9.3k repos tracked
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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. 101
    ~95% on SimpleQA (e.g. Qwen3.6-27B on a 3090). Supports all local and cloud LLMs (llama.cpp, Ollama, Google, ...). 10+ search engines - arXiv, PubMed, your private documents. Everything Local & Encrypted.
    Python created 21mo ago pushed 2d ago academiaanthropicarxiv
    +9.3/day
    measured
    ★ 9.5k
    46
  2. 102
    Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.
    Rust created 6y ago pushed 2d ago aibigdatacloud-native
    +3.0/wk
    measured
    ★ 9.5k
    29
  3. 103
    One Postgres for your application data, full-text search, vector retrieval, and aggregations. Home of the pg_search extension.
    Rust created 3y ago pushed 2d ago aggregationsanalyticsbm25
    +4.3/day
    measured
    ★ 9.5k
    42
  4. 104
    Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling scalable retrieval and training.
    C++ created 7y ago pushed 5mo ago agentagentic-ragai
    +2.0/wk
    measured
    ★ 9.3k
    15
  5. 105
    🧑‍🚀 全世界最好的LLM资料总结(多模态生成、Agent、辅助编程、AI审稿、数据处理、模型训练、模型推理、o1 模型、MCP、小语言模型、视觉语言模型) | Summary of the world's best LLM resources.
    created 2y ago pushed 6d ago awesome-listbookcourse
    +3.0/day
    measured
    ★ 9.1k
    43
  6. 106
    World's first open-source enterprise world model.
    Rust created 3mo ago pushed 3d ago agent-memorybitemporalgraphrag
    +9.7/day
    measured
    ★ 8.7k
    46
  7. 107
    MariaDB server is a community developed fork of MySQL server. Started by core members of the original MySQL team, MariaDB actively works with outside developers to deliver the most featureful, stable, and sanely licensed open SQL server in the industry.
    C++ created 12y ago pushed 2d ago amazon-web-servicesdatabasefulltext-search
    +8.9/day
    measured
    ★ 8.5k
    48
  8. 108
    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. 109
    Open Source Deep Research Alternative to Reason and Search on Private Data. Written in Python.
    Python created 21mo ago pushed 46d ago agentagentic-ragclaude
    +4.3/day
    measured
    ★ 8.4k
    52
  10. 110
    Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
    Python created 3y ago pushed 47d ago aigcautogptbabyagi
    +1.0/wk
    measured
    ★ 8.2k
    24
  11. 111
    SoTA production-ready AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API.
    Python created 2y ago pushed 12mo ago artificial-intelligencelarge-language-modelspython
    +1.3/day
    measured
    ★ 8.1k
    18
  12. 112
    Build autonomous AI agents in Python.
    Python created 2y ago pushed 4mo ago agentagent-frameworkautonomous-agent
    +2.0/wk
    measured
    ★ 8k
    17
  13. 113
    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.
    Python created 9mo ago pushed 3d ago ai-agentsamdcomfyui
    +7.7/day
    measured
    ★ 7.8k
    44
  14. 114
    可私有部署的多租户知识智能体平台:统一 RAG、知识图谱、多智能体、MCP/Skills、沙盒与权限管理。Yuxi = Cloud Agents + Knowledge RAG, Self-hosted knowledge agent platform for RAG, knowledge graphs and multi-agent workflows.
    Python created 2y ago pushed 2d ago agentic-ragai-agentsdeepagents
    +10/day
    measured
    ★ 7.6k
    47
  15. 115
    每个人都能看懂的大模型知识分享,LLMs春/秋招大模型面试前必看,让你和面试官侃侃而谈
    Jupyter Notebook created 2y ago pushed 2mo ago agentinterview-practiceinterview-questions
    +3.9/day
    measured
    ★ 7.5k
    34
  16. 116
    Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, and PyTorch with more integrations coming..
