skill-improve

Run iterative test-fix-retest loops to improve local skill definitions.

Updated Apr 26, 2026
One-click install
npx skills add https://github.com/solace-ill/vector-flow --skill skill-improve-solace-ill
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: skill-improve
Source: https://github.com/solace-ill/vector-flow/tree/main/.claude/skills/skill-improve
Command: npx skills add https://github.com/solace-ill/vector-flow --skill skill-improve-solace-ill

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Improve the reliability and quality of a Skill by running an automated, test-fix-retest improvement loop.

Core Features & Use Cases

  • Baseline static checks to identify gaps.
  • Propose targeted fixes and rewrite the skill.
  • Re-test to verify impact and decide to keep or revert changes.

Quick Start

Run /skill-improve [skill-name] to start an automated improvement loop on a target skill.

Frequently Asked Questions about skill-improve

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate test-fix-retest cycles to improve a skill?▼

Iterative improvement applies static checks to establish a baseline, proposes targeted fixes, rewrites the local skill definition, and re-tests to decide whether to keep or revert based on score shifts.

How does automated skill improvement decide whether to keep or revert changes?▼

After re-testing, the workflow compares recorded before and after scores from static and category checks, keeping rewritten changes only if scores improve and reverting automatically if they drop.

Can I use category baselines when running static checks on a skill?▼

Yes, the improvement workflow supports optional category baselines alongside standard static checks to evaluate your skill against category-specific criteria before and after applying targeted fixes.

What's the best way to fix gaps identified by baseline static checks?▼

The best approach is running an automated workflow that generates targeted fixes for gaps found in static checks, rewrites the skill definition, and verifies the impact through re-testing before finalizing.

Why does my skill improvement loop revert changes after re-testing?▼

The iterative loop reverts changes when re-testing shows negative or neutral score shifts, ensuring only modifications that demonstrably improve static and category check baselines are kept.