Setup & Installation
Or with the ClawHub CLI, for registry-managed skill folders outside a full OpenClaw workspace:
What This Skill Does
Monitors conversations for repeating workflow patterns and auto-drafts complete SKILL.md files when a pattern crosses a scoring threshold. On request, audits existing skills for clarity, completeness, and redundancy. Tracks detected patterns in a local JSON file to improve suggestions across sessions.
Eliminates the manual work of writing SKILL.md files by observing your actual behavior instead of asking you to document workflows upfront.
When to use it
- Capturing a research-to-report workflow you've explained three separate times
- Getting a full SKILL.md drafted after a long iterative problem-solving session
- Auditing all existing skills to find vague instructions or uncovered edge cases
- Spotting redundant skills that overlap and should be merged into one
- Identifying recurring weekly tasks that have no skill yet
Example Workflow
Here's how your AI assistant might use this skill in practice.
User asks: 'Analyze my skills'
- 1Scans all skills in the workspace skills/ directory
- 2Scores each skill on clarity, completeness, format specificity, and trigger definition
- 3Identifies workflow gaps based on conversation patterns
- 4Flags redundant or stale skills referencing outdated tools
- 5Returns a prioritized recommendation list with estimated time savings and usage frequency
Per-skill audit report with letter grades and a ranked list of new skills to create, each with impact score and frequency estimate