AI Agent Skills 与 MCP 每日观察|2026-08-07

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DEPRECATED: This skill has been replaced by mcp-app-builder.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. dispatching-parallel-agents

Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies

  • 来源仓库: obra/superpowers
  • 适合场景: 其他场景
  • 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 117 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。

3. canvas-design

Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.

  • 来源仓库: anthropics/skills
  • 适合场景: 内容与设计
  • 结构完整度: 68/100(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 80 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
内容与设计 canvas-designbrainstormingalgorithmic-artn8n:content-designbrand-guidelines 图文、品牌、视觉、演示和内容生产。
编程与代码审查 accessibilitycodebase-designagent-evaln8n:community-pr-readiness-checkask-matt 调试、测试、重构、代码审查和版本控制工作流。
其他场景 dispatching-parallel-agentsasync-pr-reviewexecuting-plansn8n:conventions 公开元数据不足,需要阅读 Skill 正文后进一步判断。
方法论与协作 mcp-apps-builderagent-tuiagent-architecture-audit 需求澄清、规划、架构、沟通和团队协作。
Agent 构建 chatgpt-app-buildermcp-builder 创建 Skill、MCP、Agent、提示词和评测流程。
文档与办公 code-review PDF、Word、表格、幻灯片和办公文件处理。

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 14 3 brainstormingdispatching-parallel-agentsexecuting-plans 活跃 MIT
affaan-m/ECC 895 3 accessibilityagent-architecture-auditagent-eval 活跃 MIT
mattpocock/skills 35 3 ask-mattcode-reviewcodebase-design 活跃 MIT
n8n-io/n8n 34 3 n8n:community-pr-readiness-checkn8n:content-designn8n:conventions 活跃 需人工核验
anthropics/skills 18 3 algorithmic-artbrand-guidelinescanvas-design 活跃 需人工核验
Shubhamsaboo/awesome-llm-apps 9 3 chatgpt-app-buildermcp-apps-buildermcp-builder 活跃 Apache-2.0
google-gemini/gemini-cli 24 2 agent-tuiasync-pr-review 活跃 Apache-2.0
DietrichGebert/ponytail 0 0 未读取到 Skill 活跃 MIT
punkpeye/awesome-mcp-servers 0 0 未读取到 Skill 活跃 MIT
modelcontextprotocol/servers 0 0 未读取到 Skill 活跃 需人工核验

obra/superpowers

展开查看 3 个 Skill;仓库共发现 14 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

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

executing-plans

  • 说明: Use when you have a written implementation plan to execute in a separate session with review checkpoints
  • 场景: 其他场景
  • 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/executing-plans/SKILL.md

affaan-m/ECC

展开查看 3 个 Skill;仓库共发现 895 个 SKILL.md

accessibility

  • 说明: Design, implement, and audit inclusive digital products using WCAG 2.2 Level AA
  • 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/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.
  • 场景: 方法论与协作
  • 结构: 51/100(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
  • 场景: 编程与代码审查
  • 结构: 64/100(基础可读);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

mattpocock/skills

展开查看 3 个 Skill;仓库共发现 35 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

n8n-io/n8n

展开查看 3 个 Skill;仓库共发现 34 个 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

n8n:conventions

  • 说明: Quick reference for n8n patterns. Full docs /AGENTS.md
  • 场景: 其他场景
  • 结构: 40/100(信息有限);scripts 0、references 0、assets 0
  • 风险: 高(涉及凭据或密钥)
  • 来源路径: .agents/skills/conventions/SKILL.md

anthropics/skills

展开查看 3 个 Skill;仓库共发现 18 个 SKILL.md

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

canvas-design

  • 说明: Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.
  • 场景: 内容与设计
  • 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/canvas-design/SKILL.md
  • Skill 声明许可证: Complete terms in LICENSE.txt

Shubhamsaboo/awesome-llm-apps

展开查看 3 个 Skill;仓库共发现 9 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

mcp-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 Model Context Protocol (MCP) servers with mcp-use framework. Use when creating MCP servers, defining t…
  • 场景: Agent 构建
  • 结构: 76/100(较完整);scripts 0、references 5、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/mcp-builder/SKILL.md

google-gemini/gemini-cli

展开查看 2 个 Skill;仓库共发现 24 个 SKILL.md

agent-tui

  • 说明: Main Agents: Do NOT use this skill directly. If you need to test the TUI, invoke the tui_tester subagent. Drive terminal UI (TUI) applications programmatically for testing, automation, and inspection. Use when: automating CLI/TUI interactions, regression testing terminal apps, or verifying interactive behavior. Also use when: user asks "what is agent-tui"…
  • 场景: 方法论与协作
  • 结构: 71/100(较完整);scripts 0、references 0、assets 0
  • 风险: 高(涉及凭据或密钥)
  • 来源路径: .gemini/skills/agent-tui/SKILL.md

async-pr-review

  • 说明: Trigger this skill when the user wants to start an asynchronous PR review, run background checks on a PR, or check the status of a previously started async PR review.
  • 场景: 其他场景
  • 结构: 70/100(较完整);scripts 2、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: .gemini/skills/async-pr-review/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 268,075 Shell 活跃 MIT
2 affaan-m/ECC 多智能体框架与任务编排 238,302 JavaScript 活跃 MIT
3 mattpocock/skills 资源导航与项目索引 206,989 Shell 活跃 MIT
4 n8n-io/n8n 低代码自动化与工作流 199,623 TypeScript 活跃 需人工核验
5 anthropics/skills 其他 Agent Skills 与方法论 166,712 Python 活跃 需人工核验
6 Shubhamsaboo/awesome-llm-apps 资源导航与项目索引 131,095 Python 活跃 Apache-2.0
7 google-gemini/gemini-cli 命令行智能助手 106,399 TypeScript 活跃 Apache-2.0
8 DietrichGebert/ponytail 其他 Agent Skills 与方法论 97,418 JavaScript 活跃 MIT
9 punkpeye/awesome-mcp-servers 资源导航与项目索引 91,902 未标注 活跃 MIT
10 modelcontextprotocol/servers MCP Server 与工具接入 89,289 TypeScript 活跃 需人工核验

仓库层选型提醒

阅读与使用提示


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


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