    Rust created 4y ago pushed 2d ago apache-arrowcomputer-visiondata-analysis
    +4.4/day
    measured
    ★ 7.3k
    40
  17. 117
    The AI search platform
    Java created 10y ago pushed 2d ago aibig-datajava
    +1.3/day
    measured
    ★ 7.2k
    33
  18. 118
    Python & Command-line tool to gather text and metadata on the Web: Crawling, scraping, extraction, output as CSV, JSON, HTML, MD, TXT, XML
    Python created 7y ago pushed 3d ago article-extractorcorpus-buildercorpus-tools
    +6.4/day
    measured
    ★ 7.1k
    48
  19. 119
    🔥 基于大模型和 RAG 的智能问数系统,对话式数据分析神器。Text-to-SQL Generation via LLMs using RAG.
    JavaScript created 18mo ago pushed 2d ago chatbideepseekllm
    +7.4/day
    measured
    ★ 7.1k
    44
  20. 120
    Postgres with GPUs for ML/AI apps.
    Rust created 4y ago pushed 16mo ago aiannapproximate-nearest-neighbor-search
    +1.0/wk
    measured
    ★ 6.8k
    12
  21. 121
    Open-source framework for building agentic apps in JavaScript, Go, Dart, and Python, built and used in production by Google
    TypeScript created 2y ago pushed 2d ago agentsaiembedders
    +1.3/day
    measured
    ★ 6.6k
    33
  22. 122
    Build ChatGPT over your data, all with natural language
    Python created 2y ago pushed 2y ago agentchatbotchatgpt
    +3.0/wk
    measured
    ★ 6.6k
    14
  23. 123
    Large Action Model framework to develop AI Web Agents
    Python created 2y ago pushed 21mo ago aibrowserlarge-action-model
    +1.0/wk
    measured
    ★ 6.4k
    25
  24. 124
    Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read
    Python created 7mo ago pushed 5d ago agentscode-searchembeddings
    +6.0/day
    measured
    ★ 6.4k
    42
  25. 125
    Train and evaluate embeddings for similarity search with PyTorch. Includes contrastive losses, hard example mining, samplers, and retrieval metrics.
    Python created 7y ago pushed 7d ago computer-visioncontrastive-learningdeep-learning
    −2.0/wk
    measured
    ★ 6.3k
    26
  26. 126
    HelixDB is an OLTP graph database with native vector and full-text search built in Rust on Object Storage.
    Rust created 23mo ago pushed 2d ago aiclidatabase
    +3.1/day
    measured
    ★ 6.3k
    38
  27. 127
    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
  28. 128
    Your own search engine
    Go created 10mo ago pushed 3d ago browser-historyhistoryindex
    +11/day
    measured
    ★ 6.2k
    47
  29. 129
    A query and indexing engine for Redis, providing secondary indexing, full-text search, vector similarity search and aggregations.
    Rust created 10y ago pushed 2d ago fulltextgeospatialgis
    +1.0/wk
    measured
    ★ 6.2k
    31
  30. 130
    Quantization, kernels, runtime and inference engine for mobiles, wearables, smart home and robots.
    C++ created 18mo ago pushed 43d ago aiandroidarm
    +2.1/day
    measured
    ★ 6.2k
    32
  31. 131
    Apache Pinot: a real-time analytics database for low-latency SQL and vector search, serving user-facing and agent-facing applications
    Java created 12y ago pushed 3d ago ai-agentsanalyticsdatabase
    —
    not yet
    ★ 6.2k
    26
  32. 132
    Learn AI and LLMs from scratch using free resources
    created 19mo ago pushed 9mo ago agentic-aiagentsai
    +1.3/day
    measured
    ★ 6.2k
    18
  33. 133
    Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedback loops, and control planes.
