | Aug 31 | Oct 14 |
| VeriTeknik/pluggedin-app | The Crossroads for AI Data Exchanges. A unified, self-hostable web interface for discovering, configuring, and managing Model Context Protocol (MCP) servers—bringing together AI… | TypeScript | 103 | 17 | MIT | Oct 14 | Oct 14 |
| kkjiangk/agent-py | Personal AIOps engineering project with durable workflows, scoped hybrid retrieval, reliable event delivery, and verified API/browser contracts. | Python | 101 | 9 | Oct 4 | Oct 15 | |
| major7apps/pensyve | Universal memory runtime for AI agents | Rust | 96 | 16 | Oct 8 | Oct 14 | |
| RayenMlayeh/jevcrawl | MCP server and CLI that crawls websites for AI agents: finds the answer page 2x more often than Crawl4AI, 10x cheaper per answer than letting Claude crawl. | Python | 80 | 7 | Apache-2.0 | Oct 15 | Oct 21 |
| jgouviergmail/LIA-Assistant | Smart multi-agent conversational assistant with LangGraph orchestration, Human-in-the-Loop, enterprise-grade observability, and full i18n support (6 languages) | Python | 73 | 11 | Oct 13 | Oct 14 | |
| tayyabimam1/awesome-ai-agent-stack | Curated map of 3,000+ open-source AI agent tools: coding agents, agent frameworks, MCP servers, RAG, memory and local LLMs, sorted by layer and ranked by GitHub stars. | TypeScript | 28 | 6 | CC-BY-4.0 | Oct 14 | Oct 14 |
| Huskyauto/VisionClaw-Agent-Public-Release | Open-source multi-tenant AI agent workspace · 18 personas · 144 active capabilities · 885 platform indexes · 86 curated AI models + 1000+ OpenRouter catalog · self-hosted, BYO-keys | TypeScript | 26 | 10 | MIT | Oct 14 | Oct 14 |
| renezander030/agentic-task-system | CLI + MCP for agent context: a task layer over TickTick, Notion, GitHub, Obsidian & more (RRF retrieval, provenance, reviewed writes, undo) plus a knowledge-graph layer — ats kg… | JavaScript | 16 | 3 | MIT | Oct 14 | Oct 14 |
| XAIHT/Tlamatini | Tlamatini is a self-hosted AI developer assistant for local or cloud LLMs: hybrid RAG (FAISS+BM25) over your codebase, a 100+ tool Multi-Turn engine, an 86-agent visual workflow… | Python | 15 | 1 | MIT | Oct 14 | Oct 14 |
| Logos-Flux/mnemo | MCP server that uses Gemini's context caching as extended memory for AI assistants. Load GitHub repos, URLs, PDFs. | TypeScript | 14 | 1 | MIT | May 25 | Oct 14 |
| kushalBanda/AI-Engineer | Runnable AI engineering modules: agents, MCP, memory, RAG, voice, fine-tuning, MLOps, and security. One folder per module. | Python | 9 | 2 | MIT | Oct 9 | Oct 14 |
| srebroa/Awesome-LLM-VLM-Foundation-Models | Awesome curated list of LLM, VLM and other Foundation Models | 9 | 0 | Oct 12 | Oct 14 | ||
| suyu-creator/github-code-rag-mcp | MCP server for real-time GitHub code search and reuse. FTS5 full-text index + Bing fallback + bonus requirements analysis Agent. Zero git clone, zero vector DB, only 1 dependency. | Python | 2 | 0 | MIT | Aug 25 | Oct 14 |
By language
- Python 32
- TypeScript 11
- Rust 9
- JavaScript 3
- Go 3
Related topics
- LLM 49
- MCP 34
- AI 28
- AI agents 23
- Agents 22
- Python 19
- MCP server 18
- Model Context Protocol 12
- OpenAI 11
- Semantic search 11
- Claude Code 10
- Artificial intelligence 10
Read from GitHub by SpecStream between September 21, 2026 and October 21, 2026; each row shows the day its repository was read. Stars and pushes change every day, and the GitHub page is the current one. Forks and archived repositories are left out.