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RAG 与搜索

检索增强、向量数据库、嵌入和语义搜索。

用途

活跃度

排序方式

147

工具排名

Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. 原始值保留各自的数据窗口；计算变化需要 7 天内至少两次测量。

  1. 1

    其他
    活跃

    Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.

    TypeScript
    • agent
    • agentic-ai
    • agentic-framework
    • agentic-workflow
    • ai

    github实测增长打开来源 ↗

    154 149GitHub 星标+540 (+0.35 %)
  2. 2

    应用
    活跃

    User-friendly AI Interface (Supports Ollama, OpenAI API, ...)

    Python
    • ai
    • llm
    • llm-ui
    • llm-webui
    • llms

    github实测增长打开来源 ↗

    150 645GitHub 星标+593 (+0.40 %)
  3. 3

    智能体
    活跃

    The agent engineering platform.

    Python许可证: MIT
    • agents
    • ai
    • ai-agents
    • anthropic
    • chatgpt

    github实测增长打开来源 ↗

    145 465GitHub 星标+379 (+0.26 %)
  4. 4

    模型
    活跃

    21 Lessons, Get Started Building with Generative AI

    Jupyter Notebook许可证: MIT
    • ai
    • azure
    • chatgpt
    • dall-e
    • generative-ai

    github实测增长打开来源 ↗

    118 967GitHub 星标+298 (+0.25 %)
  5. 5

    技能
    活跃

    Turn 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.

    Python许可证: Apache-2.0
    • ai-agents
    • antigravity
    • ast
    • claude-code
    • code-analysis

    github实测增长打开来源 ↗

    安装 git clone https://github.com/Graphify-Labs/graphify ~/.claude/skills/graphify

    113 548GitHub 星标+2 425 (+2.2 %)
  6. 6

    其他
    活跃

    The Postgres development platform. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications.

    TypeScript许可证: Apache-2.0
    • ai
    • alternative
    • auth
    • database
    • deno

    github实测增长打开来源 ↗

    108 706GitHub 星标+263 (+0.24 %)
  7. 7

    技能
    活跃

    Persistent 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,…

    JavaScript许可证: Apache-2.0
    • ai
    • ai-agents
    • ai-memory
    • anthropic
    • artificial-intelligence

    github实测增长打开来源 ↗

    安装 /plugin marketplace add thedotmack/claude-mem

    92 932GitHub 星标+965 (+1.0 %)
  8. 8

    智能体
    活跃

    RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

    Go许可证: Apache-2.0
    • agent-harness
    • agentic-ai
    • agentic-retrieval
    • agentic-search
    • ai

    github实测增长打开来源 ↗

    89 855GitHub 星标+518 (+0.58 %)
  9. 9

    MCP
    活跃

    Compress 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.

    Python许可证: Apache-2.0
    • agent
    • ai
    • anthropic
    • claude-code
    • compression

    github实测增长打开来源 ↗

    68 350GitHub 星标+630 (+0.93 %)
  10. 10

    其他
    活跃

    Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience

    JavaScript许可证: MIT
    • agent-computer
    • agent-harness
    • agent-orchestration
    • agentic-ai
    • ai-agents

    github实测增长打开来源 ↗

    65 486GitHub 星标+225 (+0.34 %)
  11. 11

    智能体
    活跃

    The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.

    Python许可证: Apache-2.0
    • agentic-memory
    • agentic-memory-system
    • agents
    • ai
    • ai-agents

    github实测增长打开来源 ↗

    64 545GitHub 星标+406 (+0.63 %)
  12. 12

    其他
    活跃

    【低代码v2.0，一句话即可生成整个系统】企业级AI低代码平台，一键生成前后端代码甚至整个系统。 AI Skills 一句话画流程、设计表单、生成报表、大屏。内置 AI应用平台涵盖：AI聊天、知识库、流程编排、MCP插件等，兼容主流大模型。引领AI低代码「Skills 生成 → 在线配置 → 代码生成 → 手工合并->AI修改」开发模式，解决 Java 项目 90% 重复工作，提高效率又不失灵活。

    Java许可证: Apache-2.0
    • activiti
    • agent
    • ai
    • antd
    • claude-code

    github实测增长打开来源 ↗

    47 595GitHub 星标+110 (+0.23 %)
  13. 13

    其他
    活跃

    Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

    Go许可证: Apache-2.0
    • anns
    • cloud-native
    • diskann
    • distributed
    • embedding-database

    github实测增长打开来源 ↗

    45 925GitHub 星标+114 (+0.25 %)
  14. 14

    智能体
    活跃

    TiDB is built for agentic workloads that grow unpredictably, with ACID guarantees and native support for transactions, analytics, and vector search. No data silos. No noisy neighbors. No infrastructure ceiling.

