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This view contains entries created less than 30 days ago. The stored editorial content remains in English.

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
    活跃

    Google Flights itineraries with fares, legs, carbon emissions and price history, as JSON.

    mcp实测增长Measured age: 11 days0.67 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 31.1/100打开来源 ↗

    安装 claude mcp add google-flights -- npx @hasdata/google-flights-mcp

    5GitHub 星标+4 (+400.0 %)
  2. 2
    活跃

    Read-only, self-hosted MCP access to IMAP email, mirrored locally and indexed by notmuch.

    mcp实测增长Measured age: 15 days0 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 29.2/100打开来源 ↗

    5GitHub 星标稳定
  3. 3
    活跃

    Public TikTok profiles, videos, comments and keyword search as JSON. No developer account.

    mcp实测增长Measured age: 11 days0.33 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 30.9/100打开来源 ↗

    安装 claude mcp add tiktok -- npx @hasdata/tiktok-mcp

    3GitHub 星标+2 (+200.0 %)
  4. 4

    技能
    活跃

    Profile Claude Code context, discover repeated workflows, and regression-test your skills. Local-only, zero-dependency.

    github实测增长Measured age: 10 days0.33 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 31.3/100打开来源 ↗

    安装 /plugin marketplace add nks0614/harnessay

    5GitHub 星标+2 (+66.7 %)
  5. 5
    活跃

    US company filing obligations, plus a 25-check bookkeeping diagnostic. Sourced, dated, no signup.

    mcp实测增长Measured age: 22 days0 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 26.4/100打开来源 ↗

    需在 MCP 配置中声明的远程服务器 https://medianfi.com/mcp

    3GitHub 星标稳定
  6. 6
    活跃

    Claude Code skills aimed at product work rather than the codebase — the Figma file you draw in and the spec beside it

    github实测增长Measured age: 11 days0.5 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 31/100打开来源 ↗

    安装 /plugin marketplace add byjunyoung/claude-product-skills

    5GitHub 星标+3 (+150.0 %)
  7. 7
    活跃

    Discover mobile app attack surfaces via BeVigil OSINT — hosts, subdomains, URLs, and more.

    mcp实测增长Measured age: 25 days0 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 25.3/100打开来源 ↗

    安装 claude mcp add bevigil -- npx bevigil-mcp-server

    1GitHub 星标稳定
  8. 8

    技能
    活跃

    A Claude Code skill that finds the engineering controls your repository does not have — CI that never runs on pull requests, a check target that quietly rewrites files, a migration with nothing in front of it — and hands back a numbered…

    github实测增长Measured age: 17 days0 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 28.4/100打开来源 ↗

    安装 /plugin marketplace add rlx/uplevel

    3GitHub 星标稳定
  9. 9
    活跃

    Open A2A network plugin for DeepSeek Harness: signed agent cards, decentralized peer/zone discovery, direct routing model tools, and joinable session nodes in the web sidebar

    github实测增长Measured age: 17 days0 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 28.4/100打开来源 ↗

    5GitHub 星标稳定
  10. 10

    技能
    活跃

    A local detector for AI-writing patterns. Scores every prose file your agent saves. Python standard library only, no network, no model.

    github实测增长Measured age: 22 days1.17 GitHub 星标 per day over 6 days

    Daily change decreased by 2 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 27.1/100打开来源 ↗

    安装 /plugin marketplace add seyedehsanhadi/sloptrim

    209GitHub 星标+7 (+3.5 %)
  11. 11
    活跃

    Search 15 years of Mind the Product writing, talks and podcasts, plus live events and PM jobs.

    mcp实测增长Measured age: 8 days0 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 31.9/100打开来源 ↗

    需在 MCP 配置中声明的远程服务器 https://www.mindtheproduct.com/api/mcp/

    3GitHub 星标稳定
  12. 12

    技能
    活跃

    Convert public bug bounty hackerone reports (9,950) into reusable AI security skills and vulnerability knowledge.

    github实测增长Measured age: 26 days0 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 24.9/100打开来源 ↗

    安装 git clone https://github.com/SecurityTalent/bugskill-ai ~/.claude/skills/bugskill-ai

    5GitHub 星标稳定
  13. 13
    活跃

    DigiKey and Mouser MCP server for component research, BOM analysis, and sourcing.

    mcp实测增长Measured age: 24 days0 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 25.7/100打开来源 ↗

    安装 claude mcp add partuno -- uvx partuno

    3GitHub 星标稳定
  14. 14
    活跃

    Verified statistical inference for AI agents: hypothesis tests, correlation, effect sizes, power.

