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RAG
Retrieval-augmented generation: pipelines, vector stores, embeddings.
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49 repositories ·
topics: rag, retrieval-augmented-generation, vector-database, embeddings, semantic-search
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1Search 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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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.+76/daymeasured★ 49758
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3Search 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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4Self-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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5Find code by asking what it does. A CLI for coding agents that uses Jev to discover relevant files and source context.+17/daymeasured★ 3.2k49
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6Ontology-Augmented Generation for AI agents.+20/daymeasured★ 77649
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7Curated 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.+21/daylifetime avg★ 10946
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8A fast, multi-threaded Redis® and Valkey alternative written in Rust: drop-in compatible, with full-text and vector search built in+13/daymeasured★ 93446
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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。+18/daymeasured★ 13646
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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+17/daymeasured★ 32844
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11Self-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.+14/daymeasured★ 22744
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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)+12/daymeasured★ 39444
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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+5.7/daymeasured★ 22136
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14Give 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.+5.7/daylifetime avg★ 5636
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15Claude 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.+5.9/daylifetime avg★ 4636
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16Free 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.+5.0/daymeasured★ 17236
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17Turn 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.+3.0/wkmeasured★ 6032
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18Turn 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.+3.4/daymeasured★ 5932
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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+2.3/daymeasured★ 17530
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20Fold look-alike CJK glyphs (Kangxi radicals, CJK radical supplements) so text extracted from PDFs matches again.+1.9/daymeasured★ 20129
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21EmbeddingGemma2 resources: local search apps, decision models, inference frameworks, tutorials, and datasets. English / 简体中文.+1.0/daymeasured★ 5828
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22Open-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.+1.2/daymeasured★ 11627
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23AI Roadmap 2026: a beginner's path through Foundations, LLM Engineering, Agents, Evaluation, and Production, with verified free resources and a mini-project per layer+1.3/daymeasured★ 18727
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24Self-hosted AI-платформа с расширенными возможностями: RAG, агенты, веб-поиск, исследования, коннекторы, любые LLM и гибкие настройки+1.3/daymeasured★ 5327
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25Turn 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.+5.0/wkmeasured★ 25526
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26Fully local photo browser with semantic & visual search+6.0/wkmeasured★ 11126
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27AST-Aware, Personalized-PageRank-Ranked, Token-Budgeted Codebase Compressor for LLMs+1.0/daymeasured★ 6526
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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+1.0/daymeasured★ 31225
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29Pretrained text classifiers you can run and retrain on CPU+4.0/wkmeasured★ 12124
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30Minimize AI and Agent failures into minimal reproducible traces.+1.4/daylifetime avg★ 5424
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31Pensieve: 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.+3.0/wkmeasured★ 7623
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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.+2.0/wkmeasured★ 6422
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33Index, search, and reason about your entire digital life.+2.0/wkmeasured★ 4622
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34MCP 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.+2.0/wkmeasured★ 8422
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35Long-document search with Jev and PageIndex+3.0/wkmeasured★ 16322
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36Cited Q&A over IIIT Delhi academic rules — answers only from official PDFs, with page links. RAG + FastAPI + Gemini.+3.0/wkmeasured★ 5122
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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。+2.0/wkmeasured★ 10321
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38Local 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.flatmeasured★ 21421
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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.flatmeasured★ 6420
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40A 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.+1.0/wkmeasured★ 5120
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41Build 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.+1.0/wkmeasured★ 4320
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42😼 AI-участница Telegram-чата с памятью, локальными мемами, реакциями и собственным характером—stale★ 6420
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43A 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.—stale★ 6420
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44A domain-specific medical Retrieval-Augmented Generation (RAG) system that answers health-related questions strictly based on retrieved evidence from a local vector database.—stale★ 6420
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45Python crypto scanner: finds coins in quiet accumulation, back tested on 961 samples, rebuilt from the evidence, automated with Telegram alerts.—stale★ 6420
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46Open-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.+1.0/wkmeasured★ 4419
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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。flatmeasured★ 7619
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48Personal AIOps engineering project with durable workflows, scoped hybrid retrieval, reliable event delivery, and verified API/browser contracts.flatmeasured★ 10118
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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)—stale★ 5018