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Trending rag repos

Repos whose maintainers tagged them rag on GitHub (topics are labels that describe what a project is about), ranked by stars gained.

36 repos gained about 25k stars in the last 7 days. Leading this week: Graphify-Labs/graphify, headroomlabs-ai/headroom and thedotmack/claude-mem.

36 repos tracked · ranked by stars gained · updated hourly

Related topics:llmaiai-agentsmcppythonopenaiagentsagentllmstypescriptanthropicagentic-ai

* / est. Estimated: until we have enough daily snapshots for a repo, its gain is total stars ÷ days since creation. Measured numbers replace estimates automatically.

  1. 1
    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… Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingPython★ 126k

    +653*

    stars today

  2. 2
    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… Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingPython★ 75k

    +270*

    stars today

  3. 3
    thedotmack/claude-mem

    Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant… Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingTypeScript★ 100k

    +246*

    stars today

  4. 4
    virgiliojr94/book-to-skill

    Turn any technical book PDF into a Claude Code skill — ready to study, reference, and use while you work. Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingPython★ 35k

    +210*

    stars today

  5. 5
    datawhalechina/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. Why it matters: worth a look if you build or run autonomous agents.

    AI agentsPython★ 83k

    +207*

    stars today

  6. 6
    HKUDS/DeepTutor

    DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/. Why it matters: relevant for grounding LLMs in your own data.

    RAG / vectorPython★ 41k

    +143*

    stars today

  7. 7
    open-webui/open-webui

    User-friendly AI Interface (Supports Ollama, OpenAI API, ...). Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingPython★ 156k

    +141*

    stars today

  8. 8
    bojieli/ai-agent-book

    《深入理解 AI Agent:设计原理与工程实践》(李博杰 著)开源主仓库:全书正文、编译版 PDF 与按章配套代码. Why it matters: worth a look if you build or run autonomous agents.

    AI agentsPython★ 54k

    +135*

    stars today

  9. 9
    deeplethe/utopia

    World's first open-source enterprise world model. Why it matters: relevant for grounding LLMs in your own data.

    RAG / vectorRust★ 8.3k

    +124*

    stars today

  10. 10
    langchain-ai/langchain

    The agent engineering platform. Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingPython★ 148k

    +101*

    stars today

  11. 11
    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… Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingPython★ 85k

    +96*

    stars today

  12. 12
    infiniflow/ragflow

    RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior… Why it matters: relevant for grounding LLMs in your own data.

    RAG / vectorGo★ 92k

    +89*

    stars today

  13. 13
    RyanCodrai/turbovec

    A vector index built on TurboQuant, written in Rust with Python bindings. Why it matters: relevant for grounding LLMs in your own data.

    RAG / vectorRust★ 17k

    +86*

    stars today

  14. 14
    Tencent/WeKnora

    Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki. Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingGo★ 34k

    +75*

    stars today

  15. 15
    StarTrail-org/PixelRAG

    https://arxiv.org/abs/2606.28344. The end of web parsing. The beginning of scalable pixel-native search. link: https://pixelrag.ai/. Why it matters: relevant for grounding LLMs in your own data.

    RAG / vectorPython★ 10k

    +75*

    stars today

  16. 16
    ConardLi/garden-skills

    ConardLi's open-source Skills collection, featuring web design, knowledge retrieval, image generation, and more. Why it matters: relevant for grounding LLMs in your own data.

    RAG / vectorCSS★ 13k

    +73*

    stars today

  17. 17
    VectifyAI/PageIndex

    PageIndex: Document Index for Vectorless, Reasoning-based RAG. Why it matters: relevant for grounding LLMs in your own data.

    RAG / vectorPython★ 39k

    +70*

    stars today

  18. 18
    opendataloader-project/opendataloader-pdf

    PDF Parser for AI-ready data. Automate PDF accessibility. Open-source. Why it matters: relevant for grounding LLMs in your own data.

