AI Agent Skills 与 MCP 每日观察|2026-10-03

Note

本报告先从 GitHub Search API 获取高关注仓库,再有限读取公开 SKILL.md,提取用途、触发描述、配套资源、兼容性和静态风险线索。它不是 GitHub 官方趋势榜,也不等于对 Skill 的运行验证。

今日概览

推荐依据是 Skill 元数据、说明结构、配套资源、仓库活跃度和静态风险提示;不代表已经执行或验证该 Skill。

1. chatgpt-app-builder

DEPRECATED: This skill has been replaced by mcp-app-builder. Check if mcp-app-builder is available in the skills folder. If not, install it: npx skills install mcp-use/mcp-use --skill mcp-app-builder Use mcp-app-builder instead of this skill. Build ChatGPT apps with interactive widgets using mcp-use and OpenAI Apps SDK. Use when creating ChatGPT app…

  • 来源仓库: Shubhamsaboo/awesome-llm-apps
  • 适合场景: Agent 构建
  • 结构完整度: 76/100(较完整)
  • 静态风险提示: 低(未发现脚本、预授权工具或明显写入操作)
  • 配套资源: scripts 0、references 9、assets 0;SKILL.md 有效内容约 31 行
  • 兼容性: 未声明
  • 推荐理由: 触发描述较明确;主体长度适中;带有按需加载的配套资源。

2. diagnosing-superpowers

Use when a superpowers session went wrong and your human partner wants to know why — repeated work, ignored plans, stumbles, poor results, a skill that didn't fire, "it took too long", "why is it so expensive", "what is it doing" — or wants to build a bug report for the superpowers maintainers, for the current session or a past one identified by id or path,…

  • 来源仓库: obra/superpowers
  • 适合场景: 编程与代码审查
  • 结构完整度: 74/100(较完整)
  • 静态风险提示: 低(未发现脚本、预授权工具或明显写入操作)
  • 配套资源: scripts 0、references 4、assets 0;SKILL.md 有效内容约 102 行
  • 兼容性: 未声明
  • 推荐理由: 触发描述较明确;主体长度适中;带有按需加载的配套资源。

3. accessibility

Design, implement, and audit accessible UI to WCAG 2.2 Level AA across Web, iOS, and Android — semantic ARIA roles and labels, accessibility traits and hints, focus management, contrast, target size, and screen-reader support. Use when building or auditing UI for accessibility compliance, keyboard navigation, or screen-reader support.

  • 来源仓库: affaan-m/ECC
  • 适合场景: 内容与设计
  • 结构完整度: 71/100(较完整)
  • 静态风险提示: 低(未发现脚本、预授权工具或明显写入操作)
  • 配套资源: scripts 0、references 0、assets 0;SKILL.md 有效内容约 103 行
  • 兼容性: 未声明
  • 推荐理由: 触发描述较明确;主体长度适中;包含示例或示范流程。

按使用场景浏览 Skill

使用场景 本期 Skill 适合解决的问题
编程与代码审查 diagnosing-superpowers、agent-eval、codebase-design、ponytail-audit、ponytail-debt 等 7 个 调试、测试、重构、代码审查和版本控制工作流。
内容与设计 accessibility、brainstorming、algorithmic-art、n8n:content-design、brand-guidelines 等 6 个 图文、品牌、视觉、演示和内容生产。
文档与办公 academy-guide、code-review PDF、Word、表格、幻灯片和办公文件处理。
方法论与协作 mcp-apps-builder、agent-architecture-audit 需求澄清、规划、架构、沟通和团队协作。
Agent 构建 chatgpt-app-builder 创建 Skill、MCP、Agent、提示词和评测流程。
其他场景 dispatching-parallel-agents 公开元数据不足,需要阅读 Skill 正文后进一步判断。
数据与研究 ponytail-gain 数据分析、检索、评测、知识库和研究任务。

