9.3k repos tracked
updated 2d ago
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RAG

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

Trending New Most starred 707 repositories · topics: rag, retrieval-augmented-generation, vector-database, embeddings, semantic-search
  1. 1
    User-friendly AI Interface (Supports Ollama, OpenAI API, ...)
    Svelte created 3y ago pushed 2d ago aillmllm-ui
    +101/day
    measured
    ★ 157.8k
    68
  2. 2
    The agent engineering platform.
    Python created 4y ago pushed 2d ago agentsaiai-agents
    +57/day
    measured
    ★ 149.1k
    64
  3. 3
    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
  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
    21 Lessons, Get Started Building with Generative AI
    Jupyter Notebook created 3y ago pushed 3d ago aiazurechatgpt
    +89/day
    measured
    ★ 123k
    71
  6. 6
    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
  7. 7
    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
  8. 8
    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
  9. 9
    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
  10. 10
    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
  11. 11
    📚 《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
  12. 12
    🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.
    MDX created 3y ago pushed 8mo ago agentagentsai-agents
    +28/day
    measured
    ★ 79.8k
    42
  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
    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
  15. 15
    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
  16. 16
    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
  17. 17
    A no-code RAG server that keeps answers in sync with your documents. Works with 8 vector databases. Built on Pathway.
    Python created 3y ago pushed 5d ago chromadbdocument-qadocument-search
    −4.3/day
    measured
    ★ 58.7k
    29
  18. 18
    《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
  19. 19
    DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.
    Python created 10mo ago pushed 2d ago ai-agentsai-tutorclawbot
    +899/day
    measured
    ★ 55.2k
    94
  20. 20
    LlamaIndex is the document processing platform for AI
    Python created 4y ago pushed 2d ago agentsapplicationdata
    +13/day
    measured
    ★ 52.8k
    51
  21. 21
    【AI 时代的业务系统基座】企业级 AI 低代码平台:权限、多租户、工作流、报表、大屏、AI 知识库等通用能力开箱即用,AI 只需生成业务差异部分。AI Skills 一句话生成完整系统——建表、前后端代码、菜单权限、BPM 流程、表单、报表、大屏全自动。内置 AI 应用平台(聊天、知识库、流程编排、MCP),兼容主流大模型。Java + Vue3,支持单体/微服务与信创国产化。
    Java created 7y ago pushed 4d ago activitiagentai
    +8.4/day
    measured
    ★ 48.4k
    47
  22. 22
    Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search
    Go created 7y ago pushed 2d ago annscloud-nativediskann
    +11/day
    measured
    ★ 46.6k
    51
  23. 23
    Build resilient agents.
    Python created 3y ago pushed 2d ago agentsaiai-agents
    +60/day
    measured
    ★ 44.5k
    64
  24. 24
    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
  25. 25
    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
  26. 26
    [EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation
    Python created 2y ago pushed 4d ago doclinggenaigpt
    +19/day
    measured
    ★ 40.5k
    53
  27. 27
    📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG
    Python created 19mo ago pushed 2d ago agentic-aiagentsai
    +17/day
    measured
    ★ 40k
    52
  28. 28
    An open-source engine that turns continuous content streams into search and monitoring. Durable ingestion, hybrid search, alerts, and plugins for formats, models and business rules.
    Go created 3y ago pushed 5d ago aiapichatbot
    +2.4/day
    measured
    ★ 39.6k
    43
  29. 29
    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
    Python created 3y ago pushed 12mo ago chatbotchatchatchatglm
    −3.0/wk
    measured
    ★ 38.7k
    13
  30. 30
    Vane is an AI-powered answering engine.
    TypeScript created 2y ago pushed 2mo ago ai-agentsai-search-engineanswering-engine
    +30/day
    measured
    ★ 38k
    51
  31. 31
    Your AI second brain. Self-hostable. Get answers from the web or your docs. Build custom agents, schedule automations, do deep research. Turn any online or local LLM into your personal, autonomous AI (gpt, claude, gemini, llama, qwen, mistral). Get started - free.
    Python created 5y ago pushed 3mo ago agentaiassistant
    +17/day
    measured
    ★ 38k
    47
  32. 32
    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
  33. 33
    A modular graph-based Retrieval-Augmented Generation (RAG) system
    Python created 2y ago pushed 6d ago gptgpt-4gpt4
    +12/day
    measured
    ★ 36.6k
    51
  34. 34
    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
  35. 35
    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
  36. 36
    📚 从零开始构建大模型
    Jupyter Notebook created 2y ago pushed 3mo ago agentllmrag
    +20/day
    measured
    ★ 34.8k
    47
  37. 37
    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
  38. 38
    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
  39. 39
    Build Real-Time Knowledge Graphs for AI Agents
    Python created 2y ago pushed 4d ago agentsgraphllms
    +32/day
    measured
    ★ 32.6k
    57
  40. 40
    Python scraper based on AI
    Python created 2y ago pushed 33d ago ai-crawlerai-scrapingai-search
    +28/day
    measured
    ★ 32.5k
    54
  41. 41
    An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations.
    Python created 2y ago pushed 13mo ago agentic-ragdeep-researchemnlp2024
    +7.1/day
    measured
    ★ 31.8k
    31
  42. 42
    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
  43. 43
    PDF Parser for AI-ready data. Automate PDF accessibility. Open-source.
    Java created 18mo ago pushed 2d ago a11yaccessibilityai
    +8.1/day
    measured
    ★ 30.2k
    46
  44. 44
    FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex question-answering systems without the need for extensive setup or configuration.
    TypeScript created 3y ago pushed 2d ago agentclaudedeepseek
    +7.6/day
    measured
    ★ 30k
    46
  45. 45
    Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. Used by 100,000+ builders.
    TypeScript created 22mo ago pushed 2d ago agent-workflowagentic-workflowagents
    +8.0/day
    measured
    ★ 30k
    48
  46. 46
    Open Source alternative to Algolia + Pinecone and an Easier-to-Use alternative to ElasticSearch ⚡ 🔍 ✨ Fast, typo tolerant, in-memory fuzzy Search Engine for building delightful search experiences
    C++ created 9y ago pushed 4d ago algoliadatastoreelasticsearch
    +3.3/day
    measured
    ★ 27.1k
    40
  47. 47
    What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers?
    TypeScript created 19mo ago pushed 13mo ago 12-factor12-factor-agentsagents
    +10/day
    measured
    ★ 27k
    33
  48. 48
    Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.
    Python created 6y ago pushed 2d ago agent-frameworkagentic-aiagentic-rag
    +7.6/day
    measured
    ★ 26.9k
    46
  49. 49
    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
  50. 50
    An open-source RAG-based tool for chatting with your documents.
    Python created 2y ago pushed 3mo ago chatbotllmsopen-source
    +2.3/day
    measured
    ★ 25.9k
    30
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