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Agent Skill · 研究检索

axiom-apple-docs-research(axiom Apple 文档研究)

用于辅助文档、README、Markdown、说明文和内容稿件的整理与改写。它适合让 Agent 提炼结构、补齐章节、统一术语、检查链接或把零散材料整理成可读文档。使用时应保留项目已有事实、命令和路径,不要把未确认的信息写成确定结论;涉及对外文案时,还需要控制语气,避免过度营销或夸大能力。

axiom-apple-docs-research 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为接触敏感数据;许可证为 MIT,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 21,891。

总安装 4,726周安装 203GitHub Stars 873下载 1,656核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
MIT

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:axiom-apple-docs-research(axiom Apple 文档研究)
来源仓库:https://github.com/charleswiltgen/axiom
仓库路径:skills/axiom-apple-docs-research
安装命令:
npx skills add https://github.com/charleswiltgen/axiom --skill axiom-apple-docs-research
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。不同来源提供的安装方式可能略有差异;本站展示可直接复制的安装命令,安装前请核对来源页面。

skills.shnpx skills
npx skills add https://github.com/charleswiltgen/axiom --skill axiom-apple-docs-research

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

检索 Apple 框架文档与 WWDC 会议代码示例。提取官方文档中的技术细节与实现模式。适用于构建基于 Apple 技术的综合技能库。

安装命令:npx skills add https://github.com/charleswiltgen/axiom --skill axiom-apple-docs-research 适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

来源仓库内路径:skills/axiom-apple-docs-research

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/charleswiltgen/axiom --skill axiom-apple-docs-…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要接触敏感数据,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

axiom-apple-docs-research 怎么安装?

在终端执行 npx skills add https://github.com/charleswiltgen/axiom --skill axiom-apple-docs-research。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

axiom-apple-docs-research 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

axiom-apple-docs-research 需要什么权限?

权限级别是接触敏感数据。该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

axiom-apple-docs-research 是免费的吗?

来源标注的许可证是 MIT。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

axiom-apple-docs-research 用的人多吗?

公开数据是累计安装 4,726 次,近一周安装 203 次,下载 1,656 次,GitHub 873 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

axiom-apple-docs-research 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 3 个目录同时收录,说明这个 Skill 流传比较广。
  • 许可证明确为 MIT,商用和分发边界好判断。

先想清楚的地方

  • 需要接触敏感数据,装到常用环境前要先评估影响面。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 环境里有大量密钥、凭证,不方便给第三方 Skill 读取的人。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
axiom-apple-docs-research

axiom Apple 文档研究 · 本页

4,726873接触敏感数据MIT有提醒

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Apple Documentation Research

When to Use This Skill

✅ Use this skill when:

  • Researching Apple frameworks or APIs (WidgetKit, SwiftUI, etc.)
  • Need full WWDC session transcripts with code samples
  • Looking for Apple Developer documentation
  • Want to extract code examples from WWDC presentations
  • Building comprehensive skills based on Apple technologies

❌ Do NOT use this skill for:

  • Third-party framework documentation
  • General web research
  • Questions already answered in existing skills
  • Basic Swift language questions (use Swift documentation)

Related Skills

  • Use superpowers-chrome:browsing for interactive browser control
  • Use writing-skills when creating new skills from Apple documentation
  • Use reviewing-reference-skills to validate Apple documentation skills

Core Philosophy

Apple Developer video pages contain full verbatim transcripts with timestamps and complete code samples. Chrome's auto-capture feature makes this content instantly accessible without manual copying.

Key insight: Don't manually transcribe or copy code from WWDC videos. The transcripts are already on the page, fully timestamped and formatted.

WWDC Session Transcripts via Chrome

The Technique

Apple Developer video pages (developer.apple.com/videos/play/wwdc20XX/XXXXX/) contain complete transcripts that Chrome auto-captures.