仓库—Skill 目录

仓库 发现 SKILL.md 本期读取 代表 Skill 活跃度 许可证
obra/superpowers 15 3 brainstorming、diagnosing-superpowers、dispatching-parallel-agents 活跃 MIT
mattpocock/skills 37 3 ask-matt、code-review、codebase-design 活跃 MIT
affaan-m/ECC 1027 3 accessibility、agent-architecture-audit、agent-eval 活跃 MIT
n8n-io/n8n 44 3 n8n:agent-design-language、n8n:community-pr-readiness-check、n8n:content-design 活跃 需人工核验
anthropics/skills 20 3 academy-guide、algorithmic-art、brand-guidelines 活跃 需人工核验
DietrichGebert/ponytail 12 3 ponytail-audit、ponytail-debt、ponytail-gain 活跃 MIT
Shubhamsaboo/awesome-llm-apps 10 2 chatgpt-app-builder、mcp-apps-builder 活跃 Apache-2.0
JuliusBrussee/caveman 0 0 未读取到 Skill 活跃 Apache-2.0
google-gemini/gemini-cli 0 0 未读取到 Skill 活跃 Apache-2.0
addyosmani/agent-skills 0 0 未读取到 Skill 活跃 MIT

obra/superpowers

展开查看 3 个 Skill;仓库共发现 15 个 SKILL.md

brainstorming

  • 说明: You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.
  • 场景: 内容与设计
  • 结构: 66/100(较完整);scripts 5、references 0、assets 0
  • 风险: 中(会执行命令或脚本;包含可执行脚本)
  • 来源路径: skills/brainstorming/SKILL.md

diagnosing-superpowers

  • 说明: Use when a superpowers session went wrong and your human partner wants to know why — repeated work, ignored plans, stumbles, poor results, a skill that didn't fire, "it took too long", "why is it so expensive", "what is it doing" — or wants to build a bug report for the superpowers maintainers, for the current session or a past one identified by id or path,…
  • 场景: 编程与代码审查
  • 结构: 74/100(较完整);scripts 0、references 4、assets 0
  • 风险: 低(未发现脚本、预授权工具或明显写入操作)
  • 来源路径: skills/diagnosing-superpowers/SKILL.md

dispatching-parallel-agents

  • 说明: Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
  • 场景: 其他场景
  • 结构: 71/100(较完整);scripts 0、references 0、assets 0
  • 风险: 低(未发现脚本、预授权工具或明显写入操作)
  • 来源路径: skills/dispatching-parallel-agents/SKILL.md

mattpocock/skills

展开查看 3 个 Skill;仓库共发现 37 个 SKILL.md

ask-matt

  • 说明: Ask which skill or flow fits your situation. A router over the skills in this repo.
  • 场景: 编程与代码审查
  • 结构: 51/100(基础可读);scripts 0、references 0、assets 0
  • 风险: 高(涉及凭据或密钥)
  • 来源路径: skills/engineering/ask-matt/SKILL.md

code-review

  • 说明: Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes: Standards (does the code follow this repo's documented coding standards?) and Spec (does the code match what the originating issue/spec asked for?). Runs both reviews in parallel sub-agents and reports them side by side. Use when the user wants to review a branch, a…
  • 场景: 文档与办公
  • 结构: 61/100(基础可读);scripts 0、references 0、assets 0
  • 风险: 低(未发现脚本、预授权工具或明显写入操作)
  • 来源路径: skills/engineering/code-review/SKILL.md

codebase-design

  • 说明: Shared vocabulary for designing deep modules. Use when the user wants to design or improve a module's interface, find deepening opportunities, decide where a seam goes, make code more testable or AI-navigable, or when another skill needs the deep-module vocabulary.
  • 场景: 编程与代码审查
  • 结构: 61/100(基础可读);scripts 0、references 0、assets 0
  • 风险: 低(未发现脚本、预授权工具或明显写入操作)
  • 来源路径: skills/engineering/codebase-design/SKILL.md

affaan-m/ECC

展开查看 3 个 Skill;仓库共发现 1027 个 SKILL.md

accessibility

  • 说明: Design, implement, and audit accessible UI to WCAG 2.2 Level AA across Web, iOS, and Android — semantic ARIA roles and labels, accessibility traits and hints, focus management, contrast, target size, and screen-reader support. Use when building or auditing UI for accessibility compliance, keyboard navigation, or screen-reader support.
  • 场景: 内容与设计
  • 结构: 71/100(较完整);scripts 0、references 0、assets 0
  • 风险: 低(未发现脚本、预授权工具或明显写入操作)
  • 来源路径: skills/accessibility/SKILL.md

