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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

    技能
    活跃

    De-AI writing skill for any Agent Skills-compatible agent (77+ via the Skills CLI), with native plugins for Claude Code, Codex, Grok Build, and Antigravity. Narrative-architecture repair for fiction, venue-matched rules for professional…

    github实测增长Measured age: 5 days233.73 GitHub 星标 per day over 4 days

    Daily change decreased by 50.17 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 71.6/100打开来源 ↗

    安装 git clone https://github.com/Nanako0129/sepia ~/.claude/skills/sepia

    1 363GitHub 星标+934 (+217.7 %)
  2. 2

    技能
    活跃

    An agent organization for Claude Code, structured as a company — 15+ departments, 125+ skills, each independently installable.

    github实测增长Measured age: 5 days221.99 GitHub 星标 per day over 3 days

    Daily change decreased by 297.22 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 71/100打开来源 ↗

    安装 /plugin marketplace add cbrock84/headcount

    964GitHub 星标+666 (+223.5 %)
  3. 3
    活跃

    Fire your SEO·GEO agency 🔥 A Claude Code skill that audits and optimizes SEO·AEO·GEO·LLMO·NEO(Naver) by itself — 월 50~350만 원짜리 'AI 검색 최적화' 대행, AI 에이전트가 대체합니다

    github实测增长Measured age: 6 days56.02 GitHub 星标 per day over 6 days

    Daily change decreased by 19.51 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 52.4/100打开来源 ↗

    安装 git clone https://github.com/leopard627/fire-your-seo-agency ~/.claude/skills/fire-your-seo-agency

    384GitHub 星标+336 (+700.0 %)
  4. 4
    活跃

    ChatGPT thinks. Codex works. Use ChatGPT as the planning brain while keeping the Codex harness.

    github实测增长Measured age: 5 days346.91 GitHub 星标 per day over 2 days

    Acceleration cannot be measured yet: three snapshots are required.

    Descriptive emergence index : 84.2/100打开来源 ↗

    2 154GitHub 星标+694 (+47.5 %)
  5. 5
    活跃

    从孙割19年白月光的痛彻心扉中蒸馏出来的无上心法

    github实测增长Measured age: 5 days49.58 GitHub 星标 per day over 5 days

    Daily change decreased by 4.51 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 51.3/100打开来源 ↗

    安装 git clone https://github.com/KKKKhazix/sun-style-writing ~/.claude/skills/sun-style-writing

    359GitHub 星标+248 (+223.4 %)
  6. 6
    活跃

    Open-source SEO + GEO skills for Claude — keyword research, rank tracking, site audits, backlinks, competitor gaps, AI visibility. Runs on your real Search Console / GA4 / ads data via MCP, with DataForSEO built in. Free, MIT.

    github实测增长Measured age: 3 days107.97 GitHub 星标 per day over 2 days

    Acceleration cannot be measured yet: three snapshots are required.

    Descriptive emergence index : 69.3/100打开来源 ↗

    258GitHub 星标+216 (+514.3 %)
  7. 7

    技能
    活跃

    SEO Landing: Give your AI coding agent the capabilities of a senior Technical SEO engineer. An agent skill for building high-performance, technically optimized SEO landing pages. Turn an AI coding agent into a technical SEO specialist.…

    github实测增长Measured age: 4 days25.67 GitHub 星标 per day over 3 days

    Daily change increased by 14.49 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 45.9/100打开来源 ↗

    安装 git clone https://github.com/aleksandr-alhoff/seo-landing ~/.claude/skills/seo-landing

    121GitHub 星标+77 (+175.0 %)
  8. 8
    活跃

    AI product management skills and plugin for Claude Code, Cowork, Codex and other AI agents: evidence-tagged PRDs, specs, requirements, RICE prioritization, backlog and roadmap scoring, product strategy, GTM launch plans, release…

    github实测增长Measured age: 5 days5 GitHub 星标 per day over 4 days

    Daily change decreased by 8 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 35.7/100打开来源 ↗

    安装 /plugin marketplace add naderelewa/Product-to-Prod

    34GitHub 星标+20 (+142.9 %)
  9. 9

    应用
    活跃

    Free, self-hostable scheduling app with booking links, Google Calendar sync, SMTP notifications, and Stripe test payments.

    github实测增长Measured age: 5 days17.3 GitHub 星标 per day over 3 days

    Daily change decreased by 3.05 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 41.2/100打开来源 ↗

    306GitHub 星标+52 (+20.5 %)
  10. 10

    智能体
    活跃

    Build production marketing sites with Claude Code — an Astro + Cloudflare Workers template, a WordPress→Astro migration playbook, and 36 silent failures documented from real rebuilds.

    github实测增长Measured age: 6 days2.5 GitHub 星标 per day over 4 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 34/100打开来源 ↗

    21GitHub 星标+10 (+90.9 %)
  11. 11
    活跃

    Stop your coding agent from stalling real work on self-invented bookkeeping - receipts, hashes, locks, certification rituals. Ship first, then verify. Skill for Claude Code, Codex, and other agents.

    github实测增长Measured age: 3 days12 GitHub 星标 per day over 2 days

    Acceleration cannot be measured yet: three snapshots are required.

