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.