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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

141

工具排名

按实测增长排序，并在不同来源间归一化。 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

    智能体
    活跃

    AI-powered virtual executive team — a single coherent executive persona backed by 8 specialist Claude agents (FastAPI + Next.js).

    Python
    • ai
    • anthropic
    • claude
    • fastapi
    • llm

    github实测增长打开来源 ↗

    3 393GitHub 星标+3 134 (+1210.0 %)
  2. 2

    应用
    活跃

    World's first open-source enterprise world model.

    Rust许可证: Apache-2.0
    • agent-memory
    • bitemporal
    • graphrag
    • knowledge-base
    • knowledge-graph

    github实测增长打开来源 ↗

    1 348GitHub 星标+516 (+62.0 %)
  3. 3

    技能
    活跃

    Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.

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

    github实测增长打开来源 ↗

    安装 git clone https://github.com/EverMind-AI/SkillCorpus ~/.claude/skills/SkillCorpus

    424GitHub 星标+204 (+92.7 %)
  4. 4

    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 %)
  5. 5

    其他
    活跃

    Graph-Native Infrastructure for Context and Accountable AI Systems

    Python许可证: MIT
    • agent-memory
    • ai
    • ai-governance
    • ai-infrastructure
    • artificial-intelligence

    github实测增长打开来源 ↗

    11 626GitHub 星标+674 (+6.2 %)
  6. 6

    技能
    活跃

    AI-agent skill producing reusable Markdown from PDFs. It turns flowcharts, diagrams, and charts into text beside each caption instead of empty links. It checks an earlier conversion against the PDF and fixes misread or missing parts. Long…

    Python许可证: AGPL-3.0
    • agent-skills
    • ai-agents
    • codex
    • codex-skill
    • document-conversion

    github实测增长打开来源 ↗

    安装 git clone https://github.com/libnyx/LT2MD ~/.claude/skills/LT2MD

    89GitHub 星标+43 (+93.5 %)
  7. 7

    库
    未知最近提交：暂无数据

    Typescript bindings for langchain

    • llm
    • ai
    • gpt3
    • chain
    • prompt

    npm实测增长打开来源 ↗

    安装 npm install langchain

    1 972 5507 天下载量+62 399 (+3.3 %)
  8. 8

    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 %)
  9. 9

    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 %)
  10. 10

    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 %)
  11. 11

    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 %)
  12. 12

    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 %)
  13. 13

    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 %)
  14. 14

    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 %)
  15. 15

    MCP
    活跃

    A 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。

    Python许可证: MIT
    • agentic-ai
    • agentic-workflows
    • ai-agent
    • ai-agents
    • awesome-list

    github实测增长打开来源 ↗

    6 589GitHub 星标+168 (+2.6 %)
  16. 16

    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 %)
  17. 17

    技能
    活跃

    ReachAI企业级智能体开发平台：快速、安全完成已有业务系统智能化改造，让 AI 在 OA、ERP、CRM 等原系统中查数据、填表单、办业务。ReachAI: Quickly and securely bring AI to existing enterprise systems, enabling AI to query data, fill out forms, and execute business tasks directly within OA, ERP,…

    Java许可证: MIT
    • a2a
    • agent
    • agent-framework
    • agent-skills
    • agents

    github实测增长打开来源 ↗

    安装 git clone https://github.com/w8123/EnterpriseAgentFramework ~/.claude/skills/EnterpriseAgentFramework

    638GitHub 星标+54 (+9.2 %)
  18. 18

    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 %)
  19. 19

    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 %)
  20. 20

    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 %)
  21. 21

    MCP
    活跃

    Local-first MCP memory server: SQLite, FTS5 and vector search, AES-256-GCM. 55 tools, no cloud.

    Rust许可证: MIT

      mcp实测增长打开来源 ↗

      67GitHub 星标+14 (+26.4 %)
    • 22

      技能
      活跃

      Persistent memory for Claude Code and 6 other CLI agents, stored as plain markdown in your Obsidian vault. Stop re-explaining your projects, decisions and people every session. 45 commands: hybrid semantic search, self-rewriting notes,…

      Python许可证: MIT
      • agent-skills
      • ai-agents
      • ai-note-taking
      • ai-second-brain
      • anthropic

      github实测增长打开来源 ↗

      安装 git clone https://github.com/eugeniughelbur/obsidian-second-brain ~/.claude/skills/obsidian-second-brain

      4 292GitHub 星标+83 (+2.0 %)
    • 23

      其他
      活跃

      Test 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…

      TypeScript许可证: MIT
      • ci
      • ci-cd
      • cicd
      • evaluation
      • evaluation-framework

      github实测增长打开来源 ↗

      24 738GitHub 星标+131 (+0.53 %)

    学习与参考资源

    按实测增长排序，并在不同来源间归一化。 这些资源可单独访问，不参与主要排名。

    1. 1

      atlas-agent-control-plane

      技能
      活跃打开来源 ↗

      AtlasAgent - an auditable AI agent control plane: evidence-backed memory, governed tool runtime, checkpoint DAG recovery, and a 55-chapter engineering tutorial. FastAPI / Next.js PWA / Textual TUI

      Python许可证: MIT
      • agent
      • agent-framework
      • agent-orchestration
      • agent-skills
      • agentic-ai
      github

      安装 git clone https://github.com/malevrigns/atlas-agent-control-plane ~/.claude/skills/atlas-agent-control-plane

      资源实测增长
      105GitHub 星标+55 (+110.0 %)
    2. 2

      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 %)