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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活跃
Claude Codeの生成結果、ぜんぶ見やすくまとめよう
github实测增长Measured age: 22 days0.83 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.9/100打开来源 ↗90GitHub 星标+5 (+5.9 %) - 2活跃
Kubernetes CPU limits make your apps (very) slow and costly. CPU throttling analyzed, with proof.
github实测增长Measured age: 21 days1.2 GitHub 星标 per day over 5 days
Daily change decreased by 0.02 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 27.5/100打开来源 ↗109GitHub 星标+6 (+5.8 %) - 3活跃
Autoprompt is a coding-agent skill that cuts failures by 45% on agentic coding tasks.
github实测增长Measured age: 18 days9 GitHub 星标 per day over 6 days
Daily change decreased by 3.97 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 32.5/100打开来源 ↗安装
git clone https://github.com/Spielewoy/autoprompt-skill ~/.claude/skills/autoprompt-skill989GitHub 星标+54 (+5.8 %) - 4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: 13 days3.17 GitHub 星标 per day over 6 days
Daily change decreased by 1.49 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 31.6/100打开来源 ↗安装
git clone https://github.com/bam-bam-2/solo-skills ~/.claude/skills/solo-skills358GitHub 星标+19 (+5.6 %) - 5活跃
dsh-TUI
CLIDSH 官方公众号收录的 TUI 补位插件：Claude Code 风，鲸鱼顶栏/实时状态/流式思考/双击 Esc 回滚/上下文进度+TPS。npm 一键装。 DSH official WeChat featured TUI plugin — Claude Code style: whale bar, live status, streaming thoughts, double-Esc rollback, context bar + TPS. npm one-click.
github实测增长Measured age: 22 days23.48 GitHub 星标 per day over 6 days
Daily change decreased by 8.65 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 36.9/100打开来源 ↗2 836GitHub 星标+141 (+5.2 %) - 6活跃
A minimal chatbot template built with Next.js, AI SDK, shadcn/ui, shadcn/react, shadcn/typeset. It runs on the Vercel AI Gateway.
github实测增长Measured age: 24 days7.49 GitHub 星标 per day over 6 days
Daily change decreased by 8.87 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 29.5/100打开来源 ↗917GitHub 星标+45 (+5.2 %) - 7活跃
Opinionated Oxlint rules for rejecting low-evidence TypeScript and JavaScript patterns
github实测增长Measured age: 23 days32.67 GitHub 星标 per day over 6 days
Daily change decreased by 30.41 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-slop4 080GitHub 星标+196 (+5.0 %) - 8活跃
zsvirt
其他Core IaaS engine and cloud infrastructure foundation of ZSvirt
github实测增长Measured age: 21 days12.49 GitHub 星标 per day over 6 days
Daily change decreased by 3.89 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 32.9/100打开来源 ↗1 582GitHub 星标+75 (+5.0 %) - 9活跃
An agent skill that plays ARC-AGI-3. One rule: say what an action will do before you spend it. Claude Code on Opus 5 finished all 25 public games at 100.00 RHAE in 7,645 actions.
github实测增长Measured age: 16 days0.67 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 : 29.1/100打开来源 ↗安装
git clone https://github.com/pbshgthm/arc-skill ~/.claude/skills/arc-skill88GitHub 星标+4 (+4.8 %) - 10活跃
Guia completo em PT-BR para a certificação AWS Solutions Architect Professional (SAP-C02), com resumos dos domínios, arquiteturas avançadas, cenários reais, mapas mentais e questões para revisão.
github实测增长Measured age: 24 days0.83 GitHub 星标 per day over 6 days
Daily change decreased by 0.99 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 26.1/100打开来源 ↗120GitHub 星标+5 (+4.3 %) - 11活跃
DeepSeek Harness: Everything is a Plugin.
