9.3k repos tracked
updated 2d ago
New

RAG

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

Trending New Most starred 49 repositories · topics: rag, retrieval-augmented-generation, vector-database, embeddings, semantic-search
  1. 1
    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
  2. 2
    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
  3. 3
    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
  4. 4
    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
  5. 5
    Find code by asking what it does. A CLI for coding agents that uses Jev to discover relevant files and source context.
    TypeScript created 43d ago pushed 3d ago ai-sdkclaude-codecli
    +17/day
    measured
    ★ 3.2k
    49
  6. 6
    Ontology-Augmented Generation for AI agents.
    Python created 40d ago pushed 3d ago agent-skillsai-agentsdgx-spark
    +20/day
    measured
    ★ 776
    49
  7. 7
    Curated list of self-hosted open-source AI: local LLMs, chat UIs, agents, MCP servers, RAG, speech and image generation. Health-checked weekly, dead projects removed automatically.
    JavaScript created 8d ago pushed 5d ago ai-agentsawesomeawesome-list
    +21/day
    lifetime avg
    ★ 109
    46
  8. 8
    A fast, multi-threaded Redis® and Valkey alternative written in Rust: drop-in compatible, with full-text and vector search built in
    Rust created 23d ago pushed 2d ago cachedatabasedragonfly-alternative
    +13/day
    measured
    ★ 934
    46
  9. 9
    给 AstrBot 的可落地 AI 记忆与生活层:五类记忆、混合检索、遗忘治理、情绪边界、自主生活循环。不覆盖人格。
    JavaScript created 10d ago pushed 3d ago agplai-companionastrbot
    +18/day
    measured
    ★ 136
    46
  10. 10
    推量牛 BullFlow — 开源企业级 RAG 解决方案:从企业知识库、营销内容自动化生产到全域内容分发 | Open-source enterprise RAG solution: knowledge base → automated marketing content → omnichannel publishing. 知识库全链路本地开源模型,无需付费模型;AI Agent 创作图文 / 图片 / 视频,一键发布抖音、小红书、公众号、LinkedIn、YouTube 等 17 个平台。Commercial-grade, multi-tenant, billing & admin built in. MIT
    TypeScript created 25d ago pushed 24d ago ai-agentsbge-m3content-generation
    +17/day
    measured
    ★ 328
    44
  11. 11
    Self-hosted web scraper, crawler and document parser for AI agents: URLs, PDFs with OCR and Office files to clean Markdown/JSON. Firecrawl- and Jina-compatible API, MCP server, agent endpoint, Python/Node SDKs. Single Rust binary.
    Rust created 18d ago pushed 3d ago ai-agentsbrowser-automationcrawl4ai-alternative
    +14/day
    measured
    ★ 227
    44
  12. 12
    和《偶像大师 闪耀色彩》偶像实时语音/文字对话的 AI 分身:日语原声 + 中文字幕、回忆原作剧情、跨角色共享记忆;支持 Google/GitHub 登录与自带密钥,Docker Compose 一键部署(参考 LAPLACE Eidolon)
    Python created 43d ago pushed 3d ago ai-companioncharacter-aidocker-compose
    +12/day
    measured
    ★ 394
    44
  13. 13
    按问题复杂度自动分流的电商客服 RAG:简单问题直接回答;复杂问题经过多跳检索并自我纠错;查单、退改通过工具调用完成,且高风险写操作必须先经人工确认。基于 FastAPI 和 LangGraph,混合检索并附带引用,内置离线评测与 Prometheus 指标。涵盖简历写法和项目面试拷打
    Python created 40d ago pushed 17d ago adaptive-ragllm-agentsrag
    +5.7/day
    measured
    ★ 221
    36
  14. 14
    Give every agent your team's brain on day one. The memory layer for AI agents. Everything your team knows. Cited, and always up to date.
    Python created 12d ago pushed 4d ago agent-memoryclaude-codecodex
    +5.7/day
    lifetime avg
    ★ 56
    36
  15. 15
    Claude Code and Codex working as one team: one shared memory (voice included), each sees the other's latest messages. Plus searchable notes, self health checks, and phone access with the laptop shut.
    Python created 10d ago pushed 4d ago agent-memoryai-agentsclaude
    +5.9/day
    lifetime avg
    ★ 46
    36
  16. 16
    Free Course : Data, Machine Learning, Deep Learning and AI Engineering, the long way round: the math, the code, the systems and the security. 173 lessons, 166 runnable labs, no shortcuts. Free under CC BY-NC 4.0.
    Python created 42d ago pushed 10d ago ai-engineeringcoursedata-engineering
    +5.0/day
    measured
    ★ 172
    36
  17. 17
    Turn any document into clean, AI-ready Markdown — locally on your machine. Desktop app for Windows, macOS & Linux powered by MarkItDown, Docling, GLM-OCR and Markit.
