9.3k repos tracked
updated 2d ago
Trending

RAG

Retrieval-augmented generation: pipelines, vector stores, embeddings.

Trending New Most starred 653 repositories · topics: rag, retrieval-augmented-generation, vector-database, embeddings, semantic-search
  1. 1
    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
    TypeScript created 14mo ago pushed 2d ago aiai-agentsai-memory
    +1,302/day
    measured
    ★ 113.3k
    100
  2. 2
    DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.
    Python created 10mo ago pushed 2d ago ai-agentsai-tutorclawbot
    +899/day
    measured
    ★ 55.2k
    94
  3. 3
    In-depth tutorials on LLMs, RAGs and real-world AI agent applications.
    Jupyter Notebook created 2y ago pushed 7d ago agentsaillms
    +382/day
    measured
    ★ 41.1k
    92
  4. 4
    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.
    Python created 7mo ago pushed 4d ago ai-agentsantigravityast
    +642/day
    measured
    ★ 142.7k
    84
  5. 5
    ConardLi's open-source Skills collection, featuring web design, knowledge retrieval, image generation, and more.
    JavaScript created 6mo ago pushed 13d ago agentclaudegpt-image-2
    +80/day
    measured
    ★ 13.9k
    75
  6. 6
    AI search engine and MCP server for bots and agents. One Rust binary indexes code, docs, logs, JSONL/CSV and PDFs for BM25 full-text, vector and hybrid search, code search without grep, agent memory and RAG. Elasticsearch-compatible API; Corpus Hub serves hundreds of reference memory corpora.
    Rust created 4mo ago pushed 2d ago agent-memoryai-agentsbm25
    +242/day
    measured
    ★ 19.2k
    73
  7. 7
    21 Lessons, Get Started Building with Generative AI
    Jupyter Notebook created 3y ago pushed 3d ago aiazurechatgpt
    +89/day
    measured
    ★ 123k
    71
  8. 8
    A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。
    Python created 6mo ago pushed 5d ago agentic-aiagentic-workflowsai-agent
    +66/day
    measured
    ★ 8.5k
    70
  9. 9
    Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems. Built for enterprise, Memori works with the data infrastructure you already run, no rip-and-replace, and deploys across managed cloud, single-tenant cloud, VPC, and on-premises.
    Python created 15mo ago pushed 36d ago agentagent-memoryagenticai
    +34/day
    measured
    ★ 17.4k
    69
  10. 10
    User-friendly AI Interface (Supports Ollama, OpenAI API, ...)
    Svelte created 3y ago pushed 2d ago aillmllm-ui
    +101/day
    measured
    ★ 157.8k
    68
  11. 11
    RAGFlow is an agent-native database: a Retrieval-Augmented Generation (RAG) engine that grew into context infrastructure.
    Go created 2y ago pushed 2d ago agent-harnessagent-native-databaseagentic-ai
    +72/day
    measured
    ★ 93.6k
    68
  12. 12
    📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程
    Python created 14mo ago pushed 25d ago agentllmrag
    +126/day
    measured
    ★ 86.1k
    68
  13. 13
    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.
    Python created 10mo ago pushed 2d ago agentaianthropic
    +98/day
    measured
    ★ 78.9k
    67
  14. 14
    Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.
    Go created 15mo ago pushed 5d ago agentagenticai
    +100/day
    measured
    ★ 36.6k
    66
  15. 15
    《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
    Python created 14mo ago pushed 30d ago agentagent-memoryai-agent
    +106/day
    measured
    ★ 57.2k
    65
  16. 16
    100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.
    Python created 2y ago pushed 16d ago agentsllmspython
    +79/day
    measured
    ★ 143.9k
    65
  17. 17
    Turn any technical book PDF into a Claude Code skill — ready to study, reference, and use while you work.
    Python created 6mo ago pushed 4d ago agent-skillsai-agentsbook-to-skill
    +80/day
    measured
    ★ 37k
    65
  18. 18
    Self-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills.
    Python created 10mo ago pushed 2d ago agent-contextagent-memoryagent-plugins
    +70/day
    measured
    ★ 41.6k
    64
  19. 19
    The agent engineering platform.
