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. 401
    Persistent project knowledge graph for coding agents. MCP server with semantic search, in-process embeddings, and web explorer.
    TypeScript created 9mo ago pushed 6mo ago agentic-codingaiai-agents
    +3.0/wk
    measured
    ★ 734
    11
  2. 402
    The local-first LLM Wiki: open-source knowledge graph builder, RAG knowledge base, and agent memory store. Built on Andrej Karpathy's pattern. An Obsidian alternative for personal knowledge management, AI second brain, and durable Claude Code / Codex / OpenClaw memory.
    TypeScript created 7mo ago pushed 4mo ago agent-memoryai-agentsclaude-code
    +2.0/wk
    measured
    ★ 733
    15
  3. 403
    Rust created 19mo ago pushed 4d ago elasticsearchmcpmcp-server
    +3.0/wk
    measured
    ★ 729
    26
  4. 404
    AI 应用开发、AI 编程实战与面试指南,涵盖 LLM、Agent、RAG、MCP、Claude Code、Codex 等核心技术与工程实践。
    created 6mo ago pushed 4mo ago aiai-agentsclaude-code
    +1.9/day
    measured
    ★ 724
    22
  5. 405
    LLMFlows - Simple, Explicit and Transparent LLM Apps
    Python created 3y ago pushed 20mo ago aichatgptgpt-4
    flat
    measured
    ★ 708
    8
  6. 406
    VectorFlow is a high volume vector embedding pipeline that ingests raw data, transforms it into vectors and writes it to a vector DB of your choice.
    Python created 3y ago pushed 2y ago aidata-engineeringembeddings
    flat
    measured
    ★ 703
    8
  7. 407
    Generative Representational Instruction Tuning
    Jupyter Notebook created 2y ago pushed 16mo ago embeddingembedding-modelsembeddings
    flat
    measured
    ★ 702
    8
  8. 408
    Curated systems, benchmarks, and papers etc. on memory for LLMs/MLLMs --- long-term context, retrieval, and reasoning.
    Python created 12mo ago pushed 11d ago agent-memoryai-agentai-agent-memory
    —
    stale
    ★ 699
    23
  9. 409
    Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.
    Python created 2mo ago pushed 3d ago agent-memoryagent-skillsai-agents
    +1.0/wk
    measured
    ★ 696
    24
  10. 410
    TypeScript AI agent framework: cognitive memory, dynamic personalities, emergent behaviors and self-building designs
    TypeScript created 12mo ago pushed 3d ago agent-frameworkagent-memoryagentic-ai
    flat
    measured
    ★ 683
    23
  11. 411
    Library for faster pinned CPU <-> GPU transfer in Pytorch
    Python created 7y ago pushed 6y ago cpu-gpu-transfercpu-pinned-tensorscuda
    —
    stale
    ★ 682
    8
  12. 412
    企业级 AI 智能体 Agent 平台,覆盖智能对话、文档知识问答、联网搜索、RAG 检索、MCP 工具协议、Skills 扩展等完整能力。三层执行器体系、双通道混合检索、组合式切块引擎、会话记忆管理、全链路可观测,每个环节都经过深 度设计和工程化打磨。
    Java created 6mo ago pushed 18d ago agentagentic-ragai
    +1.0/day
    measured
    ★ 678
    31
  13. 413
    [NeurIPS 2024 Spotlight] Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models
    Python created 2y ago pushed 16mo ago chain-of-thought-reasoninglarge-language-modelsllm-reasoning
    +1.0/wk
    measured
    ★ 678
    9
  14. 414
    Frozen — cross-agent persistent memory for coding assistants. Still works; the compressed-memory core now ships inside JuliusBrussee/caveman.
    TypeScript created 6mo ago pushed 2mo ago aicavemanclaude
    flat
    measured
    ★ 676
    16
  15. 415
    RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connect external tools and data sources.
    Python created 23mo ago pushed 22d ago agentic-aiagentic-ragagentic-workflow
    −1.0/wk
    measured
    ★ 672
    22
  16. 416
    Anything — 파일 이름이 아니라 본문으로 찾는 문서 검색기. HWP·PDF·Office 전문 검색을 오프라인으로. Windows·macOS | Offline content search across Korean documents (HWP, PDF, Office). Windows and macOS
    Rust created 9mo ago pushed 12d ago desktop-appdocument-searchfts5
    +4.0/wk
    measured
    ★ 671
    28
  17. 417
    NBoost is a scalable, search-api-boosting platform for deploying transformer models to improve the relevance of search results on different platforms (i.e. Elasticsearch)
    Python created 7y ago pushed 6y ago clouddeep-learningdocker
    flat
    measured
    ★ 671
    8
  18. 418
    Querying local documents, powered by LLM
    Jupyter Notebook created 3y ago pushed 9mo ago chatbotchromahyde
    −1.0/wk
    measured
    ★ 662
    8
  19. 419
    为 Bilibili、YouTube 及本地视频提供 AI 视频摘要和知识库.AI video summarizer and knowledge base for Bilibili, YouTube and local videos.