github实测增长Measured age: 22 days1,464.95 GitHub 星标 per day over 6 days
Daily change decreased by 319.09 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 77.9/100打开来源 ↗212 345GitHub 星标+8 790 (+4.3 %) - 12活跃
Visual navigation maps for Expo/React Native apps: agent-explored screenshots, flows, and an interactive .scrmap visualiser
github实测增长Measured age: 27 days1 GitHub 星标 per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 25/100打开来源 ↗122GitHub 星标+5 (+4.3 %) - 13活跃
Your AI sees the screen but can't measure it — measured web UI findings, shared live sessions
mcp实测增长Measured age: 18 days0.67 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 : 28.4/100打开来源 ↗安装
claude mcp add uisight -- npx uisight103GitHub 星标+4 (+4.0 %) - 14活跃
Agent skills for mobile app paid growth powered by real-time data with APPEEKY MCP.
github实测增长Measured age: 13 days0.33 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 : 30.1/100打开来源 ↗安装
git clone https://github.com/appeeky/ua-skills ~/.claude/skills/ua-skills54GitHub 星标+2 (+3.8 %) - 15活跃
保留视频内嵌字幕，精确取帧并生成 3:4 社交长图的 Agent Skill
github实测增长Measured age: 19 days1.17 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 28.2/100打开来源 ↗安装
git clone https://github.com/chengyi-ai/native-subtitle-quote-image ~/.claude/skills/native-subtitle-quote-image191GitHub 星标+7 (+3.8 %) - 16活跃
35 portable Agent Skills for Codex, Hermes, and Claude, maintained by Rylai with Vietnamese documentation and upstream attribution.
github实测增长Measured age: 26 days0.33 GitHub 星标 per day over 6 days
Daily change increased by 1 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 25.2/100打开来源 ↗安装
git clone https://github.com/Rylaispirit/rylai-codex-hermes-skills ~/.claude/skills/rylai-codex-hermes-skills55GitHub 星标+2 (+3.8 %) - 17活跃
Persistent memory for Claude Code. Bring your own database.
github实测增长Measured age: 20 days1.33 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 : 27.9/100打开来源 ↗安装
/plugin marketplace add Avijit07x/claude-db220GitHub 星标+8 (+3.8 %) - 18活跃
sloptrim
技能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/sloptrim209GitHub 星标+7 (+3.5 %) - 19活跃
全网首个中文字体专业知识包：可商用中文字体库（授权三级分类）、场景×气质选字矩阵、中英混排与排版规则。让 AI 选中文设计字体不再甩给你一堆 Inter / Chinese font selection agent skill: license-safe free commercial CJK fonts, scene-based selection matrix, CJK-Latin pairing rules. Works with Claude Code /…
github实测增长Measured age: 19 days0.33 GitHub 星标 per day over 6 days
Daily change increased by 1 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 27.9/100打开来源 ↗安装
git clone https://github.com/Songzhi-lab/chinese-font-selector ~/.claude/skills/chinese-font-selector65GitHub 星标+2 (+3.2 %) - 20活跃
Interruptible vector icon morphing for Flutter.
github实测增长Measured age: 20 days0.83 GitHub 星标 per day over 6 days
Daily change increased by 1 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 27.8/100打开来源 ↗163GitHub 星标+5 (+3.2 %) - 21活跃
procoder
技能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/procoder201GitHub 星标+6 (+3.1 %) - 22活跃
OpenCode skill suite for MiniMax H3 directing, routing, multishot planning, prompt generation, and review.
github实测增长Measured age: 26 days0.5 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 : 25.2/100打开来源 ↗安装
git clone https://github.com/unknowlei/minimax-h3-opencode-skills ~/.claude/skills/minimax-h3-opencode-skills105GitHub 星标+3 (+2.9 %) - 23活跃
A reusable Agent Skill for designing, reviewing, and implementing UI/UX with Google Material Design 3, Material You, M3 Expressive, accessibility, adaptive layouts, and semantic design tokens.
github实测增长Measured age: 18 days0.5 GitHub 星标 per day over 6 days
Daily change increased by 0.5 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 28.3/100打开来源 ↗安装
git clone https://github.com/skydashnet/material-design-3-ui-skill ~/.claude/skills/material-design-3-ui-skill109GitHub 星标+3 (+2.8 %)
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
资源实测增长git clone https://github.com/itshen/source-reading-methodology ~/.claude/skills/source-reading-methodology133GitHub 星标+6 (+4.7 %) - 2259GitHub 星标+6 (+2.4 %)