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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

    其他
    活跃

    Core IaaS engine and cloud infrastructure foundation of ZSvirt

    github实测增长Measured age: 20 days17.16 GitHub 星标 per day over 6 days

    Daily change decreased by 7.68 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 35.3/100打开来源 ↗

    1 568GitHub 星标+103 (+7.0 %)
  2. 2
    活跃

    Generate GPT images from Codex or Claude Code using a ChatGPT subscription, without the Images API.

    github实测增长Measured age: 8 days6.6 GitHub 星标 per day over 5 days

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

    Descriptive emergence index : 35.3/100打开来源 ↗

    安装 git clone https://github.com/GENEXIS-AI/gpt-image-skill ~/.claude/skills/gpt-image-skill

    157GitHub 星标+33 (+26.6 %)
  3. 3

    技能
    活跃

    Opinionated Oxlint rules for rejecting low-evidence TypeScript and JavaScript patterns

    github实测增长Measured age: 22 days30.39 GitHub 星标 per day over 5 days

    Daily change increased by 2.98 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 39.6/100打开来源 ↗

    安装 git clone https://github.com/dmmulroy/anti-slop ~/.claude/skills/anti-slop

    3 971GitHub 星标+152 (+4.0 %)
  4. 4
    活跃

    Google SERP as JSON: organic, AI Overview, People Also Ask, AI Mode, news, shopping. No Cloud setup.

    mcp实测增长Measured age: 13 days1.6 GitHub 星标 per day over 5 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 30.8/100打开来源 ↗

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

    8GitHub 星标+8
  5. 5

    MCP
    活跃

    Brazilian legal stack in one MCP: lawsuits, court publications, case law, tenders, certificates.

    mcp实测增长Measured age: 10 days1.6 GitHub 星标 per day over 5 days

    Daily change increased by 4 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 32.4/100打开来源 ↗

    需在 MCP 配置中声明的远程服务器 https://api.mcp.ai/jus

    8GitHub 星标+8
  6. 6

    MCP
    活跃

    Instagram for AI agents: publish, read comments and DMs, insights, and engage from your account.

    mcp实测增长Measured age: 11 days1.6 GitHub 星标 per day over 5 days

    Daily change increased by 4 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 32/100打开来源 ↗

    需在 MCP 配置中声明的远程服务器 https://api.mcp.ai/p_instagram

    8GitHub 星标+8
  7. 7
    活跃

    Google Maps places, reviews, contributor history, photos and posts as JSON. No Google Cloud.

    mcp实测增长Measured age: 13 days1.4 GitHub 星标 per day over 5 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 30.7/100打开来源 ↗

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

    7GitHub 星标+7
  8. 8

    其他
    活跃

    Redteam / Pentest Skill Pack — semi-automated workflow + on-demand module selection + real-world attack chains | Kali + Claude Code 红队/渗透/技能包 - 半自动工作流 + 按需点选模块 + 实战利用链 | 基于 Kali 与 Claude Code

    github实测增长Measured age: 14 days2.6 GitHub 星标 per day over 5 days

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

    Descriptive emergence index : 31/100打开来源 ↗

    38GitHub 星标+13 (+52.0 %)
  9. 9
    活跃

    DuckDuckGo search as JSON. Ranked results, ads in their own array, 37 regions.

    mcp实测增长Measured age: 14 days1.2 GitHub 星标 per day over 5 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 30.2/100打开来源 ↗

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

    6GitHub 星标+6
  10. 10
    活跃

    Search YouTube and read video, channel and transcript data as JSON. No Google Cloud project.

    mcp实测增长Measured age: 14 days1.2 GitHub 星标 per day over 5 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 30.2/100打开来源 ↗

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

    6GitHub 星标+6
  11. 11
    活跃

    Public Instagram profiles and post feeds by handle, with hashtags and mentions parsed.

    mcp实测增长Measured age: 13 days1.2 GitHub 星标 per day over 5 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 30.6/100打开来源 ↗

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

    6GitHub 星标+6
  12. 12

    其他
    活跃

    Beautiful pdf components, built on Takumi and Forme. 100% Free, Zero config, one command setup.

    github实测增长Measured age: 23 days10.5 GitHub 星标 per day over 6 days

    Daily change increased by 18.23 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 32.8/100打开来源 ↗

    944GitHub 星标+63 (+7.2 %)
  13. 13

    技能
    活跃

    Code-quality skills by Max Kanat-Alexander.