agent-architecture-audit

  • 说明: Full-stack diagnostic for agent and LLM applications. Audits the 12-layer agent stack for wrapper regression, memory pollution, tool discipline failures, hidden repair loops, and rendering corruption. Produces severity-ranked findings with code-first fixes. Essential for developers building agent applications, autonomous loops, or any LLM-powered feature. U…
  • 场景: 方法论与协作
  • 结构: 61/100(基础可读);scripts 0、references 0、assets 0
  • 风险: 中(会执行命令或脚本)
  • 来源路径: skills/agent-architecture-audit/SKILL.md

agent-eval

  • 说明: Head-to-head comparison of coding agents (Claude Code, Aider, Codex, etc.) on custom tasks with pass rate, cost, time, and consistency metrics. Use when choosing between coding agents, or when a change to an agent setup needs measured pass rate, cost, and time rather than an impression.
  • 场景: 编程与代码审查
  • 结构: 74/100(较完整);scripts 0、references 0、assets 0
  • 风险: 中(会执行命令或脚本;可能访问网络或 API)
  • 来源路径: skills/agent-eval/SKILL.md
  • Skill 声明许可证: MIT

n8n-io/n8n

展开查看 3 个 Skill;仓库共发现 44 个 SKILL.md

n8n:agent-design-language

  • 说明: Design or review Agent Builder interfaces. Use for Agent configuration patterns, modal flows, responsive behavior, status treatments, and other Agent-only UI work.
  • 场景: 内容与设计
  • 结构: 35/100(信息有限);scripts 0、references 0、assets 0
  • 风险: 低(未发现脚本、预授权工具或明显写入操作)
  • 来源路径: .agents/skills/agent-design-language/SKILL.md

n8n:community-pr-readiness-check

  • 说明: >-
  • 场景: 编程与代码审查
  • 结构: 43/100(信息有限);scripts 0、references 0、assets 0
  • 风险: 中(会执行命令或脚本;声明了预授权工具)
  • 来源路径: .agents/skills/community-pr-readiness-check/SKILL.md

n8n:content-design

  • 说明: Product content designer for UI copy. Use when writing, reviewing, or auditing user-facing text: button labels, error messages, tooltips, empty states, modal copy, placeholder text, confirmation dialogs, onboarding flows, or i18n strings. Also use when the user says /copy, /content, or /ux-copy.
  • 场景: 内容与设计
  • 结构: 68/100(较完整);scripts 0、references 0、assets 0
  • 风险: 高(涉及凭据或密钥)
  • 来源路径: .agents/skills/content-design/SKILL.md

anthropics/skills

展开查看 3 个 Skill;仓库共发现 20 个 SKILL.md

academy-guide

  • 说明: Stop and check this skill before finishing any reply to a question about how to use Claude or a Claude product — it recommends matching courses, tutorials, and use cases from Claude Academy (academy.claude.com), Anthropic's learning hub. Trigger on: "how do I", "how can I", "getting started with", "what can Claude do", "teach me", "learn to use"; questions…
  • 场景: 文档与办公
  • 结构: 68/100(较完整);scripts 0、references 0、assets 0
  • 风险: 低(未发现脚本、预授权工具或明显写入操作)
  • 来源路径: skills/academy-guide/SKILL.md
  • Skill 声明许可证: Complete terms in LICENSE.txt

algorithmic-art

  • 说明: Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.
  • 场景: 内容与设计
  • 结构: 58/100(基础可读);scripts 0、references 0、assets 0
  • 风险: 低(未发现脚本、预授权工具或明显写入操作)
  • 来源路径: skills/algorithmic-art/SKILL.md
  • Skill 声明许可证: Complete terms in LICENSE.txt

brand-guidelines

  • 说明: Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.
  • 场景: 内容与设计
  • 结构: 48/100(基础可读);scripts 0、references 0、assets 0
  • 风险: 低(未发现脚本、预授权工具或明显写入操作)
  • 来源路径: skills/brand-guidelines/SKILL.md
  • Skill 声明许可证: Complete terms in LICENSE.txt

