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RAG
Retrieval-augmented generation: pipelines, vector stores, embeddings.
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707 repositories ·
topics: rag, retrieval-augmented-generation, vector-database, embeddings, semantic-search
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401Persistent project knowledge graph for coding agents. MCP server with semantic search, in-process embeddings, and web explorer.+3.0/wkmeasured★ 73411
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402The 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.+2.0/wkmeasured★ 73315
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403+3.0/wkmeasured★ 72926
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404AI 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。+1.9/daymeasured★ 72422
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405LLMFlows - Simple, Explicit and Transparent LLM Appsflatmeasured★ 7088
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406VectorFlow 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.flatmeasured★ 7038
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407Generative Representational Instruction Tuningflatmeasured★ 7028
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408Curated systems, benchmarks, and papers etc. on memory for LLMs/MLLMs --- long-term context, retrieval, and reasoning.—stale★ 69923
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409Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.+1.0/wkmeasured★ 69624
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410TypeScript AI agent framework: cognitive memory, dynamic personalities, emergent behaviors and self-building designsflatmeasured★ 68323
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411Library for faster pinned CPU <-> GPU transfer in Pytorch—stale★ 6828
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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。+1.0/daymeasured★ 67831
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413[NeurIPS 2024 Spotlight] Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models+1.0/wkmeasured★ 6789
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414Frozen — cross-agent persistent memory for coding assistants. Still works; the compressed-memory core now ships inside JuliusBrussee/caveman.flatmeasured★ 67616
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415RAGLight 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.−1.0/wkmeasured★ 67222
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416Anything — 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+4.0/wkmeasured★ 67128
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417NBoost is a scalable, search-api-boosting platform for deploying transformer models to improve the relevance of search results on different platforms (i.e. Elasticsearch)flatmeasured★ 6718
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418Querying local documents, powered by LLM−1.0/wkmeasured★ 6628
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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.+2.4/daymeasured★ 66044
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420The open source agentic content system to make your contents alive. Self-hosted on any platform. ◑—stale★ 65911
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421Open-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.flatmeasured★ 6598
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422Open-source AI Agent Customer Service Platform. Build AI agent teams with LLM orchestration, RAG knowledge base, multi-channel support, and human collaboration.+1.6/daymeasured★ 65524
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423A Python vector database you just need - no more, no less.flatmeasured★ 6538
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424A 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+3.0/daymeasured★ 65135
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425Easy-to-Use RAG Framework; CCF AIOps International Challenge 2024 Top3 Solution; CCF AIOps 国际挑战赛 2024 季军方案flatmeasured★ 6428
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426HTML to Markdown converter and crawler.+4.0/wkmeasured★ 63427
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427Distill your knowledge, memories, and decisions into an open-source, inspectable AI Agent Twin.+2.9/daymeasured★ 62949
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428CookHero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”。−1.7/daymeasured★ 62517
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429AI pair programming in your terminal — one static binary, sub-ms startup, any model+3.0/wkmeasured★ 62235
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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.+1.0/wkmeasured★ 62021
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431Local-first memory, decision engine, and governance harness for AI agents — portable across IDEs. Own the state. Rent the intelligence.−1.0/wkmeasured★ 62023
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432Hybrid search engine, combining best features of text and semantic search worldsflatmeasured★ 6208
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433Ask 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.+2.0/wkmeasured★ 61232
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434Dataset and benchmark for RAG on company internal documents.+4.0/wkmeasured★ 61122
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435Minimalist web-searching platform with an AI assistant that runs directly from your browser. Demo: https://felladrin-minisearch.hf.space+3.0/wkmeasured★ 60828
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436NextPlaid, ColGREP: Multi-vector search, from database to coding agents.+2.0/wkmeasured★ 60823
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437Offline 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−2.0/wkmeasured★ 6088
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438🍁 Sycamore is an LLM-powered search and analytics platform for unstructured data.flatmeasured★ 60515
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439A NodeJS RAG framework to easily work with LLMs and embeddingsflatmeasured★ 60112
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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。+9.6/daymeasured★ 60143
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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。+2.6/daymeasured★ 59240
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442Phi2-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.flatmeasured★ 5888
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443AI-powered IDE for novel writing — local LLM + RAG, privacy-first, BYOK. For web fiction authors and creative writers.+2.0/wkmeasured★ 58724
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444Give 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.+2.0/wkmeasured★ 58317
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445C# .NET NOSQL ( key value, object store embedded TextSearch SemanticSearch Vector layer ) ACID multi-paradigm database management system.flatmeasured★ 58223
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446Turn 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.+4.0/wkmeasured★ 58127
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447Encrypted, fully offline agentic memory. One click install, GUI w/ memory map, all OS and agents. Superior memory creation, storage and retrieval.+2.0/wkmeasured★ 58024
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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.−1.0/wkmeasured★ 57820
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449Train and Infer Powerful Sentence Embeddings with AnglE | 🔥 SOTA on STS and MTEB Leaderboardflatmeasured★ 5758
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450🔥 A Survey on AI Auto-Research+3.0/wkmeasured★ 57226