    github实测增长Measured age: 10 days3.2 GitHub 星标 per day over 5 days

    Daily change decreased by 9.5 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 32.8/100打开来源 ↗

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

    67GitHub 星标+16 (+31.4 %)
  14. 14

    技能
    活跃

    Bridge Deepseek-harness into Claude Code for review, critique, delegation, and session import.

    github实测增长Measured age: 21 days3.8 GitHub 星标 per day over 5 days

    Daily change decreased by 5 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 28.8/100打开来源 ↗

    安装 /plugin marketplace add cpj-dev/dsh-plugin-cc

    106GitHub 星标+19 (+21.8 %)
  15. 15

    技能
    活跃

    1인 사업가 생산성 키트 — 직원 없이 49개를 자동화했고, 그중 바로 쓸 수 있는 AI 에이전트 스킬 26개(+실행 스크립트)를 공개합니다

    github实测增长Measured age: 12 days6.8 GitHub 星标 per day over 5 days

    Daily change decreased by 7 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 33.8/100打开来源 ↗

    安装 git clone https://github.com/bam-bam-2/solo-skills ~/.claude/skills/solo-skills

    352GitHub 星标+34 (+10.7 %)
  16. 16
    活跃

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

    mcp实测增长Measured age: 14 days0.8 GitHub 星标 per day over 5 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 30/100打开来源 ↗

    5GitHub 星标+4 (+400.0 %)
  17. 17
    活跃

    Airbnb stays by location and dates, and full listing details, as structured JSON.

    mcp实测增长Measured age: 10 days0.8 GitHub 星标 per day over 5 days

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

    Descriptive emergence index : 31.7/100打开来源 ↗

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

    5GitHub 星标+4 (+400.0 %)
  18. 18
    活跃

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

    mcp实测增长Measured age: 10 days0.8 GitHub 星标 per day over 5 days

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

    Descriptive emergence index : 31.7/100打开来源 ↗

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

    5GitHub 星标+4 (+400.0 %)
  19. 19
    活跃

    Local Apple Ads research, optimization, and receipt-gated App Store campaign management.

    mcp实测增长Measured age: 10 days0.8 GitHub 星标 per day over 5 days

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

    Descriptive emergence index : 31.7/100打开来源 ↗

    4GitHub 星标+4
  20. 20

    MCP
    活跃

    Evidence-backed AppSec for AI applications and agents. Powered by HAIEC.

    mcp实测增长Measured age: 18 days0.8 GitHub 星标 per day over 5 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 28.4/100打开来源 ↗

    安装 claude mcp add ai-appsec -- npx ai-appsec

    4GitHub 星标+4
  21. 21
    活跃

    Singapore public data, transport, rail, property, business, economy, weather, and analytics.

    mcp实测增长Measured age: 14 days0.8 GitHub 星标 per day over 5 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 30/100打开来源 ↗

    安装 claude mcp add mcp-singapore -- npx @olano/mcp-singapore

    4GitHub 星标+4
  22. 22

    MCP
    活跃

    Agent memory where every fact carries a receipt, and deletion is provable.

    mcp实测增长Measured age: 11 days0.8 GitHub 星标 per day over 5 days

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

    Descriptive emergence index : 31.4/100打开来源 ↗

    安装 claude mcp add fireweed-mcp -- uvx fireweed-mcp

    4GitHub 星标+4
  23. 23
    活跃

    Local Go MCP server: DuckDuckGo/Bing web + image search, readability scraping to Markdown.

    mcp实测增长Measured age: 24 days1 GitHub 星标 per day over 5 days

    Daily change is identical across the last two measured intervals.

    Descriptive emergence index : 26.2/100打开来源 ↗

    12GitHub 星标+5 (+71.4 %)
  24. 24
    活跃

    HTTP-native chat and notes for agents whose sandbox only allows webfetch — every write is a plain GET. Runs technocore.chat.

    github实测增长Measured age: 22 days4 GitHub 星标 per day over 5 days

    Daily change decreased by 4 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 28.6/100打开来源 ↗

    安装 git clone https://github.com/flop-labs/technocore-chat ~/.claude/skills/technocore-chat

    143GitHub 星标+20 (+16.3 %)

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

    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…

    github

    安装 /plugin marketplace add Simooo45/bottle

    资源实测增长
    6GitHub 星标+4 (+200.0 %)