    Descriptive emergence index : 44.1/100打开来源 ↗

    安装 git clone https://github.com/Vuk97/forward-implementation-first ~/.claude/skills/forward-implementation-first

    160GitHub 星标+24 (+17.6 %)
  12. 12

    技能
    活跃

    Generative art skill for Claude Code — deterministic, hash-seeded, onchain-ready

    github实测增长Measured age: 5 days5 GitHub 星标 per day over 3 days

    Daily change increased by 1.5 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 35.8/100打开来源 ↗

    安装 /plugin marketplace add camilleroux/genart-skill

    115GitHub 星标+15 (+15.0 %)
  13. 13
    活跃

    Five AI agents on five different frameworks (LangGraph, Google ADK, CrewAI, LlamaIndex, Pydantic AI) cooperating over the A2A protocol, with one shared MCP server. A corporate travel desk that negotiates, escalates to a human, and books.

    github实测增长Measured age: 5 days0.2 GitHub 星标 per day over 5 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 33.2/100打开来源 ↗

    1GitHub 星标+1
  14. 14

    智能体
    活跃

    Attenu Guard for TypeScript — per-agent permissions on every tool call and sub-agent handoff (a sub-agent never holds more than its parent) with a hash-chained audit log verified offline; same bundle format as the Python library.

    github实测增长Measured age: 5 days0.25 GitHub 星标 per day over 4 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 33.2/100打开来源 ↗

    1GitHub 星标+1
  15. 15

    智能体
    活跃

    Dynamic Agent-to-Agent (A2A) task graph generation, subtask independence verification, and parallel multi-agent orchestration

    github实测增长Measured age: 4 days0 GitHub 星标 per day over 3 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 33.4/100打开来源 ↗

    7GitHub 星标稳定
  16. 16
    活跃

    Academic paper knowledge-base MCP server: PDF ingest, vector search with reranking, KB management.

    mcp实测增长Measured age: 6 days0 GitHub 星标 per day over 5 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 32.7/100打开来源 ↗

    安装 claude mcp add scholar-rag-mcp -- uvx scholar-rag-mcp

    4GitHub 星标稳定
  17. 17
    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: 6 days0 GitHub 星标 per day over 5 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 32.7/100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
  18. 18
    活跃

    A friendly persona skill that seems clueless about the subject while coding but explodes with intensity in moments of crisis...

    github实测增长Measured age: 3 days0 GitHub 星标 per day over 2 days

    Acceleration cannot be measured yet: three snapshots are required.

    Descriptive emergence index : 37.6/100打开来源 ↗

    3GitHub 星标稳定
  19. 19

    技能
    活跃

    Ask it for a fake countdown timer and it says no. A UX and accessibility skill for Claude Code: surface-class-aware audits, WCAG 2.2 checks, deceptive-pattern screening, and five zero-dependency lint and stats tools.

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

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 32.7/100打开来源 ↗

    安装 git clone https://github.com/ahammadnafiz/uxi ~/.claude/skills/uxi

    2GitHub 星标稳定
  20. 20
    活跃

    Read-only OctoWatch DLP Cloud MCP: risks, idle time, productivity, monitoring.

    mcp实测增长Measured age: 6 days0 GitHub 星标 per day over 5 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 32.7/100打开来源 ↗

    安装 claude mcp add octowatch-mcp -- uvx octowatch-mcp

    2GitHub 星标稳定
  21. 21

    技能
    活跃

    MBB 咨询风汇报 Deck 生成技能:Claude Code 原生 + 跨平台部署(OpenAI / WorkBuddy 等)

    github实测增长Measured age: 5 days0 GitHub 星标 per day over 4 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 33.1/100打开来源 ↗

    安装 git clone https://github.com/Gnomeshgh0714/mbb-deck ~/.claude/skills/mbb-deck

    2GitHub 星标稳定
  22. 22

    技能
    活跃

    Agent skills for pragmatic programmers.

    github实测增长Measured age: 4 days0 GitHub 星标 per day over 3 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 33.4/100打开来源 ↗

    安装 /plugin marketplace add MK27MK/no-bs-skills

    2GitHub 星标稳定
  23. 23
    活跃

    Turn a saved Liftoff FPV replay into a flight debrief: sideslip, corner geometry, and every slow-down classified by cause. Ships as a Claude Code skill.

    github实测增长Measured age: 6 days0 GitHub 星标 per day over 2 days

    Acceleration cannot be measured yet: three snapshots are required.

    Descriptive emergence index : 36.3/100打开来源 ↗

    2GitHub 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
    活跃打开来源 ↗

    🛡️ Comprehensive Cybersecurity Arsenal, Bug Bounty Payloads & Security Audit Tools by IKONA ONI

    github资源实测增长
    117GitHub 星标+7 (+6.4 %)
  2. 2
    活跃打开来源 ↗

    Curated Agentic AI resources: AI agent frameworks, tutorials, courses, projects, MCP tools, research papers, evaluation, security, and production guides.

    github资源实测增长
    2GitHub 星标稳定