Step-by-Step Process
  1. Navigate using Chrome browser MCP tool: {"action": "navigate", "payload": "https://developer.apple.com/videos/play/wwdc2025/278/"} Tool name: mcp__plugin_superpowers-chrome_chrome__use_browser Complete invocation: Use the mcp__plugin_superpowers-chrome_chrome__use_browser tool with: - action: "navigate" - payload: "https://developer.apple.com/videos/play/wwdc2025/278/"
  2. Locate the auto-captured file: Finding the latest session: # List sessions sorted by modification time (newest first) ls -lt ~/Library/Caches/superpowers/browser/*/session-* | head -5

- Chrome saves to: ~/.../superpowers/browser/YYYY-MM-DD/session-TIMESTAMP/ - Session directory uses Unix timestamp in milliseconds (e.g., session-1765217804099) - Filename pattern: NNN-navigate.md (e.g., 001-navigate.md)

  1. Read the captured transcript:

- Full spoken content with timestamps (e.g., [0:07], [1:23]) - Descriptions of code and API usage (spoken, not formatted) - Chapter markers and resource links

What You Get

✅ WWDC transcripts contain:

  • Full spoken content with timestamps (e.g., [0:07], [1:23])
  • API names mentioned by speakers (e.g., widgetRenderingMode, supportedMountingStyles)
  • Descriptions of what code does ("I'll add the widgetRenderingMode environment variable")
  • Step-by-step explanations of implementations
  • Chapter markers and resource links

❌ WWDC transcripts do NOT contain:

  • Formatted Swift code blocks ready to copy-paste
  • Complete implementations
  • Structured code examples

Critical Understanding: Transcripts are spoken word, not code. You'll read sentences like "I'll add the widgetRenderingMode environment variable to my widget view" and need to reconstruct the code yourself from these descriptions.

When Code Isn't Clear from Transcript

If the transcript's code descriptions aren't detailed enough, follow this fallback workflow:

  1. Check Resources Tab

- Navigate back to the WWDC session page - Click "Resources" tab - Look for "Download Sample Code" or "View on GitHub" - Download Xcode project with complete working implementation

  1. Use sosumi.ai for API Details

- Look up specific APIs mentioned in transcript - Example: Transcript says "widgetAccentedRenderingMode" → look up sosumi.ai/documentation/swiftui/widgetaccentedrenderingmode - Get exact signature, parameters, usage

  1. Jump to Timestamp in Video

- Use transcript timestamp to jump directly to code explanation in video - Example: Transcript says code at [4:23] → watch that specific 30-second segment - Faster than watching entire 45-minute session

  1. Combine Sources

- Transcript = conceptual understanding + workflow - Resources = complete code - sosumi.ai = API details - Result: Full picture without manually reconstructing everything

Example transcript structure:

# Session Title - WWDC## - Videos - Apple Developer

## Chapters
- 0:00 - Introduction
- 1:23 - Key Topic 1

## Transcript
0:00
Speaker: Welcome to this session...

[timestamp]
Now I'll add the widgetAccentedRenderingMode modifier...

Example Session

WWDC 2025-278 "What's new in widgets":

  • Navigate: https://developer.apple.com/videos/play/wwdc2025/278/
  • Captured: 001-navigate.md
  • Contains: ~15 minutes of full transcript with API references and code concepts

Apple Documentation via sosumi.ai

Why sosumi.ai

Developer.apple.com documentation is HTML-heavy and difficult to parse. sosumi.ai provides the same content in clean markdown format.

URL Pattern

Instead of:

https://developer.apple.com/documentation/widgetkit

Use:

https://sosumi.ai/documentation/widgetkit

URL Pattern Rules

Format: https://sosumi.ai/documentation/[framework]

Rules for framework name:

  1. Lowercase - Use lowercase even if framework is capitalized (SwiftUI → swiftui)
  2. No spaces - Remove all spaces (Core Data → coredata)
  3. No hyphens - Remove all hyphens (App Intents → appintents, NOT app-intents)
  4. Case-insensitive - Both SwiftUI and swiftui work, but lowercase is recommended

Common mistakes:

  • ❌ app-intents → ✅ appintents
  • ❌ axiom-core-data → ✅ coredata
  • ❌ AVFoundation → ✅ avfoundation

Examples:

Framework Namesosumi.ai URL
SwiftUIsosumi.ai/documentation/swiftui
App Intentssosumi.ai/documentation/appintents
Core Datasosumi.ai/documentation/coredata
AVFoundationsosumi.ai/documentation/avfoundation
UIKitsosumi.ai/documentation/uikit

Using with WebFetch or Read Tools

WebFetch:
  url: https://sosumi.ai/documentation/widgetkit/widget
  prompt: "Extract information about Widget protocol"

Result: Clean markdown with API signatures, descriptions, examples

Framework Examples

Frameworksosumi.ai URL
WidgetKithttps://sosumi.ai/documentation/widgetkit
SwiftUIhttps://sosumi.ai/documentation/swiftui
ActivityKithttps://sosumi.ai/documentation/activitykit
App Intentshttps://sosumi.ai/documentation/appintents
Foundationhttps://sosumi.ai/documentation/foundation

Common Research Workflows

Workflow 1: New iOS Feature Research

Goal: Create a comprehensive skill for a new iOS 26 feature.