    Python created 42d ago pushed 3d ago cross-platformdesktop-appdocling
    +3.0/wk
    measured
    ★ 60
    32
  18. 18
    Turn one machine into a private ChatGPT for a whole room. One command sets up Ollama, Open WebUI, RAG and an OpenAI-compatible API sized to your hardware, and pondok-ai share lets a classroom or office chat from their own phones.
    TypeScript created 30d ago pushed 12d ago ai-stackapple-siliconchatgpt-alternative
    +3.4/day
    measured
    ★ 59
    32
  19. 19
    🐋 Полный гайд на русском: как установить и запустить DeepSeek локально (V4, R1) на ПК, Mac и сервере — Ollama, llama.cpp, LM Studio, vLLM, Open WebUI, API, RAG, агенты, fine-tuning, лучшие фишки
    Shell created 21d ago pushed 21d ago ai-agentsdeepseekdeepseek-r1
    +2.3/day
    measured
    ★ 175
    30
  20. 20
    Fold look-alike CJK glyphs (Kangxi radicals, CJK radical supplements) so text extracted from PDFs matches again.
    Python created 26d ago pushed 24d ago chinesecjknfkc
    +1.9/day
    measured
    ★ 201
    29
  21. 21
    EmbeddingGemma2 resources: local search apps, decision models, inference frameworks, tutorials, and datasets. English / 简体中文.
    Python created 27d ago pushed 5d ago awesomeawesome-listdecision-models
    +1.0/day
    measured
    ★ 58
    28
  22. 22
    Open-source platform for AI chat agents that answer from your own knowledge base. Hybrid RAG search in PostgreSQL, MCP and custom tools, guardrails and human handoff. Put agents on a hosted chat page, a website widget, Slack, Teams, WhatsApp, Telegram or a REST API. Self-host with Docker and open-weight models.
    PHP created 23d ago pushed 5d ago agentic-aiaiai-agents
    +1.2/day
    measured
    ★ 116
    27
  23. 23
    AI Roadmap 2026: a beginner's path through Foundations, LLM Engineering, Agents, Evaluation, and Production, with verified free resources and a mini-project per layer
    created 17d ago pushed 17d ago agentsaiai-engineering
    +1.3/day
    measured
    ★ 187
    27
  24. 24
    Self-hosted AI-платформа с расширенными возможностями: RAG, агенты, веб-поиск, исследования, коннекторы, любые LLM и гибкие настройки
    Python created 21d ago pushed 4d ago aiai-agentai-assistant
    +1.3/day
    measured
    ★ 53
    27
  25. 25
    Turn your documents into a Markdown wiki you can read, that answers with citations. Works with any LLM provider, Ollama included. CROW classifier routing: 89% right note vs 62%, 2.1× faster ingest, 68% fewer tokens.
    Python created 44d ago pushed 4d ago citationsknowledge-basellm
    +5.0/wk
    measured
    ★ 255
    26
  26. 26
    Fully local photo browser with semantic & visual search
    Python created 38d ago pushed 6d ago google-photos-alternativephoto-searchphotos
    +6.0/wk
    measured
    ★ 111
    26
  27. 27
    AST-Aware, Personalized-PageRank-Ranked, Token-Budgeted Codebase Compressor for LLMs
    Rust created 17d ago pushed 6d ago ai-engineeringastcodebase-to-prompt
    +1.0/day
    measured
    ★ 65
    26
  28. 28
    👋 Hello Agent System — learn enterprise AI agent system design by building every production layer from scratch. 17 bilingual lessons (EN/中文) with tested exercises: tools, architectures, reliability, security, evals, distributed execution, cost, RAG, release ops. 企业级 Agent 系统设计训练营
    Python created 42d ago pushed 40d ago agentai-agentsbilingual
    +1.0/day
    measured
    ★ 312
    25
  29. 29
    Pretrained text classifiers you can run and retrain on CPU
    Python created 37d ago pushed 9d ago classificationembeddingslocal-first
    +4.0/wk
    measured
    ★ 121
    24
  30. 30
    Minimize AI and Agent failures into minimal reproducible traces.
    Python created 42d ago pushed 41d ago ai-agentsai-infrastructuredebugging-tool
    +1.4/day
    lifetime avg
    ★ 54
    24
  31. 31
    Pensieve: never lose the thread. A local MCP server and Mac app that links your files, repos, agent sessions, tickets and messages into one thread per task, for you and your AI coding agents.
    Python created 31d ago pushed 9d ago ai-agentsclaude-codecode-search
    +3.0/wk
    measured
    ★ 76
    23
  32. 32
    🔒 Your private AI assistant, 100% local on Windows: chat, vision, documents (RAG), web search, images, videos with sound, voice, code projects, MCP tools — one-line install, models picked for your PC.
    Python created 25d ago pushed 4d ago chatgpt-alternativecomfyuiimage-generation
    +2.0/wk
    measured
    ★ 64
    22
  33. 33
    Index, search, and reason about your entire digital life.