    Go许可证: Apache-2.0
    • agent
    • agent-context
    • agent-memory
    • agentic
    • ai

    github实测增长打开来源 ↗

    40 479GitHub 星标+4 (+0.010 %)
  15. 15

    库
    活跃

    Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you…

    Python
    • ai
    • api
    • chatbot
    • chatgpt
    • database

    github实测增长打开来源 ↗

    39 451GitHub 星标+13 (+0.03 %)
  16. 16

    智能体
    活跃

    Vane is an AI-powered answering engine.

    TypeScript许可证: MIT
    • ai-agents
    • ai-search-engine
    • answering-engine
    • artificial-intelligence
    • llm

    github估算动量打开来源 ↗

    36 578GitHub 星标—
  17. 17

    其他
    活跃

    Qdrant - 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/

    Rust许可证: Apache-2.0
    • ai-search
    • ai-search-engine
    • embeddings-similarity
    • hnsw
    • hybrid-search

    github实测增长打开来源 ↗

    34 327GitHub 星标+116 (+0.34 %)
  18. 18

    应用
    活跃

    Open Source AI Platform - AI Chat with advanced features that works with every LLM

    Python
    • ai
    • ai-chat
    • chatgpt
    • chatui
    • enterprise-search

    github实测增长打开来源 ↗

    31 885GitHub 星标+105 (+0.33 %)
  19. 19

    技能
    活跃

    Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

    Python许可证: Apache-2.0
    • agent-memory
    • agent-skills
    • ai
    • ai-agents
    • ai-memory

    github实测增长打开来源 ↗

    安装 git clone https://github.com/topoteretes/cognee ~/.claude/skills/cognee

    30 405GitHub 星标+123 (+0.41 %)
  20. 20

    智能体
    活跃

    FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex…

    TypeScript
    • agent
    • claude
    • deepseek
    • llm
    • mcp

    github实测增长打开来源 ↗

    29 537GitHub 星标+58 (+0.20 %)
  21. 21

    其他
    活跃

    Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. Used by 100,000+ builders.

    TypeScript许可证: Apache-2.0
    • agent-workflow
    • agentic-workflow
    • agents
    • ai
    • aiagents

    github实测增长打开来源 ↗

    29 510GitHub 星标+36 (+0.12 %)
  22. 22

    其他
    活跃

    The #1 AI Harness for Building Resumes, PDFs, Cover Letters & more, locally with 100+ LLMs support.

    TypeScript许可证: Apache-2.0
    • applicant-tracking-system
    • ats
    • hacktoberfest
    • machine-learning
    • natural-language-processing

    github实测增长打开来源 ↗

    28 302GitHub 星标+8 (+0.03 %)
  23. 23

    技能
    活跃

    Turn any technical book PDF into a Claude Code skill — ready to study, reference, and use while you work.

    Python许可证: MIT
    • agent-skills
    • ai-agents
    • book-to-skill
    • context-engineering
    • document-processing

    github实测增长打开来源 ↗

    安装 git clone https://github.com/virgiliojr94/book-to-skill ~/.claude/skills/book-to-skill

    27 824GitHub 星标+1 906 (+7.4 %)

学习与参考资源

Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. 这些资源可单独访问，不参与主要排名。

  1. 1

    awesome-llm-apps

    技能
    活跃打开来源 ↗

    100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.

    Python许可证: Apache-2.0
    • agents
    • llms
    • python
    • rag
    github

    安装 git clone https://github.com/Shubhamsaboo/awesome-llm-apps ~/.claude/skills/awesome-llm-apps

    资源实测增长
    135 653GitHub 星标+1 033 (+0.77 %)
  2. 2

    ai-engineering-hub

    智能体
    活跃打开来源 ↗

    In-depth tutorials on LLMs, RAGs and real-world AI agent applications.

    Jupyter Notebook许可证: MIT
    • agents
    • ai
    • llms
    • machine-learning
    • mcp
    github资源实测增长
    37 263GitHub 星标+75 (+0.20 %)