    Python created 7mo ago pushed 58d ago ai-notesai-summarybilibili
    +2.4/day
    measured
    ★ 660
    44
  20. 420
    The open source agentic content system to make your contents alive. Self-hosted on any platform. ◑
    TypeScript created 12mo ago pushed 5mo ago agentagentic-aiagentic-content-system
    —
    stale
    ★ 659
    11
  21. 421
    Open-source, self-hosted alternative to NotebookLM. Chat with your documents, generate audio summaries, and ground AI in your own sources—built with Supabase and N8N on a React frontend.
    TypeScript created 17mo ago pushed 9mo ago loveablen8nnotebooklm
    flat
    measured
    ★ 659
    8
  22. 422
    Open-source AI Agent Customer Service Platform. Build AI agent teams with LLM orchestration, RAG knowledge base, multi-channel support, and human collaboration.
    TypeScript created 11mo ago pushed 6mo ago ai-agentartificial-intelligencechatbot
    +1.6/day
    measured
    ★ 655
    24
  23. 423
    A Python vector database you just need - no more, no less.
    Python created 3y ago pushed 2y ago embedding-similarityneural-searchsentence-embeddings
    flat
    measured
    ★ 653
    8
  24. 424
    A systematic AI Agent development tutorial covering LLM agents, RAG, tool use, memory systems, multi-agent systems, LangChain, LangGraph, MCP, and agentic RL.|从零开始学 AI Agent 开发 | 系统、全面、实战导向的 Agent 开发教程 | 每日自动追踪 arXiv 最新论文 | Learn AI Agent Development from Scratch
    HTML created 8mo ago pushed 15d ago agent-learningagentic-workflowai-agent
    +3.0/day
    measured
    ★ 651
    35
  25. 425
    Easy-to-Use RAG Framework; CCF AIOps International Challenge 2024 Top3 Solution; CCF AIOps 国际挑战赛 2024 季军方案
    Python created 2y ago pushed 24mo ago aiopsbgebm25
    flat
    measured
    ★ 642
    8
  26. 426
    HTML to Markdown converter and crawler.
    TypeScript created 3y ago pushed 2y ago crawlhtml-to-markdownmarkdown
    +4.0/wk
    measured
    ★ 634
    27
  27. 427
    Distill your knowledge, memories, and decisions into an open-source, inspectable AI Agent Twin.
    Python created 2mo ago pushed 4d ago agentic-aiaiai-agent
    +2.9/day
    measured
    ★ 629
    49
  28. 428
    CookHero是一个基于 LLM + RAG + Agent + 多模态的智能饮食与烹饪管理平台,支持智能菜谱查询、个性化饮食计划、AI 饮食记录、营养分析、Web 搜索增强,以及可扩展的 ReAct Agent / Subagent 工具体系,帮助厨房新手轻松成为“烹饪英雄”。
    Python created 11mo ago pushed 2mo ago agentai-chatbotcooking-assistant
    −1.7/day
    measured
    ★ 625
    17
  29. 429
    AI pair programming in your terminal — one static binary, sub-ms startup, any model
    C++ created 6mo ago pushed 3d ago agentic-codingai-agentanthropic
    +3.0/wk
    measured
    ★ 622
    35
  30. 430
    🔥🔥🔥 Turn AI-written code into real apps. Nubase is an open-source, AI-native backend platform for AI Coding, agentic applications, and modern product teams: Memory, Database, Storage, and Auth in one self-hostable service.
    Java created 5mo ago pushed 41d ago agentaiai-agents
    +1.0/wk
    measured
    ★ 620
    21
  31. 431
    Local-first memory, decision engine, and governance harness for AI agents — portable across IDEs. Own the state. Rent the intelligence.
    Python created 10mo ago pushed 3d ago aiai-agentsai-assistant
    −1.0/wk
    measured
    ★ 620
    23
  32. 432
    Hybrid search engine, combining best features of text and semantic search worlds
    Scala created 3y ago pushed 10mo ago searchsearch-enginesemantic-search
    flat
    measured
    ★ 620
    8
  33. 433
    Ask questions across your Markdown notes using a fully local Graph RAG engine. Built for Obsidian vaults, works with any folder of Markdown files. Extracts entity-relation triples from wikilinks & YAML frontmatter, retrieves answers via hybrid search (vector + BM25 + temporal). Multilingual. No cloud. Runs on Ollama.