    Python created 18mo ago pushed 2d ago agentagentic-aiagentic-framework
    +9.3/day
    measured
    ★ 6.1k
    46
  34. 134
    🚀 2026 最系统的 AI Agent 速成指南|智能体实战教程 · 完整学习路径 + 实战项目 + 面试题库 · 对标大模型应用开发工程师岗位 · 覆盖LangChain / LangGraph / Coze / Dify / MCP / skills / LLM / RAG / 提示词 · 企业级部署与微调 · 从0到企业级落地 + 从学习到上线项目 + 面试准备一体化
    Python created 9mo ago pushed 24d ago agentagent-frameworkagentic-ai
    +22/day
    measured
    ★ 5.8k
    50
  35. 135
    High-performance data engine for AI and multimodal workloads. Process images, audio, video, and structured data at any scale
    Rust created 4y ago pushed 3d ago ai-engineeringai-pipelinearrow
    +1.0/day
    measured
    ★ 5.8k
    32
  36. 136
    Enterprise-grade AI agent framework with multi-provider LLM management, secure knowledge bases and high-precision RAG, visual workflow orchestration, and multi-agent coordination.
    Java created 2y ago pushed 17d ago agentaiknowledge
    +1.8/day
    measured
    ★ 5.8k
    33
  37. 137
    A visual playground for agentic workflows: Iterate over your agents 10x faster
    TypeScript created 2y ago pushed 4mo ago agentagentsai
    —
    stale
    ★ 5.8k
    15
  38. 138
    Zotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model Context Protocol to discuss papers, get summaries, analyze citations, and more.
    Python created 19mo ago pushed 7d ago ai-agentchatgptclaude
    +17/day
    measured
    ★ 5.8k
    50
  39. 139
    AI-powered virtual executive team — a single coherent executive persona backed by 8 specialist agents (FastAPI + Next.js).
    Python created 4mo ago pushed 3d ago aianthropicclaude
    +7.7/day
    measured
    ★ 5.7k
    46
  40. 140
    MineContext is your proactive context-aware AI partner(Context-Engineering+ChatGPT Pulse)
    Python created 16mo ago pushed 6mo ago agentcontext-engineeringelectron
    +2.0/wk
    measured
    ★ 5.5k
    17
  41. 141
    Find related notes and excerpts while writing. Your link building copilot displays relevant content in graph + list view. A local embedding model powers semantic search. Zero setup. No API key.
    JavaScript created 3y ago pushed 28d ago chatgptclaudeembeddings
    +2.6/day
    measured
    ★ 5.5k
    40
  42. 142
    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.
    TypeScript created 6mo ago pushed 3d ago agentaiai-agent
    +2.9/day
    measured
    ★ 5.5k
    39
  43. 143
    The open source platform for AI-native application development.
    Python created 2y ago pushed 23mo ago agentaiai-native
    +1.0/wk
    measured
    ★ 5.4k
    12
  44. 144
    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
  45. 145
    Superduper: End-to-end framework for building custom AI applications and agents.
    Python created 4y ago pushed 14mo ago aichatbotdata
    +4.0/wk
    measured
    ★ 5.3k
    30
  46. 146
    The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs
    Python created 16mo ago pushed 3d ago aiastclaude-code
    +2.7/day
    measured
    ★ 5.3k
    37
  47. 147
    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
  48. 148
    A blazing fast inference solution for text embeddings models
    Rust created 3y ago pushed 2d ago aiembeddingshuggingface
    +1.3/day
    measured
    ★ 5.1k
    37
  49. 149
    Curated list of the best truly open-source AI projects, models, tools, and infrastructure. Daily updated.
    Python created 7mo ago pushed 3d ago agentsaiartificial-intelligence
    +5.6/day
    measured
    ★ 5k
    44
  50. 150
    text2vec, text to vector. 文本向量表征工具,把文本转化为向量矩阵,实现了Word2Vec、RankBM25、Sentence-BERT、CoSENT等文本表征、文本相似度计算模型,开箱即用。
    Python created 6y ago pushed 8mo ago embeddingsnlpsentence-embeddings
    +2.0/wk
    measured
    ★ 5k
    13
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