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. 51
    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
  2. 52
    "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
  3. 53
    ✅(已完结)超级全面的 深度学习 笔记【土堆 Pytorch】【李沐 动手学深度学习】【吴恩达 深度学习】【大飞 大模型Agent】
    Jupyter Notebook created 4y ago pushed 49d ago agentagentsbook
    +8.9/day
    measured
    ★ 24.2k
    43
  4. 54
    🔥 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 created 3y ago pushed 2d ago agentagentic-aichatbot
    +6.1/day
    measured
    ★ 23.1k
    44
  5. 55
    🚀 A curated collection of AI engineering resources, roadmaps, tools, and projects covering LLMs, RAG, AI Agents, MCP, fine-tuning, evaluations, and production AI systems.
    created 8y ago pushed 17d ago agentic-aiai-agentsai-engineering
    +5.7/day
    measured
    ★ 22.5k
    42
  6. 56
    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
  7. 57
    End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.
    Jupyter Notebook created 16mo ago pushed 6d ago agentagent-frameworkagentic-ai
    +4.7/day
    measured
    ★ 21.8k
    42
  8. 58
    An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before. Coze your way to AI Agent creation.
    TypeScript created 16mo ago pushed 3mo ago agentagent-platformai-plugins
    +4.9/day
    measured
    ★ 21.8k
    36
  9. 59
    open-source agentic AI data assistant for the next generation of AI + Data products.
    Python created 3y ago pushed 3d ago agentsbgidatabase
    +6.7/day
    measured
    ★ 20.3k
    47
  10. 60
    Open source agentic operating system
    TypeScript created 2y ago pushed 2d ago agentagenticai
    +9.6/day
    measured
    ★ 19.8k
    50
  11. 61
    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
  12. 62
    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
  13. 63
    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 created 3y ago pushed 2d ago agent-builderagentsai
    +2.0/day
    measured
    ★ 18.4k
    41
  14. 64
    GenBI (Generative BI) for AI agents, an open-source, governed text-to-SQL through an open context layer that turns natural-language questions into trusted dashboards, charts, and SQL across 20+ data sources, such as BigQuery, Snowflake, PostgreSQL, ClickHouse, Amazon Redshift, Databricks and more.
    Python created 2y ago pushed 3d ago ai-agentsbigquerybusiness-intelligence
    +11/day
    measured
    ★ 18.1k
    51
  15. 65
    A vector index built on TurboQuant, written in Rust with Python bindings
    Rust created 7mo ago pushed 32d ago annavx512embedding
    +4.4/day
    measured
    ★ 17.5k
    43
  16. 66
    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
  17. 67
    Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory.
    Rust created 17mo ago pushed 3mo ago aicontextembedded
    +15/day
    measured
    ★ 17.4k
    41
  18. 68
    Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.
    Go created 10y ago pushed 2d ago approximate-nearest-neighbor-searchgenerative-searchgrpc
    +1.6/day
    measured
    ★ 16.9k
    35
  19. 69
    Air-gapped, privacy-focused, open-source NotebookLM alternative. AI agent that researches, transforms, and edits your documents. Join our Discord: https://discord.gg/ejRNvftDp9
    Python created 2y ago pushed 2d ago agentagentsai
    +16/day
    measured
    ★ 16.8k
    51
  20. 70
    A lightweight, lightning-fast, in-process vector database
    C++ created 11mo ago pushed 3d ago agent-skillsdbembedded
    +3.7/day
    measured
    ★ 16.2k
    40
  21. 71
    A powerful tool for creating datasets for LLM fine-tuning 、RAG and Eval
    JavaScript created 20mo ago pushed 6mo ago datasetfine-tuningjavascript
    +4.4/day
    measured
    ★ 15.1k
    30
  22. 72
    Unified framework for building enterprise RAG pipelines with small, specialized models
    Python created 3y ago pushed 37d ago agentsgenerative-ai-toolsllamacpp
    +4.0/wk
    measured
    ★ 14.8k
    28
  23. 73
    Graph-Native Infrastructure for Context and Accountable AI Systems
    Python created 16mo ago pushed 2d ago agent-memoryaiai-governance
    +19/day
    measured
    ★ 14.4k
    52
  24. 74
    本项目是一个面向小白开发者的大模型应用开发教程,在线阅读地址:https://datawhalechina.github.io/llm-universe/
    Jupyter Notebook created 3y ago pushed 2mo ago langchainrag
    +5.1/day
    measured
    ★ 14.3k
    36
  25. 75
    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
  26. 76
    One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflows.
    Python created 12mo ago pushed 2d ago agent-memoryagentic-aiai
    +17/day
    measured
    ★ 13.8k
    52
  27. 77
    [MLsys2026 Best Paper]: https://arxiv.org/abs/2506.08276. RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.
