Skilllibrary skill-trigger-optimization

Fix skill routing problems by rewriting the description field and "When to use" triggers to improve precision and recall. Use this when a skill isn't triggering when it should (undertriggering), fires on wrong inputs (overtriggering), or the description reads as vague marketing copy instead of routing logic. Do not use for fixing output quality when routing is correct (use skill-refinement), creating new skills (use skill-authoring), or when the problem is procedure not routing.

install
source · Clone the upstream repo
git clone https://github.com/merceralex397-collab/skilllibrary
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/merceralex397-collab/skilllibrary "$T" && mkdir -p ~/.claude/skills && cp -r "$T/03-meta-skill-engineering/skill-trigger-optimization" ~/.claude/skills/merceralex397-collab-skilllibrary-skill-trigger-optimization && rm -rf "$T"
manifest: 03-meta-skill-engineering/skill-trigger-optimization/SKILL.md
source content

Purpose

Fixes skill routing problems by rewriting the description field and "When to use" triggers. The description is routing logic—it determines when a host invokes the skill. Bad descriptions cause undertriggering (doesn't fire when should) or overtriggering (fires when shouldn't).

When to use this skill

Use when:

  • Skill isn't triggering when it should (undertriggering)
  • Skill is triggering when it shouldn't (overtriggering, false positives)
  • User says "why isn't this skill being used?", "wrong skill fired", "fix the triggers"
  • Eval shows poor routing accuracy (low precision or recall)
  • Description is vague, generic, or reads like marketing copy

Do NOT use when:

  • Skill triggers correctly but output wrong (use
    skill-refinement
    )
  • Creating new skill (use
    skill-authoring
    )
  • Entire skill needs rewrite (use
    skill-authoring
    )
  • Problem is procedure, not routing

Operating procedure

  1. Diagnose the routing problem:
    • Undertriggering: What phrases should trigger but don't? List 3-5
    • Overtriggering: What triggered but shouldn't? What should have?
    • Confusion: Which skill being confused? What distinguishes them?
  2. Analyze current description:
    • Is first phrase most discriminating signal?
    • Does it mention trigger words users actually say?
    • Does it describe what skill produces?
    • Does it have "Do NOT use when" anti-triggers?
  3. Identify discriminating signals:
    • What words/phrases ONLY appear when this skill should trigger?
    • What context signals indicate this skill?
    • What's minimal set that reliably indicates this skill?
  4. Rewrite the description:
    • First phrase: Most discriminating signal (verb + specific object)
    • Include: Specific trigger phrases users say
    • Include: What skill produces/does
    • Avoid: Generic ("helps with", "assists in")
    • Avoid: Marketing ("powerful", "comprehensive")
  5. Add explicit anti-triggers:
    • "Do NOT use when: [confusion case] (use
      alternative
      instead)"
    • Cover most common false positive scenarios
  6. Test the new description:
    • Would undertriggering phrases now match?
    • Would overtriggering phrases now NOT match?
    • Still risk of confusion?

Output defaults

## Trigger Optimization: [skill-name]

### Problem
[Undertriggering | Overtriggering | Confusion]
Examples: [problematic inputs]

### Analysis
- Current first phrase: "[current]"
- Missing trigger words: [list]
- Overly generic terms: [list]

### Rewritten Description
**Before**: "[current]"
**After**: "[new with specific triggers]"

### Anti-triggers Added
- Do NOT use when: [case] (use `skill-x`)

### Verification
- [ ] Undertriggering cases now match
- [ ] Overtriggering cases now don't match
- [ ] No new confusion

References

Failure handling

  • Can't identify discriminating signals: Skill may be too broad—recommend
    skill-variant-splitting
  • Every fix causes new false positives: Overlapping scope—redesign boundaries
  • No usage data: Create synthetic tests, optimize against those
  • Genuine overlap with another skill: Consider merging or explicit routing rules