Turn existing source code into reusable learning materials. This skill identifies architectural patterns and implementation techniques, then organizes them into a SKILL.md with structured metadata, explanatory code templates, practical examples, and validation steps.
中文简介正在准备中。当前显示英语简介。
Analyze existing source code to identify key patterns and generate comprehensive educational skill documentation with proper YAML frontmatter, architectural analysis, code templates, and usage examples.
安装前可以查看交给 AI 代理的指令内容。
This skill guides you through the process of analyzing an existing source code implementation and transforming it into comprehensive educational documentation in the form of a skill file.
When you have a reference implementation and need to create teaching materials or reusable documentation from it, follow this systematic workflow to extract patterns, analyze architecture, and generate well-structured educational content.
First, read the complete source file to understand its full scope:
# Read the source file
cat /path/to/source/file.ext
Or use file reading tools to access the content programmatically.
Analyze the code to identify:
Take notes on 3-5 major patterns that define the implementation.
# Create skill directory
mkdir -p skills/skill-name
# If you need auxiliary files (examples, scripts, etc.)
mkdir -p skills/skill-name/examples
mkdir -p skills/skill-name/templates
Create a SKILL.md file with the following structure:
---
name: descriptive-skill-name
description: Brief one-sentence description of what the skill teaches
---
Frontmatter rules:
--- fencesname: lowercase, use hyphens for spacesdescription: concise but informative (1-2 sentences max)Organize the content into clear sections:
# [Skill Title]
## Overview
Brief introduction to what pattern/technique is being taught.
## Key Patterns Identified
### Pattern 1: [Name]
**Purpose**: What problem does it solve?
**Implementation**: How is it implemented in the reference code?
**Key Code Elements**:
- Relevant classes/functions
- Important variables/structures
### Pattern 2: [Name]
[Same structure as Pattern 1]
[Continue for 3-5 main patterns]
## Complete Code Template
Provide a minimal but complete implementation:
\`\`\`[language]
// Simplified, well-commented version of the key code
// Include only essential elements
// Add explanatory comments
\`\`\`
## Usage Examples
### Example 1: Basic Usage
\`\`\`[language]
// Practical example showing how to use the pattern
\`\`\`
### Example 2: Advanced Usage
\`\`\`[language]
// More complex scenario
\`\`\`
## Best Practices
- List key recommendations
- Common pitfalls to avoid
- Performance considerations
- Testing strategies
## When to Use This Pattern
Explain scenarios where this pattern is appropriate and where it might not be the best choice.
## Related Patterns
Reference related techniques or alternative approaches.
## References
- Link to original source (if applicable)
- Related documentation
- Further reading
After creating the skill file, verify:
# Check file exists
ls -la skills/skill-name/SKILL.md
# Verify frontmatter format
head -n 5 skills/skill-name/SKILL.md
# Should show:
# ---
# name: skill-name
# description: Description here
# ---
Ensure:
--- on line 1name and description fields---If the pattern benefits from additional resources:
Example script (examples/demo.sh):
#!/bin/bash
# Demonstration script showing the pattern in action
Template file (templates/starter.template):
# Ready-to-use template that users can copy
Configuration example (examples/config.example):
# Sample configuration demonstrating best practices
[your-project], [input-file] for context-specific valuesGiven a VirtualList.ts source file implementing virtual scrolling:
skills/virtual-scrolling-pattern/virtual-scrolling-patternBefore finalizing the skill:
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Prepare audio stems, the separate parts of a track, for mixing by matching their durations with silence, loops, or crossfades. Verify each generated and processed file before moving to the next production step.
中文简介正在准备中。当前显示英语简介。
Produce audio in separate stems, meaning individual instrument tracks, and verify each output as you go. Align track lengths with silence, loops, or crossfades, then apply effects, mix a master, and package the files.
中文简介正在准备中。当前显示英语简介。
Build serverless endpoints that relay external API requests for a dashboard while keeping API keys on the server. Includes Vercel examples for input checks, caching, cross-origin access, and consistent JSON responses.
中文简介正在准备中。当前显示英语简介。
Produce a master track and separate audio parts through a structured Python workflow. Apply filters and reverb, export WAV files with consistent settings, package them in a ZIP archive, and check that the deliverables meet the requested specifications.
中文简介正在准备中。当前显示英语简介。
Keep document creation moving when web searches and page retrieval repeatedly fail. The skill preserves the original task, uses the model’s existing knowledge, and clearly identifies information that could not be checked against external sources.
中文简介正在准备中。当前显示英语简介。
When Python execution repeatedly fails in execute_code_sandbox, use a file-based alternative: save the script, run it through the shell, and capture results or errors. The guidance covers paths, imports, timeouts, structured output, and optional cleanup.
中文简介正在准备中。当前显示英语简介。