skills/leegonzales/aiskills/skill-extractor

skill-extractor

SKILL.md

Skill Extractor

Transform repeated conversation patterns into reusable SKILL.md files.

Workflow

1. Gather Evidence

Ask: "Share a conversation excerpt where Claude did this task well, or describe a task you do repeatedly."

Accept:

  • Pasted conversation excerpts
  • Task descriptions with examples
  • Multiple examples to find common patterns

2. Identify the Pattern

Analyze for these elements:

Element Find This
Trigger What phrase starts this workflow?
Input What does user provide?
Transform What does Claude do with it?
Output What format/structure results?
Quality What separates good from bad?

3. Validate

Confirm: "It sounds like you want to [workflow]. Is that right?"

Refine: "What would you change? What context made it work?"

4. Generate SKILL.md

Output a complete skill file following the format in references/skill-template.md.

5. Test

Run the extracted skill on fresh input. Iterate until it works reliably.

Skill Archetypes

Type Pattern Example
Transformer Format A → Format B Notes → Email
Analyzer Input → Assessment Code → Review
Generator Parameters → Content Topic → Blog
Synthesizer Many → One Feedback → Themes

Viability Check

Strong candidates:

  • Done 3+ times with similar structure
  • Clear input → output transformation
  • Required specific prompting to work
  • Explainable to a colleague

Weak candidates:

  • One-off creative tasks
  • Simple Q&A (no workflow)
  • Requires external data
  • Too vague to define success

Output Deliverables

Provide:

  1. SKILL.md — Complete, ready to use
  2. Test prompt — Verify it works
  3. Usage examples — How to invoke
  4. Refinement notes — Next iteration

Example Extraction

User says: "I keep asking Claude to turn meeting notes into weekly updates."

Extracted pattern:

  • Trigger: "write weekly update" / "summarize this week"
  • Input: Bullet points from meetings
  • Transform: Organize by Accomplishments/In Progress/Blockers
  • Output: Professional email format
  • Quality: Outcome-focused, not activity-focused

Result: See references/example-extractions.md for the full weekly-update-writer skill.

References

  • references/skill-template.md — Standard skill format
  • references/example-extractions.md — Before/after examples
Weekly Installs
1
GitHub Stars
24
First Seen
Jan 25, 2026
Installed on
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