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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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5150+ 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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52"RAG-Anything: All-in-One RAG Framework"+24/daymeasured★ 24.4k54
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53✅(已完结)超级全面的 深度学习 笔记【土堆 Pytorch】【李沐 动手学深度学习】【吴恩达 深度学习】【大飞 大模型Agent】+8.9/daymeasured★ 24.2k43
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54🔥 MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。+6.1/daymeasured★ 23.1k44
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55🚀 A curated collection of AI engineering resources, roadmaps, tools, and projects covering LLMs, RAG, AI Agents, MCP, fine-tuning, evaluations, and production AI systems.+5.7/daymeasured★ 22.5k42
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56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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57End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.+4.7/daymeasured★ 21.8k42
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58An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before. Coze your way to AI Agent creation.+4.9/daymeasured★ 21.8k36
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59open-source agentic AI data assistant for the next generation of AI + Data products.+6.7/daymeasured★ 20.3k47
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60Open source agentic operating system+9.6/daymeasured★ 19.8k50
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61AI 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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62Production-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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63Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents.+2.0/daymeasured★ 18.4k41
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64GenBI (Generative BI) for AI agents, an open-source, governed text-to-SQL through an open context layer that turns natural-language questions into trusted dashboards, charts, and SQL across 20+ data sources, such as BigQuery, Snowflake, PostgreSQL, ClickHouse, Amazon Redshift, Databricks and more.+11/daymeasured★ 18.1k51
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65A vector index built on TurboQuant, written in Rust with Python bindings+4.4/daymeasured★ 17.5k43
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66Memori 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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67Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory.+15/daymeasured★ 17.4k41
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68Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.+1.6/daymeasured★ 16.9k35
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69Air-gapped, privacy-focused, open-source NotebookLM alternative. AI agent that researches, transforms, and edits your documents. Join our Discord: https://discord.gg/ejRNvftDp9+16/daymeasured★ 16.8k51
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70A lightweight, lightning-fast, in-process vector database+3.7/daymeasured★ 16.2k40
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71A powerful tool for creating datasets for LLM fine-tuning 、RAG and Eval+4.4/daymeasured★ 15.1k30
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72Unified framework for building enterprise RAG pipelines with small, specialized models+4.0/wkmeasured★ 14.8k28
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73Graph-Native Infrastructure for Context and Accountable AI Systems+19/daymeasured★ 14.4k52
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74本项目是一个面向小白开发者的大模型应用开发教程,在线阅读地址:https://datawhalechina.github.io/llm-universe/+5.1/daymeasured★ 14.3k36
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75ConardLi's open-source Skills collection, featuring web design, knowledge retrieval, image generation, and more.+80/daymeasured★ 13.9k75
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76One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflows.+17/daymeasured★ 13.8k52
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77[MLsys2026 Best Paper]: https://arxiv.org/abs/2506.08276. RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.+17/daymeasured★ 13.8k51
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78LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM. It offers a unified API over popular LLM providers and vector stores, and makes implementing tool calling (including MCP support), agents and RAG easy. It integrates seamlessly with enterprise Java frameworks like Quarkus and Spring Boot.+5.4/daymeasured★ 13.4k43
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79The all-in-one, open-source backend platform for agentic coding. InsForge gives your coding agent database, auth, storage, compute, hosting, and AI gateway to ship full-stack apps end-to-end.+3.0/daymeasured★ 13.3k38
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80💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows+2.9/daymeasured★ 13.1k42
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81Capture 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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82🔍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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83Agent S: the state-of-the-art open source computer use agents+10/daymeasured★ 12.9k46
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84Code search MCP for Claude Code. Make entire codebase the context for any coding agent.+1.6/daymeasured★ 12.7k25
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85Retrieval and Retrieval-augmented LLMs+1.4/daymeasured★ 12.3k33
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86Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings and DeepSeek Harness support.+13/daymeasured★ 12.3k49
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87100+ Chinese Word Vectors 上百种预训练中文词向量+5.0/wkmeasured★ 12.3k23
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88BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SFT, Dataset Management, Enterprise-level System Management, Observability and more.+2.6/daymeasured★ 12.1k37
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89Developer-friendly OSS embedded retrieval library for multimodal AI. Search More; Manage Less.+5.7/daymeasured★ 11.8k43
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90Incremental engine for long horizon agents 🌟 Star if you like it!+6.4/daymeasured★ 11.8k44
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91AI 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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92Pocket Flow: 100-line LLM framework. Let Agents build Agents!+2.7/daymeasured★ 11.3k29
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93AI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework+4.0/daymeasured★ 10.9k40
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94https://arxiv.org/abs/2606.28344. The end of web parsing. The beginning of scalable pixel-native search. link: https://pixelrag.ai/+14/daymeasured★ 10.9k49
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95🌌 A complete search engine and RAG pipeline in your browser, server or edge network with support for full-text, vector, and hybrid search in less than 2kb.+1.4/daymeasured★ 10.6k41
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96All-in-one LLM CLI tool featuring Shell Assistant, Chat-REPL, RAG, AI Tools & Agents, with access to OpenAI, Claude, Gemini, Ollama, Groq, and more.+1.7/daymeasured★ 10.5k20
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97OceanBase is the unified distributed database for the AI era — open-source, multi-model, one engine for your most demanding workloads.+6.0/wkmeasured★ 10.4k32
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98SeaTunnel is a multimodal, high-performance, distributed, massive data integration tool.+2.4/daymeasured★ 9.8k37
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99High accuracy RAG for answering questions from scientific documents with citations+6.3/daymeasured★ 9.5k42
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100The 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