    mcp实测增长Measured age: 17 days0.17 GitHub 星标 per day over 6 days

    Daily change decreased by 0.5 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 28.5/100打开来源 ↗

    安装 claude mcp add rigor-mcp -- uvx rigor-mcp

    1GitHub 星标+1
  15. 15
    活跃

    Agent-built web app quality gate. Real browser is the judge. PASS/FAIL with receipts.

    mcp实测增长Measured age: 19 days0 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 27.6/100打开来源 ↗

    安装 claude mcp add dsh-verify -- npx dsh-verify

    3GitHub 星标稳定
  16. 16
    活跃

    Claude Code plugin to bootstrap and govern AI agent architectures (Claude Code, Cursor, Codex) — roles, task lifecycle, local auditing, and a secrets anti-leak guardrail.

    github实测增长Measured age: 11 days0.17 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 30.8/100打开来源 ↗

    安装 /plugin marketplace add Senavictors/bootstrap-agent-architecture-plugin

    3GitHub 星标+1 (+50.0 %)
  17. 17
    活跃

    Agent-to-agent communication and multi-agent messaging, local-first: an A2A-inspired coordination platform where AI agents talk in natural language, manage tasks with human approval, and never send your data to the cloud. 65-command API,…

    github实测增长Measured age: 28 days0 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 24.1/100打开来源 ↗

    1GitHub 星标稳定
  18. 18

    MCP
    活跃

    Structural code intelligence over MCP: symbols, callers, imports and blast radius, 40+ languages.

    mcp实测增长Measured age: 23 days0.33 GitHub 星标 per day over 6 days

    Daily change increased by 2 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 26.4/100打开来源 ↗

    安装 claude mcp add codeindex -- npx @munhq/codeindex

    3GitHub 星标+2 (+200.0 %)
  19. 19

    技能
    活跃

    Senior-developer discipline for AI coding agents. A commit gate that counts unchecked as failing, quality controllers that refuse to call unfinished work done, and a lessons loop that closes each escaped bug's class. One Go binary, no…

    github实测增长Measured age: 19 days1 GitHub 星标 per day over 6 days

    Daily change decreased by 1 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 28.2/100打开来源 ↗

    安装 /plugin marketplace add azrtydxb/procoder

    201GitHub 星标+6 (+3.1 %)
  20. 20

    技能
    活跃

    Connect two Claude Code ,codex and grok sessions different users too, — your laptop and your VPS. They coordinate over Remote Control and sync/deploy files over SSH with checksum verification. MIT.

    github实测增长Measured age: 22 days0 GitHub 星标 per day over 6 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 26.4/100打开来源 ↗

    安装 /plugin marketplace add kadaba/claude-bridge

    3GitHub 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

    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…

    github

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

    资源实测增长
    3GitHub 星标+1 (+50.0 %)
  2. 2
    活跃打开来源 ↗

    带 AI 精读大型开源仓库的方法论:四阶段流程、可复用模板、28 条踩坑清单,核心是让每个技术论断都可回溯到源码具体行

    github

    安装 git clone https://github.com/itshen/source-reading-methodology ~/.claude/skills/source-reading-methodology

    资源实测增长
    133GitHub 星标+6 (+4.7 %)
  3. 3
    活跃打开来源 ↗

    面向 AI 上下文管理的 Agent Skill:为 Codex 上下文管理、Cursor 上下文切换和 Claude 上下文管理提供跨窗口续接,用 Git 保存可验证的功能说明与变更记录。AI coding context management and agent handoffs.

    github

    安装 git clone https://github.com/gviiisen/repo-context-ledger ~/.claude/skills/repo-context-ledger

    资源实测增长
    105GitHub 星标稳定
  4. 4

    ballast

    技能
    活跃打开来源 ↗

    Builds up to a goal in a field you have no expertise in: splits it into the foundations that goal actually needs, mobilizes what you already hold, learns what is missing, and leaves every solved path behind for the next goal. Nothing is…

    github

    安装 /plugin marketplace add svy04/ballast

    资源实测增长
    71GitHub 星标稳定
  5. 5
    活跃打开来源 ↗

    A standalone AI skill for creating accurate, usable developer documentation.

    github

    安装 git clone https://github.com/NateBJones-Projects/developer-documentation-skill ~/.claude/skills/developer-documentation-skill

    资源实测增长
    70GitHub 星标+9 (+14.8 %)