analyze-skill

Analyze the usage of a specified skill and output improvement suggestions for its SKILL.md triggers and prompt.

Arguments

• skill-name (required): The name of the skill to analyze (e.g., devg, review-pr)

If no argument is provided, ask the user for the skill name.

Execution Steps

Step 1: Retrieve Usage Data

Execute the following command using the Bash tool and capture the output:

bunx cc-skills-usage --conversations --skill <skill-name>

The output includes the following data:

• Skill Stats: Number of invocations
• Daily Stats: Daily usage counts
• Project Stats: Per-project usage counts
• Token Stats: Token consumption
• Recent Calls: Recent invocations (with triggerMessage)
• Conversation Stats: Skill usage rate across all sessions
• Recent Conversations: User messages from sessions where the skill was not used

Step 2: Read Skill Definition

Use the Read tool to read ~/.claude/skills/<skill-name>/SKILL.md. If the file is not found, use Glob to search under ~/.claude/skills/ to locate the skill directory.

Step 3: Analysis

Perform analysis from the following perspectives:

3a. Analysis of When the Skill Was Used

• Categorize user messages that triggered the skill from the triggerMessage field in Recent Calls
• Extract frequently used keywords and phrases

3b. Analysis of When the Skill Was NOT Used

• Review sessions where the skill was not used (hasSkillCalls: false or the target skill is not in skillsUsed)
• Examine userMessages from those sessions to find cases where the skill could have been applicable
• Identify missed trigger patterns

3c. Usage Frequency and Trend Analysis

• Review usage frequency trends from dailyStats
• Identify which projects use the skill most from projectStats

3d. Adoption Rate Analysis

• From conversationStats:
  • Percentage of sessions that used the skill out of total sessions
  • Per-project adoption rate

Step 4: Output Improvement Suggestions

Output the analysis results in the following format:

## Skill Analysis Report: <skill-name>

### Current Usage
- Total invocations: X
- Session usage rate: X% (Y/Z sessions)
- Primary projects: ...
- Usage trend: (increasing/stable/decreasing)

### When the Skill Was Used
- Pattern 1: Messages like "..." (X times)
- Pattern 2: Messages like "..." (Y times)
- ...

### Missed Opportunities
- User message "..." did not trigger the skill (session: ...)
- ...

### Improvement Suggestions

#### Add Trigger Keywords
Based on message patterns not currently captured by the SKILL.md, the following trigger keywords are suggested:
- `keyword1` — Reason: ...
- `keyword2` — Reason: ...

#### Improve Description
Current: "..."
Suggested: "..."
Reason: ...

#### Improve Prompt (SKILL.md Body)
- Improvement 1: ...
- Improvement 2: ...

Notes

• If data is limited (e.g., fewer than 5 invocations), state this explicitly and analyze as much as possible.
• If the skill has never been used, provide improvement suggestions based solely on the SKILL.md content.
• Suggestions must be specific and actionable. Avoid abstract advice.