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RAG
Retrieval-augmented generation: pipelines, vector stores, embeddings.
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653 repositories ·
topics: rag, retrieval-augmented-generation, vector-database, embeddings, semantic-search
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1Persistent 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+1,302/daymeasured★ 113.3k100
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2DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.+899/daymeasured★ 55.2k94
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3In-depth tutorials on LLMs, RAGs and real-world AI agent applications.+382/daymeasured★ 41.1k92
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4Turn 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.+642/daymeasured★ 142.7k84
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5ConardLi's open-source Skills collection, featuring web design, knowledge retrieval, image generation, and more.+80/daymeasured★ 13.9k75
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6AI 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.+242/daymeasured★ 19.2k73
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721 Lessons, Get Started Building with Generative AI+89/daymeasured★ 123k71
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8A 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。+66/daymeasured★ 8.5k70
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9Memori 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.+34/daymeasured★ 17.4k69
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10User-friendly AI Interface (Supports Ollama, OpenAI API, ...)+101/daymeasured★ 157.8k68
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11RAGFlow is an agent-native database: a Retrieval-Augmented Generation (RAG) engine that grew into context infrastructure.+72/daymeasured★ 93.6k68
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12📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程+126/daymeasured★ 86.1k68
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13Compress 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.+98/daymeasured★ 78.9k67
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14Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.+100/daymeasured★ 36.6k66
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15《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+106/daymeasured★ 57.2k65
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16100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.+79/daymeasured★ 143.9k65
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17Turn any technical book PDF into a Claude Code skill — ready to study, reference, and use while you work.+80/daymeasured★ 37k65
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18Self-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills.+70/daymeasured★ 41.6k64
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19The agent engineering platform.+57/daymeasured★ 149.1k64
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20Official 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.+62/daymeasured★ 86.9k64
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21Build resilient agents.+60/daymeasured★ 44.5k64
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22The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.+59/daymeasured★ 68.5k63
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23The fast, precise document-intelligence engine for every language: text, tables and metadata from 100+ formats, with OCR, transcription and code intelligence.+11/daymeasured★ 9.5k62
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24Search inside documents, code, and even screenshots - instantly and locally. A free, open-source file launcher with OCR, semantic search, and MCP agent access.+99/daymeasured★ 81362
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25Open-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.+34/daymeasured★ 5.2k61
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26The Postgres development platform. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications.+39/daymeasured★ 114.6k60
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27This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.+24/daymeasured★ 30.2k60
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28Test 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.+41/daymeasured★ 26.9k60
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29Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience+39/daymeasured★ 68k60
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30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.+76/daymeasured★ 49758
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31Turn 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.+53/daymeasured★ 92.3k58
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32Build Real-Time Knowledge Graphs for AI Agents+32/daymeasured★ 32.6k57
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33Capture first. Organize later. A local-first Markdown app that turns scattered records into clear notes with AI.+7.4/daymeasured★ 13k57
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34Your Personal Librarian Agent. Ask anything on your computer, organize files, remember important info and files.+13/daymeasured★ 5.3k57
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35AI 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+35/daymeasured★ 11.7k56
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36Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory with small models for free+29/daymeasured★ 33.1k56
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37Qdrant - 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/+19/daymeasured★ 35.4k56
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38Search 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.+37/daymeasured★ 6.3k55
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3950+ tutorials and implementations for Generative AI Agent techniques, from basic conversational bots to complex multi-agent systems.+15/daymeasured★ 24.8k55
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40Self-hosted metasearch and grounding engine for AI agents, based on SearXNG. Rust, JSON API, optional page text.+45/daylifetime avg★ 83455
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41Open Source AI Platform - AI Chat with advanced features that works with every LLM+23/daymeasured★ 33.2k54
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42A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.+12/daymeasured★ 59.8k54
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43"RAG-Anything: All-in-One RAG Framework"+24/daymeasured★ 24.4k54
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44Production-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+23/daymeasured★ 18.7k54
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45Python scraper based on AI+28/daymeasured★ 32.5k54
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46Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.+12/daymeasured★ 3.9k54
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47[EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation+19/daymeasured★ 40.5k53
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48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+23/daymeasured★ 21.9k53
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49🔍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/+30/daymeasured★ 12.9k53
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50📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG+17/daymeasured★ 40k52
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