    Python created 4y ago pushed 2d ago agentsaiai-agents
    +57/day
    measured
    ★ 149.1k
    64
  20. 20
    Official Crawl4AI Cloud: a hosted web scraping, extraction, and search API for AI agents. Free API key, 1,000 credits a month, no card. Fully open source: this repo is the Apache-2.0 crawler that powers it, and you can self-host it.
    Python created 2y ago pushed 3d ago aiai-agentscrawl4ai-cloud
    +62/day
    measured
    ★ 86.9k
    64
  21. 21
    Build resilient agents.
    Python created 3y ago pushed 2d ago agentsaiai-agents
    +60/day
    measured
    ★ 44.5k
    64
  22. 22
    The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.
    Python created 3y ago pushed 3d ago agentic-memoryagentic-memory-systemagents
    +59/day
    measured
    ★ 68.5k
    63
  23. 23
    The fast, precise document-intelligence engine for every language: text, tables and metadata from 100+ formats, with OCR, transcription and code intelligence.
    Rust created 21mo ago pushed 2d ago buncsharpdocument-intelligence
    +11/day
    measured
    ★ 9.5k
    62
  24. 24
    Search inside documents, code, and even screenshots - instantly and locally. A free, open-source file launcher with OCR, semantic search, and MCP agent access.
    Rust created 14d ago pushed 2d ago ai-agentsdesktopdesktop-search
    +99/day
    measured
    ★ 813
    62
  25. 25
    Open-source AI sales OS — self-hosted CRM with native AI agents + WhatsApp (WAHA). Open alternative to Kommo, Octadesk & Intercom for any business that sells by chat. MCP-ready, multi-tenant, LGPD.
    TypeScript created 6mo ago pushed 2d ago aiai-agentschatbot
    +34/day
    measured
    ★ 5.2k
    61
  26. 26
    The Postgres development platform. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications.
    TypeScript created 7y ago pushed 2d ago aialternativeauth
    +39/day
    measured
    ★ 114.6k
    60
  27. 27
    This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.
    Jupyter Notebook created 2y ago pushed 6d ago agentic-ragaiembeddings
    +24/day
    measured
    ★ 30.2k
    60
  28. 28
    Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic.
    TypeScript created 3y ago pushed 2d ago cici-cdcicd
    +41/day
    measured
    ★ 26.9k
    60
  29. 29
    Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience
    JavaScript created 3y ago pushed 3d ago agent-computeragent-harnessagent-orchestration
    +39/day
    measured
    ★ 68k
    60
  30. 30
    斯坦福 Stanford CS329Z Engineering AI Agents 中文教程:面向 Python 开发者的 AI 智能体课程,19 讲与 4 项实践,涵盖 LLM、RAG、工具调用、记忆、多智能体、评测与安全。完整 Markdown、在线与离线 HTML。Chinese course notes.
    HTML created 10d ago pushed 7d ago agent-memoryagentic-aiai-agents
    +76/day
    measured
    ★ 497
    58
  31. 31
    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.
    Python created 6y ago pushed 53d ago ai4sciencechineseocrdocument-parsing
    +53/day
    measured
    ★ 92.3k
    58
  32. 32
    Build Real-Time Knowledge Graphs for AI Agents
    Python created 2y ago pushed 4d ago agentsgraphllms
    +32/day
    measured
    ★ 32.6k
    57
  33. 33
    Capture first. Organize later. A local-first Markdown app that turns scattered records into clear notes with AI.
    TypeScript created 2y ago pushed 3d ago agentai-notesknowledge-base
    +7.4/day
    measured
    ★ 13k
    57
  34. 34
    Your Personal Librarian Agent. Ask anything on your computer, organize files, remember important info and files.