    RAG / vectorJava★ 30k

    +57*

    stars today

  19. 19
    mem0ai/mem0

    The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production. Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingPython★ 67k

    +55*

    stars today

  20. 20
    Mintplex-Labs/anything-llm

    Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience. Why it matters: worth a look if you build or run autonomous agents.

    AI agentsJavaScript★ 67k

    +55*

    stars today

  21. 21
    HKUDS/LightRAG

    [EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation. Why it matters: relevant for grounding LLMs in your own data.

    RAG / vectorPython★ 40k

    +54*

    stars today

  22. 22
    patchy631/ai-engineering-hub

    In-depth tutorials on LLMs, RAGs and real-world AI agent applications. Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingJupyter Notebook★ 38k

    +53*

    stars today

  23. 23
    alibaba/zvec

    A lightweight, lightning-fast, in-process vector database. Why it matters: relevant for grounding LLMs in your own data.

    RAG / vectorC++★ 16k

    +52*

    stars today

  24. 24
    simstudioai/sim

    Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. Used by 100,000+ builders. Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingTypeScript★ 30k

    +46*

    stars today

  25. 25
    SenteLabsAI/OpenExecutive

    AI-powered virtual executive team — a single coherent executive persona backed by 8 specialist agents (FastAPI + Next.js). Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingPython★ 5.6k

    +45*

    stars today

  26. 26
    getzep/graphiti

    Build Real-Time Knowledge Graphs for AI Agents. Why it matters: worth a look if you build or run autonomous agents.

    AI agentsPython★ 32k

    +40*

    stars today

  27. 27
    youngyangyang04/llm-master

    大模型(LLM)全栈学习路线与中文教程:覆盖 Prompt Engineering、RAG、AI Agent、MCP、微调、模型部署、Transformer、AI 编程与大厂面试,从入门到生产实践。 Why it matters: useful plumbing for shipping LLM-powered features.

    LLM tooling★ 1.3k

    +40*

    stars today

  28. 28
    microsoft/graphrag

    A modular graph-based Retrieval-Augmented Generation (RAG) system. Why it matters: relevant for grounding LLMs in your own data.

    RAG / vectorPython★ 36k

    +39*

    stars today

  29. 29
    EverMind-AI/EverOS

    One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflows. Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingPython★ 13k

    +38*

    stars today

  30. 30
    langchain-ai/langgraph

    Build resilient agents. Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingPython★ 43k

    +37*

    stars today

  31. 31
    run-llama/llama_index

    LlamaIndex is the document processing platform for AI. Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingPython★ 52k

    +36*

    stars today

  32. 32
    NirDiamant/RAG_Techniques

    This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook… Why it matters: relevant for grounding LLMs in your own data.

    RAG / vectorJupyter Notebook★ 30k

    +36*

    stars today

  33. 33
    The-Vibe-Company/quivr

    An open-source engine that turns continuous content streams into search and monitoring. Durable ingestion, hybrid search, alerts, and plugins for… Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingGo★ 40k

    +32*

    stars today

  34. 34
    NirDiamant/GenAI_Agents

    50+ tutorials and implementations for Generative AI Agent techniques, from basic conversational bots to complex multi-agent systems. Why it matters: worth a look if you build or run autonomous agents.

    AI agentsJupyter Notebook★ 25k

    +32*

    stars today

  35. 35
    Osmantic/ODS

    ODS V3 Pre-Release: Public testing and refinement ahead of the official V3 launch. Turn your PC, Mac, or Linux box into a private AI server. Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingPython★ 7.5k

    +30*

    stars today

  36. 36
    KnockOutEZ/wigolo

    The go-to web for your AI coding agent — local-first search, fetch, crawl & research over MCP. No API keys, no cloud, $0/query. Public beta. Why it matters: useful plumbing for shipping LLM-powered features.

    LLM toolingTypeScript★ 5.5k

    +30*

    stars today