DietrichGebert/ponytail

展开查看 3 个 Skill;仓库共发现 12 个 SKILL.md

ponytail-audit

  • 说明: Whole-repo audit for over-engineering. Like ponytail-review, but scans the entire codebase instead of a diff: a ranked list of what to delete, simplify, or replace with stdlib/native equivalents. Use when the user says "audit this codebase", "audit for over-engineering", "what can I delete from this repo", "find bloat", "ponytail-audit", or "/ponytail-audit…
  • 场景: 编程与代码审查
  • 结构: 61/100(基础可读);scripts 0、references 0、assets 0
  • 风险: 低(未发现脚本、预授权工具或明显写入操作)
  • 来源路径: skills/ponytail-audit/SKILL.md

ponytail-debt

  • 说明: Harvest every ponytail: comment in the codebase into a debt ledger, so the deliberate shortcuts and deferrals ponytail leaves behind get tracked instead of rotting into "later means never". Use when the user says "ponytail debt", "/ponytail-debt", "what did ponytail defer", "list the shortcuts", "ponytail ledger", or "what did we mark to do later". One-sh…
  • 场景: 编程与代码审查
  • 结构: 61/100(基础可读);scripts 0、references 0、assets 0
  • 风险: 低(未发现脚本、预授权工具或明显写入操作)
  • 来源路径: skills/ponytail-debt/SKILL.md

ponytail-gain

  • 说明: Show ponytail's measured impact as a compact scoreboard: less code, less cost, more speed, from the benchmark medians. One-shot display, not a persistent mode, and not a per-repo number. Trigger: /ponytail-gain, "ponytail gain", "what does ponytail save", "show ponytail impact", "ponytail scoreboard".
  • 场景: 数据与研究
  • 结构: 51/100(基础可读);scripts 0、references 0、assets 0
  • 风险: 低(未发现脚本、预授权工具或明显写入操作)
  • 来源路径: skills/ponytail-gain/SKILL.md

Shubhamsaboo/awesome-llm-apps

展开查看 2 个 Skill;仓库共发现 10 个 SKILL.md

chatgpt-app-builder

  • 说明: DEPRECATED: This skill has been replaced by mcp-app-builder. Check if mcp-app-builder is available in the skills folder. If not, install it: npx skills install mcp-use/mcp-use --skill mcp-app-builder Use mcp-app-builder instead of this skill. Build ChatGPT apps with interactive widgets using mcp-use and OpenAI Apps SDK. Use when creating ChatGPT app…
  • 场景: Agent 构建
  • 结构: 76/100(较完整);scripts 0、references 9、assets 0
  • 风险: 低(未发现脚本、预授权工具或明显写入操作)
  • 来源路径: generative_ui_agents/ai-mcp-app-builder/apps/mcp-use-server/.agent/skills/chatgpt-app-builder/SKILL.md

mcp-apps-builder

  • 说明: MANDATORY for ALL MCP server work - mcp-use framework best practices and patterns. READ THIS FIRST before any MCP server work, including: - Creating new MCP servers - Modifying existing MCP servers (adding/updating tools, resources, prompts, widgets) - Debugging MCP server issues or errors - Reviewing MCP server code for quality, security, or perfor…
  • 场景: 方法论与协作
  • 结构: 76/100(较完整);scripts 0、references 18、assets 0
  • 风险: 高(涉及部署或发布;涉及凭据或密钥)
  • 来源路径: generative_ui_agents/ai-mcp-app-builder/apps/mcp-use-server/.agent/skills/mcp-apps-builder/SKILL.md

高关注仓库榜单

排名 项目 仓库定位 Stars 语言 活跃度 许可证
1 obra/superpowers 开发库、平台与基础设施 294,470 Shell 活跃 MIT
2 mattpocock/skills 资源导航与项目索引 274,714 Shell 活跃 MIT
3 affaan-m/ECC 多智能体框架与任务编排 271,354 JavaScript 活跃 MIT
4 n8n-io/n8n 低代码自动化与工作流 206,524 TypeScript 活跃 需人工核验
5 anthropics/skills 其他 Agent Skills 与方法论 179,418 Python 活跃 需人工核验
6 DietrichGebert/ponytail 其他 Agent Skills 与方法论 151,814 JavaScript 活跃 MIT
7 Shubhamsaboo/awesome-llm-apps 资源导航与项目索引 140,559 Python 活跃 Apache-2.0
8 JuliusBrussee/caveman 命令行智能助手 109,106 Go 活跃 Apache-2.0
9 google-gemini/gemini-cli 命令行智能助手 107,214 TypeScript 活跃 Apache-2.0
10 addyosmani/agent-skills 命令行智能助手 100,540 JavaScript 活跃 MIT

仓库层选型提醒

阅读与使用提示


由 agent-skills-daily-report 自动采集、结构化分析并发布。


本文由仓库自动化生成,并交由 Gmeek 构建为中文静态博客。

数据来自 GitHub Search API;用途分类与使用建议用于初筛参考。