    TypeScript created 2y ago pushed 2d ago agentdocument-parserembeddings
    +13/day
    measured
    ★ 5.3k
    57
  35. 35
    AI Agent 开发指南 | Agent Harness | 上下文工程 | 高级 RAG | MCP | Agentic RL 强化学习 | LangGraph 实战 | 1.2 万+ 大模型面试题 | 算法岗 / 开发岗求职 | 转行大模型
    MDX created 12mo ago pushed 2d ago agentic-rlagenticragai-agent
    +35/day
    measured
    ★ 11.7k
    56
  36. 36
    Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory with small models for free
    Python created 3y ago pushed 2d ago agent-memoryagent-skillsai
    +29/day
    measured
    ★ 33.1k
    56
  37. 37
    Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
    Rust created 6y ago pushed 2d ago ai-searchai-search-engineembeddings-similarity
    +19/day
    measured
    ★ 35.4k
    56
  38. 38
    Search your computer by what's in your files: photos, PDFs, documents, recordings, videos and code. On-device on Mac, Windows and Linux, built on Google DeepMind's EmbeddingGemma 2.
    Swift created 30d ago pushed 12d ago embeddinggemmaembeddingsfile-search
    +37/day
    measured
    ★ 6.3k
    55
  39. 39
    50+ tutorials and implementations for Generative AI Agent techniques, from basic conversational bots to complex multi-agent systems.
    Jupyter Notebook created 2y ago pushed 6d ago agentic-aiagentsai
    +15/day
    measured
    ★ 24.8k
    55
  40. 40
    Self-hosted metasearch and grounding engine for AI agents, based on SearXNG. Rust, JSON API, optional page text.
    Rust created 21d ago pushed 2d ago agplai-agentsgrounding
    +45/day
    lifetime avg
    ★ 834
    55
  41. 41
    Open Source AI Platform - AI Chat with advanced features that works with every LLM
    Python created 3y ago pushed 2d ago aiai-chatchatgpt
    +23/day
    measured
    ★ 33.2k
    54
  42. 42
    A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.
    Rust created 8y ago pushed 2d ago aiapiapp-search
    +12/day
    measured
    ★ 59.8k
    54
  43. 43
    "RAG-Anything: All-in-One RAG Framework"
    Python created 17mo ago pushed 6d ago multi-modal-ragretrieval-augmented-generation
    +24/day
    measured
    ★ 24.4k
    54
  44. 44
    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 / Matrix e.g. Integrated with ChatGPT(GPT), DeepSeek, Dify, n8n, Langflow, Coze, Claude, Gemini, GLM, Ollama, SiliconFlow, Kimi, openclaw / hermes agent, deerflow
    Python created 3y ago pushed 2d ago agentcozedeepseek
    +23/day
    measured
    ★ 18.7k
    54
  45. 45
    Python scraper based on AI
    Python created 2y ago pushed 32d ago ai-crawlerai-scrapingai-search
    +28/day
    measured
    ★ 32.5k
    54
  46. 46
    Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.
    Python created 6mo ago pushed 5d ago agent-harnessai-agentsclaude-code
    +12/day
    measured
    ★ 3.9k
    54
  47. 47
    [EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation
    Python created 2y ago pushed 4d ago doclinggenaigpt
    +19/day
    measured
    ★ 40.5k
    53
  48. 48
    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 资讯、Prompt 提示词大全、AI 知识百科(Agent Skills / RAG / MCP / A2A)、AI 编程教程(Harness Engineering)、AI 工具用法(Cursor / Claude Code / TRAE / Codex / Copilot)、AI 开发框架教程(Spring AI / LangChain)、AI 产品变现指南,帮你快速掌握 AI 技术,走在时代前沿。本项目为开源文档 aiguide,已升级为鱼皮 AI 导航网站
    JavaScript created 21mo ago pushed 17d ago aiai-agentartificial-intelligence
    +23/day
    measured
    ★ 21.9k
    53
  49. 49
    🔍大模型应用开发实战一:RAG 技术全栈指南,在线阅读地址:https://datawhalechina.github.io/all-in-rag/
    Python created 17mo ago pushed 38d ago aideepseekembedding
    +30/day
    measured
    ★ 12.9k
    53
  50. 50
    📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG
    Python created 19mo ago pushed 2d ago agentic-aiagentsai
    +17/day
    measured
    ★ 40k
    52
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