  1. Find WWDC sessions — Search "WWDC 2025 [feature name]"
  2. Get transcripts — Navigate with Chrome to each session
  3. Read transcripts — Extract key concepts, code patterns, gotchas
  4. Get API docs — Use sosumi.ai for framework reference
  5. Cross-reference — Verify code samples match documentation
  6. Create skill — Combine transcript insights + API reference

Time saved: 3-4 hours vs. watching videos and manual transcription

Workflow 2: API Deep Dive

Goal: Understand a specific API or protocol.

  1. sosumi.ai docs — Get protocol/class definition
  2. WWDC sessions — Search for sessions mentioning the API
  3. Code samples — Extract from transcript code blocks
  4. Verify patterns — Ensure examples match latest API

Workflow 3: Multiple Sessions Research

Goal: Comprehensive coverage across multiple years (e.g., widgets evolution).

  1. Parallel navigation — Use Chrome to visit 3-6 sessions
  2. Read all transcripts — Compare how APIs evolved
  3. Extract timeline — iOS 14 → 17 → 18 → 26 changes
  4. Consolidate — Create unified skill with version annotations

Example: Extensions & Widgets skill used 6 WWDC sessions (2023-2025)

Anti-Patterns

❌ DON'T: Manual Video Watching

BAD:
1. Play WWDC video
2. Pause and take notes
3. Rewind to capture code
4. Type out examples manually

Result: 45 minutes per session

✅ DO: Chrome Auto-Capture

GOOD:
1. Navigate with Chrome
2. Read captured .md file
3. Copy code blocks directly
4. Reference timestamps for context

Result: 5 minutes per session

❌ DON'T: Scrape developer.apple.com HTML

BAD:
Use WebFetch on developer.apple.com/documentation
Result: Complex HTML parsing required

✅ DO: Use sosumi.ai

GOOD:
Use WebFetch on sosumi.ai/documentation
Result: Clean markdown, instant access

Troubleshooting

Chrome Session Directory Not Found

Symptom: Can't locate 001-navigate.md file

Solution:

  1. Check Chrome actually navigated (look for URL confirmation)
  2. Find latest session: ls -lt ~/Library/Caches/superpowers/browser/*/
  3. Session directory format: YYYY-MM-DD/session-TIMESTAMP/

Transcript Incomplete

Symptom: File exists but missing transcript

Solution:

  1. Page may still be loading - wait 2-3 seconds
  2. Try navigating again
  3. Some sessions require scrolling to load full content

sosumi.ai Returns Error

Symptom: 404 or invalid URL

Solution:

  1. Verify framework name spelling
  2. Check sosumi.ai format: /documentation/[frameworkname]
  3. Fallback: Use developer.apple.com but expect HTML

Verification Checklist

Before using captured content:

  • ☐ Transcript includes timestamps
  • ☐ Code samples are complete (not truncated)
  • ☐ Speaker names and chapter markers present
  • ☐ Multiple speakers properly attributed
  • ☐ Code syntax highlighting preserved

Resources

Skills: superpowers-chrome:browsing, writing-skills, reviewing-reference-skills


Time Saved: Using this technique saves 30-40 minutes per WWDC session vs. manual video watching and transcription. For comprehensive research spanning multiple sessions, savings compound to 3-4 hours per skill.

平台分布

Claude Code

29.36%
按下载量换算486

OpenCode

23.75%
按下载量换算393

Antigravity

18.2%
按下载量换算301

Codex

11.2%
按下载量换算185

Cursor

7.71%
按下载量换算128

Gemini CLI

3.64%
按下载量换算60

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

可疑

权限和风险

接触敏感数据

该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。

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