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排序方式

按实测增长排序，并在不同来源间归一化。

该排名的计算方式

The descriptive index uses stored creation age, acquisition velocity, and measurable acceleration.

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

    MCP
    活跃

    Test the idea before you build it. Rapidly works inside your AI agent.

    许可证: MIT

      mcp实测增长Measured age: 11 days0 GitHub 星标 per day over 6 days

      Daily change is identical across the last two measured intervals.

      Descriptive emergence index : 30.7/100打开来源 ↗

      需在 MCP 配置中声明的远程服务器 https://www.rapidly.co/mcp

      1GitHub 星标稳定
    • 2

      智能体
      活跃

      Open protocol for posted-price, verifiable work contracts between customers and autonomous agent orchestrators.

      Python许可证: Apache-2.0
      • a2a
      • agentic-ai
      • ai-agents
      • git
      • interoperability

      github实测增长Measured age: 14 days0 GitHub 星标 per day over 6 days

      Daily change is identical across the last two measured intervals.

      Descriptive emergence index : 29.6/100打开来源 ↗

      1GitHub 星标稳定
    • 3

      MCP
      活跃

      Pull Hilan (Hilanet / חילן, חילנט) payslips and Form 106 into any AI assistant.

      ↓ 43 下载/周TypeScript许可证: MIT

        mcp实测增长Measured age: 29 days0 GitHub 星标 per day over 6 days

        Daily change is identical across the last two measured intervals.

        Descriptive emergence index : 23.7/100打开来源 ↗

        安装 claude mcp add hilan-mcp -- npx hilan-mcp

        6GitHub 星标稳定

      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

        hardware-compliance-handbook

        技能
        活跃打开来源 ↗

        AI-ready knowledge base of security & compliance regulations for hardware and connected-device manufacturers - structured, indexed, and machine-readable for LLMs and agents.

        • awesome-list
        • ce-marking
        • claude-skills
        • compliance
        • conformity-assessment
        github

        安装 git clone https://github.com/Platanor/hardware-compliance-handbook ~/.claude/skills/hardware-compliance-handbook

        资源实测增长
        26GitHub 星标+1 (+4.0 %)
      2. 2

        academy-coach

        技能
        活跃打开来源 ↗

        Free Claude Code plugin: learn Anthropic products hands-on from the official Claude Academy curriculum, and get your Claude Code setup and habits reviewed against Anthropic's best practices

        Shell
        • ai-learning
        • anthropic
        • best-practices
        • claude
        • claude-academy
        github

        安装 /plugin marketplace add MrMarudi/academy-coach

        资源实测增长
        19GitHub 星标-1 (-5.0 %)
      3. 3

        data-analysis-ml-agent-skills

        技能
        活跃打开来源 ↗

        Evidence-first AI agent skills for reliable data analysis, machine learning, model validation, and reproducibility.

        Python许可证: MIT
        • agent-skills
        • ai-agent-skills
        • ai-modeling
        • claude-code-skills
        • codex-skills
        github

        安装 git clone https://github.com/aiopshwang/data-analysis-ml-agent-skills ~/.claude/skills/data-analysis-ml-agent-skills

        资源实测增长
        12GitHub 星标+4 (+50.0 %)
      4. 4

        agentweave

        其他
        活跃打开来源 ↗

        Knowledge-, capability-, and trust-aware framework for discovering, validating, selecting, and orchestrating heterogeneous AI agents across cloud, marketplace, enterprise, and edge environments, with A2A interoperability and outcome-driven…

        Python许可证: Apache-2.0
        • a2a-protocol
        • agent-discovery
        • agent-evaluation
        • agent-interoperability
        • agent-orchestration
        github资源实测增长
        11GitHub 星标+11
      5. 5

        brain

        技能
        活跃打开来源 ↗

        Don't lose context, stop re-explaining your project to your AI agent every session. A Claude skill that maintains the brain of your project — decisions, flow, and TODOs — so any agent gets up to speed fast and helps you keep track of the…

        • agent-skills
        • agentic-coding
        • ai-agents
        • claude
        • claude-code
        github

        安装 git clone https://github.com/IAbhishekJhaI/brain ~/.claude/skills/brain

        资源实测增长
        2GitHub 星标稳定
      6. 6

        bioinformatics-agent-skills

        技能
        活跃打开来源 ↗

        The #1 open-source collection of scientific AI Agent Skills, tool specifications, and prompt protocols for Bioinformatics, Genomics, Drug Discovery, and Multi-Omics. Compatible with Cursor, Claude Code, Antigravity, and LangChain.

        Python许可证: MIT
        • agent-skills
        • ai-scientist
        • antigravity
        • bioinformatics
        • claude-code
        github

        安装 git clone https://github.com/YuliaNuzhnenko/bioinformatics-agent-skills ~/.claude/skills/bioinformatics-agent-skills

        资源实测增长
        9GitHub 星标+2 (+28.6 %)
      7. 7

        polish-open-source-prose

        技能
        活跃打开来源 ↗

        Agent Skill for Claude Code + Codex that edits open-source prose without losing facts or voice. Includes zh-Hant-TW.

        Python许可证: Apache-2.0
        • agent-skills
        • ai-agents
        • claude-code
        • claude-code-skill
        • claude-skills
        github

        安装 git clone https://github.com/ting-hong-shieh/polish-open-source-prose ~/.claude/skills/polish-open-source-prose

        资源实测增长
        8GitHub 星标稳定
      8. 8

        tizhuang-agent-skills

        技能
        活跃打开来源 ↗

        2000万+中小学K12真题题库 Skill：免费注册、免费抽题、教材/章节/知识点检索、练习测验与AI智能组卷。

        Python许可证: MIT
        • agent-skills
        • claude-code
        • claude-code-skill
        • claude-skills
        • codex
        github

        安装 git clone https://github.com/weishao2/tizhuang-agent-skills ~/.claude/skills/tizhuang-agent-skills

        资源实测增长
        7GitHub 星标+3 (+75.0 %)
      9. 9

        bottle

        技能
        活跃打开来源 ↗

        Lets Claude Code drive complex, multi-session projects while you stay at the helm: small markdown files (rules, backlog, roadmap, changelog) it reads in full every time, so nothing gets relearned. Out of credits with an idea? Jot it in…

        JavaScript许可证: MIT
        • bootstrap
        • claude-code
        • claude-code-plugin
        • claude-code-skill
        • message-in-a-bottle
        github

        安装 /plugin marketplace add Simooo45/bottle

        资源实测增长
        7GitHub 星标+5 (+250.0 %)
      10. 10

        simple-explanation-skill

        技能
        活跃打开来源 ↗

        Simple Explanation Skill (SES) — an open agent skill that makes AI explain anything simply: answer first, depth in layers, plain words, every fact kept. Works with Claude Code, OpenAI Codex, Cursor, and any SKILL.md agent.

        • agent-skills
        • ai-agents
        • anthropic
        • claude-code
        • claude-code-skills
        github

        安装 git clone https://github.com/Ryuketsukami/simple-explanation-skill ~/.claude/skills/simple-explanation-skill

        资源实测增长
        1GitHub 星标稳定
      11. 11

        open-skills

        技能
        活跃打开来源 ↗

        A collection of practical skills you can drop into whichever AI tool you already use

        许可证: MIT
        • agent-skills
        • claude-skills
        • cursor-rules
        • llm
        • prompt-engineering
        github

        安装 git clone https://github.com/SriharshaCR/open-skills ~/.claude/skills/open-skills

        资源实测增长
        1GitHub 星标稳定