Agent Skills › ghbalf/freecad-ai › optimize-skill

optimize-skill

GitHub

自动优化AI技能的SKILL.md文件，通过迭代运行测试用例、评估结果并利用LLM改进指令。支持配置对话框和预设技能名，收集指标并备份原始版本，直至分数收敛。

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

Trigger Scenarios

用户需要优化或提升AI技能的指令质量用户希望自动化地通过测试反馈迭代改进技能定义

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