optimize-skill

GitHub

通过迭代运行测试用例、评估结果并利用LLM分析失败原因，自动优化FreeCAD AI技能的SKILL.md指令，直至得分收敛或达到迭代上限。

skills/optimize-skill/SKILL.md ghbalf/freecad-ai

Trigger Scenarios

需要优化AI技能指令以提升性能时用户执行/optimize-skill命令配置优化任务时

Install

npx skills add ghbalf/freecad-ai --skill optimize-skill -g -y

More Options

Use without installing

npx skills use ghbalf/freecad-ai@optimize-skill

指定 Agent (Claude Code)

npx skills add ghbalf/freecad-ai --skill optimize-skill -a claude-code -g -y

安装 repo 全部 skill

npx skills add ghbalf/freecad-ai --all -g -y

预览 repo 内 skill

npx skills add ghbalf/freecad-ai --list

SKILL.md

Frontmatter

{
    "name": "optimize-skill",
    "description": "Automatically optimize a skill's SKILL.md by running test cases, scoring results, and iteratively improving instructions"
}

Skill Optimizer

Optimizes a FreeCAD AI skill by iteratively running it against test cases, evaluating the results, and using the LLM to improve the SKILL.md instructions.

Inspired by autoresearch.

Usage

Type /optimize-skill to open the configuration dialog, or /optimize-skill skill-name to pre-select a skill.

How It Works

Select a skill and define test cases
The optimizer runs each test case, collects metrics (errors, completions, measurements)
The LLM analyzes failures and modifies the SKILL.md
Repeat until the score converges or iterations are exhausted
The best version is saved; the original is always backed up