    Python created 6mo ago pushed 6d ago claude-codeembeddingsgraph-rag
    +2.0/wk
    measured
    ★ 612
    32
  34. 434
    Dataset and benchmark for RAG on company internal documents.
    created 8mo ago pushed 2mo ago benchmarkdatasetenterprise
    +4.0/wk
    measured
    ★ 611
    22
  35. 435
    Minimalist web-searching platform with an AI assistant that runs directly from your browser. Demo: https://felladrin-minisearch.hf.space
    TypeScript created 3y ago pushed 3d ago aiai-search-engineartificial-intelligence
    +3.0/wk
    measured
    ★ 608
    28
  36. 436
    NextPlaid, ColGREP: Multi-vector search, from database to coding agents.
    Rust created 10mo ago pushed 28d ago agentic-ragcligrep
    +2.0/wk
    measured
    ★ 608
    23
  37. 437
    Offline semantic Text-to-Image and Image-to-Image search on Android powered by quantized state-of-the-art vision-language pretrained CLIP model and ONNX Runtime inference engine
    Kotlin created 3y ago pushed 2y ago androidclipcomputer-vision
    −2.0/wk
    measured
    ★ 608
    8
  38. 438
    🍁 Sycamore is an LLM-powered search and analytics platform for unstructured data.
    Python created 3y ago pushed 3mo ago aidataprepetl
    flat
    measured
    ★ 605
    15
  39. 439
    A NodeJS RAG framework to easily work with LLMs and embeddings
    TypeScript created 3y ago pushed 4mo ago aichatgptclaude
    flat
    measured
    ★ 601
    12
  40. 440
    白箱AGI架构探索:元认知(自我认知循环)、持续学习(知识飞轮)、世界模型(条件空间+语义时空图)、自我改进(自举纪律)、零LLM白箱管线与可审计信任护栏。
    Python created 2mo ago pushed 2d ago agent-safetyagentic-aiagi
    +9.6/day
    measured
    ★ 601
    43
  41. 441
    中文优先的企业 RAG 知识库:可控解析、治理、切块、混合检索、重排、引用、图谱、评测与 Dify 接入。
    Python created 11mo ago pushed 2d ago difydocument-parsingenterprise-rag
    +2.6/day
    measured
    ★ 592
    40
  42. 442
    Phi2-Chinese-0.2B 从0开始训练自己的Phi2中文小模型,支持接入langchain加载本地知识库做检索增强生成RAG。Training your own Phi2 small chat model from scratch.
    Jupyter Notebook created 2y ago pushed 2y ago language-modelphi-2retrieval-augmented-generation
    flat
    measured
    ★ 588
    8
  43. 443
    AI-powered IDE for novel writing — local LLM + RAG, privacy-first, BYOK. For web fiction authors and creative writers.
    TypeScript created 6mo ago pushed 20d ago ai-toolai-writingcreative-writing
    +2.0/wk
    measured
    ★ 587
    24
  44. 444
    Give Claude Code photographic memory in ONE portable file. No database, no SQLite, no ChromaDB - just a single .mv2 file you can git commit, scp, or share. Native Rust core with sub-ms operations.
    TypeScript created 10mo ago pushed 9mo ago ai-toolsanthropicclaude
    +2.0/wk
    measured
    ★ 583
    17
  45. 445
    C# .NET NOSQL ( key value, object store embedded TextSearch SemanticSearch Vector layer ) ACID multi-paradigm database management system.
    C# created 13y ago pushed 7d ago acidandroidc-sharp
    flat
    measured
    ★ 582
    23
  46. 446
    Turn any document into clean, AI-ready Markdown. Local-first desktop app: reads scanned PDFs, batches folders, runs offline, and uses far fewer tokens than vision models.
    Python created 4mo ago pushed 4d ago desktop-appdocument-conversionllm
    +4.0/wk
    measured
    ★ 581
    27
  47. 447
    Encrypted, fully offline agentic memory. One click install, GUI w/ memory map, all OS and agents. Superior memory creation, storage and retrieval.
    Python created 3mo ago pushed 18d ago agent-memoryai-agentsai-memory
    +2.0/wk
    measured
    ★ 580
    24
  48. 448
    ⚡ DocsAgent — give your AI agents instant, private access to your personal knowledge base (Zotero, Obsidian, Apple Notes supported now, local docs on the road). Native C++ search core: BM25 + passage ranking in ~15 ms. MCP server for Claude, Cursor, Cline & any MCP client.
    TypeScript created 7mo ago pushed 41d ago ai-agentsbm25claude
    −1.0/wk
    measured
    ★ 578
    20
  49. 449
    Train and Infer Powerful Sentence Embeddings with AnglE | 🔥 SOTA on STS and MTEB Leaderboard
    Python created 3y ago pushed 7mo ago dense-retrievalembeddingsinformation-retrieval
    flat
    measured
    ★ 575
    8
  50. 450
    🔥 A Survey on AI Auto-Research
    HTML created 7mo ago pushed 4d ago agentagentic-aiai
    +3.0/wk
    measured
    ★ 572
    26
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