    TypeScript created 43d ago pushed 2d ago aiai-agentscontext
    +2.0/wk
    measured
    ★ 46
    22
  34. 34
    MCP server and CLI that crawls websites for AI agents: finds the answer page 2x more often than Crawl4AI, 10x cheaper per answer than letting Claude crawl.
    Python created 27d ago pushed 13d ago ai-agentsclaudecrawler
    +2.0/wk
    measured
    ★ 84
    22
  35. 35
    Long-document search with Jev and PageIndex
    Python created 38d ago pushed 35d ago ragsearch
    +3.0/wk
    measured
    ★ 163
    22
  36. 36
    Cited Q&A over IIIT Delhi academic rules — answers only from official PDFs, with page links. RAG + FastAPI + Gemini.
    Python created 33d ago pushed 18d ago academic-assistanteducationfastapi
    +3.0/wk
    measured
    ★ 51
    22
  37. 37
    校园知识服务 Agent 智能体平台:基于 FastAPI、Qwen3 与 RAG,贯通公开资料解析、时间范围检索、证据溯源及人工审核。
    Python created 25d ago pushed 24d ago agentdocument-processingfastapi
    +2.0/wk
    measured
    ★ 103
    21
  38. 38
    Local AI search for podcast and video archives on Apple Silicon: Whisper speech, Apple Vision OCR and SigLIP-2 visual search fused into one ranked list, with a trim editor and FCPXML export. FastAPI, vanilla JS, Tauri. Source-visible, all rights reserved.
    Python created 44d ago pushed 12d ago apple-siliconapple-visionchromadb
    flat
    measured
    ★ 214
    21
  39. 39
    ⚡ In-Memory Vector Search Engine & HNSW ANN Graph in Java 21 Loom. Sub-millisecond KNN retrieval, 8-bit scalar quantization (SQ8), 16,000+ QPS.
    Java created 34d ago pushed 2d ago ai-searchannapproximate-nearest-neighbors
    flat
    measured
    ★ 64
    20
  40. 40
    A mega collection of 2,070 AI agent data APIs: MCP servers, LLM tools, RAG pipelines, live web data, vision & voice. Give your AI agent live web data.
    created 31d ago pushed 19d ago ai-agentsapifyapis
    +1.0/wk
    measured
    ★ 51
    20
  41. 41
    Build AI agents and LLM workflows visually. Security-maintained continuation of Flowise: security fixes, Apache-2.0 only, drop-in for your existing flows and data.
    TypeScript created 44d ago pushed 17d ago agentic-workflowai-agentschatbot
    +1.0/wk
    measured
    ★ 43
    20
  42. 42
    😼 AI-участница Telegram-чата с памятью, локальными мемами, реакциями и собственным характером
    created 10d ago pushed 10d ago ai-notetakeraiogramchatbot
    —
    stale
    ★ 64
    20
  43. 43
    A Telegram bot built around what happens when the API doesn't answer — retry with jittered backoff, structured logging, systemd deployment. Runs with --demo, no token needed.
    HTML created 10d ago pushed 10d ago ai-automationdockerfastapi
    —
    stale
    ★ 64
    20
  44. 44
    A domain-specific medical Retrieval-Augmented Generation (RAG) system that answers health-related questions strictly based on retrieved evidence from a local vector database.
    HTML created 10d ago pushed 10d ago ai-moderationaiogramassistant-chat-bots
    —
    stale
    ★ 64
    20
  45. 45
    Python crypto scanner: finds coins in quiet accumulation, back tested on 961 samples, rebuilt from the evidence, automated with Telegram alerts.
    HTML created 10d ago pushed 10d ago asyncioatsbooking-system
    —
    stale
    ★ 64
    20
  46. 46
    Open-source AI chatbot & site search for your docs. One <script> tag, streaming answers with sources. 100% Cloudflare-native (Workers AI + Vectorize + D1), runs free on the free tier.
    TypeScript created 31d ago pushed 31d ago ai-chatbotchatbotcloudflare
    +1.0/wk
    measured
    ★ 44
    19
  47. 47
    开源 AI 运营工作台:将会议、文档与项目动态转化为知识、决策、任务、风险、自动化工作流和组织记忆。
    TypeScript created 35d ago pushed 17d ago ai-operationsbilingualdeepseek
    flat
    measured
    ★ 76
    19
  48. 48
    Personal AIOps engineering project with durable workflows, scoped hybrid retrieval, reliable event delivery, and verified API/browser contracts.
    Python created 35d ago pushed 34d ago aiopsfastapikafka
    flat
    measured
    ★ 101
    18
  49. 49
    题库 PDF 进 · 随机抽题出 —— 非结构化题库 PDF 的结构化抽取 + 智能刷题系统(规则优先 + LLM 兜底 / 三池加权抽题 / Leitner 间隔重复 / 带引用讲解)
    Python created 25d ago pushed 24d ago data-qualitypdf-parsingpython
    —
    stale
    ★ 50
    18