    Python created 17mo ago pushed 4d ago aifaissgpt-oss
    +17/day
    measured
    ★ 13.8k
    51
  28. 78
    LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM. It offers a unified API over popular LLM providers and vector stores, and makes implementing tool calling (including MCP support), agents and RAG easy. It integrates seamlessly with enterprise Java frameworks like Quarkus and Spring Boot.
    Java created 3y ago pushed 2d ago anthropicchatgptchroma
    +5.4/day
    measured
    ★ 13.4k
    43
  29. 79
    The all-in-one, open-source backend platform for agentic coding. InsForge gives your coding agent database, auth, storage, compute, hosting, and AI gateway to ship full-stack apps end-to-end.
    TypeScript created 15mo ago pushed 5d ago aiai-agentscoding
    +3.0/day
    measured
    ★ 13.3k
    38
  30. 80
    💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows
    Python created 6y ago pushed 3d ago agentsaiai-agents
    +2.9/day
    measured
    ★ 13.1k
    42
  31. 81
    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
  32. 82
    🔍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
  33. 83
    Agent S: the state-of-the-art open source computer use agents
    Python created 2y ago pushed 8d ago agent-computer-interfaceai-agentscomputer-automation
    +10/day
    measured
    ★ 12.9k
    46
  34. 84
    Code search MCP for Claude Code. Make entire codebase the context for any coding agent.
    TypeScript created 17mo ago pushed 3mo ago agentagentic-ragai-coding
    +1.6/day
    measured
    ★ 12.7k
    25
  35. 85
    Retrieval and Retrieval-augmented LLMs
    Python created 3y ago pushed 11d ago embeddingsinformation-retrievalllm
    +1.4/day
    measured
    ★ 12.3k
    33
  36. 86
    Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings and DeepSeek Harness support.
    TypeScript created 16mo ago pushed 4d ago agentagentic-aiai
    +13/day
    measured
    ★ 12.3k
    49
  37. 87
    100+ Chinese Word Vectors 上百种预训练中文词向量
    Python created 8y ago pushed 3y ago chinesechinese-word-segmentationembedding
    +5.0/wk
    measured
    ★ 12.3k
    23
  38. 88
    BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SFT, Dataset Management, Enterprise-level System Management, Observability and more.
    Python created 3y ago pushed 2d ago agentaichatbot
    +2.6/day
    measured
    ★ 12.1k
    37
  39. 89
    Developer-friendly OSS embedded retrieval library for multimodal AI. Search More; Manage Less.
    Rust created 3y ago pushed 2d ago approximate-nearest-neighbor-searchimage-searchnearest-neighbor-search
    +5.7/day
    measured
    ★ 11.8k
    43
  40. 90
    Incremental engine for long horizon agents 🌟 Star if you like it!
    Rust created 20mo ago pushed 3d ago agentic-data-frameworkaiai-agents
    +6.4/day
    measured
    ★ 11.8k
    44
  41. 91
    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
  42. 92
    Pocket Flow: 100-line LLM framework. Let Agents build Agents!
    Python created 22mo ago pushed 3mo ago agentic-aiagentic-frameworkagentic-workflow
    +2.7/day
    measured
    ★ 11.3k
    29
  43. 93
    AI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework
    TypeScript created 19mo ago pushed 3d ago agentsaiai-agents
    +4.0/day
    measured
    ★ 10.9k
    40
  44. 94
    https://arxiv.org/abs/2606.28344. The end of web parsing. The beginning of scalable pixel-native search. link: https://pixelrag.ai/
    Python created 5mo ago pushed 4d ago agentaimemory
    +14/day
    measured
    ★ 10.9k
    49
  45. 95
    🌌 A complete search engine and RAG pipeline in your browser, server or edge network with support for full-text, vector, and hybrid search in less than 2kb.
    TypeScript created 4y ago pushed 20d ago algiorithmdata-structuresfull-text
    +1.4/day
    measured
    ★ 10.6k
    41
  46. 96
    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 created 3y ago pushed 8mo ago aiai-agentschatbot
    +1.7/day
    measured
    ★ 10.5k
    20
  47. 97
    OceanBase is the unified distributed database for the AI era — open-source, multi-model, one engine for your most demanding workloads.
    C++ created 5y ago pushed 3d ago analyticscloud-nativedatabase
    +6.0/wk
    measured
    ★ 10.4k
    32
  48. 98
    SeaTunnel is a multimodal, high-performance, distributed, massive data integration tool.
    Java created 9y ago pushed 3d ago apachebatchcdc
    +2.4/day
    measured
    ★ 9.8k
    37
  49. 99
    High accuracy RAG for answering questions from scientific documents with citations
    Python created 3y ago pushed 12d ago airagscience
    +6.3/day
    measured
    ★ 9.5k
    42
  50. 100
    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
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