Emc
aklofas/kicad-happy
EMC pre-compliance risk analysis for KiCad PCB designs — 18 check categories, 44 rule IDs covering ground planes, decoupling, I/O filtering, switching harmonics, clock routing, differential pair…
Automatically optimize a skill's SKILL.md by running test cases, scoring results, and iteratively improving instructions
Install Optimize Skill
$ npx skills add ghbalf/freecad-ai --skill optimize-skill -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ghbalf/freecad-ai optimize-skill --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ghbalf/freecad-ai.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/optimize-skill .claude/skills/optimize-skill && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "optimize-skill" agent skill from https://github.com/ghbalf/freecad-ai/tree/master/skills/optimize-skill into .claude/skills/optimize-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "optimize-skill", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ghbalf/freecad-ai/tree/master/skills/optimize-skillType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ghbalf/freecad-ai --skill optimize-skill -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ghbalf/freecad-ai optimize-skill --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ghbalf/freecad-ai.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/optimize-skill .agents/skills/optimize-skill && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "optimize-skill" agent skill from https://github.com/ghbalf/freecad-ai/tree/master/skills/optimize-skill into .agents/skills/optimize-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "optimize-skill", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ghbalf/freecad-ai --skill optimize-skill -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ghbalf/freecad-ai optimize-skill --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ghbalf/freecad-ai.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/optimize-skill .cursor/skills/optimize-skill && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "optimize-skill" agent skill from https://github.com/ghbalf/freecad-ai/tree/master/skills/optimize-skill into .cursor/skills/optimize-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "optimize-skill", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ghbalf/freecad-ai.git --path skills/optimize-skill--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ghbalf/freecad-ai --skill optimize-skill -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ghbalf/freecad-ai optimize-skill --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ghbalf/freecad-ai.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/optimize-skill .gemini/skills/optimize-skill && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "optimize-skill" agent skill from https://github.com/ghbalf/freecad-ai/tree/master/skills/optimize-skill into .gemini/skills/optimize-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "optimize-skill", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ghbalf/freecad-ai optimize-skillInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ghbalf/freecad-ai --skill optimize-skill -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ghbalf/freecad-ai.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/optimize-skill .github/skills/optimize-skill && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "optimize-skill" agent skill from https://github.com/ghbalf/freecad-ai/tree/master/skills/optimize-skill into .github/skills/optimize-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "optimize-skill", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ghbalf/freecad-ai --skill optimize-skill -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ghbalf/freecad-ai optimize-skill --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ghbalf/freecad-ai.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/optimize-skill .opencode/skills/optimize-skill && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "optimize-skill" agent skill from https://github.com/ghbalf/freecad-ai/tree/master/skills/optimize-skill into .opencode/skills/optimize-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "optimize-skill", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
optimize-skill- GitHub stars
- 550
- Token cost
- ~216 tokens
- SKILL.md length
- 98 words
- Files
- 2
- Skills in repo
- 9
- Repo updated
- First seen
- Licence
- LGPL-2.1
At a glance
Automatically optimize a skill's SKILL.md by running test cases, scoring results, and iteratively improving instructions
- Works in 5 steps: Select a skill and define test cases → The optimizer runs each test case,… → The LLM analyzes failures and modifies… → …
- Tasks that involve Test generation
- SKILL.md covers Usage and How It Works
- Runs Python scripts from its folder
What it does
Optimize Skill is an agent skill from ghbalf/freecad-ai. Automatically optimize a skill's SKILL.md by running test cases, scoring results, and iteratively improving instructions
Its SKILL.md is about 220 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `handler.py`).
It sits in Testing & QA, covering Test generation. The repository describes itself as: AI-powered assistant workbench for FreeCAD — generate 3D models from natural language.
When your agent uses it
- Tasks that involve Test generation
Example prompts
- “/optimize-skill”
Requirements
- Python 3
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- 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
What it can do on your machine
Read from SKILL.md and the folder at commit 5ef1e2d. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships script files (Python), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
github.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Optimize Skill loads about 216 tokens when it runs. Until then it costs about 34 tokens; SKILL.md has 98 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from ghbalf/freecad-ai at commit 5ef1e2d, republished under its LGPL-2.1 licence (© ghbalf). 98 words, ~216 tokens.
Download SKILL.mdSave it as
.claude/skills/optimize-skill/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- 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
© ghbalf, LGPL-2.1. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 1 other file in skills/optimize-skill of ghbalf/freecad-ai.
- SKILL.md
- handler.py
Open the folder on GitHubat commit 5ef1e2d
Compare with similar skills
Optimize Skill next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Optimize Skill this skillghbalf/freecad-ai | 550 | — | ~216 | Automated safety check: Pass | LGPL-2.1 | |
| Emcaklofas/kicad-happy | 1.4k | 1 repos | ~2.8k | Automated safety check: Pass | MIT | |
| Swig Testswig/swig | 6.3k | — | ~2.3k | Automated safety check: Pass | Custom licence | |
| Generate Test Cases342164796/generate-test-cases | 119 | 1 repos | ~2.9k | Automated safety check: Pass | None | |
| Verify Cc Safety Netkenryu42/cc-safety-net | 1.6k | — | ~2k | Automated safety check: Pass | MIT | |
| Wioworkersio/skills | 190 | — | ~5.8k | Automated safety check: Pass | MIT |
Similar skills
Swig Test
swig/swig
Run SWIG test suite for specific languages. An agent skill from swig/swig.
Generate Test Cases
342164796/generate-test-cases
自主学习型测试文档生成器。从需求文档（Markdown）生成测试用例 XMind 文件，支持持久化记忆和持续学习。当用户提到"生成测试用例"、"根据需求生成测试"时触发。
Verify Cc Safety Net
kenryu42/cc-safety-net
Launch and drive the real cc-safety-net CLI — the hook decision path, explain, status/doctor, logs, and the local policy GUI — against an isolated home, capturing evidence.
Wio
workersio/skills
Testing workflow skill for finding high-value test candidates, writing focused tests, generating realistic workloads, reviewing test value, and diagnosing test-suite health.
- Official
File Server
microsoft/WindowsProtocolTestSuites
ALWAYS LOAD THIS SKILL when working with FileServer, SMB, SMB2, SMB3, CIFS, file sharing, MS-SMB2, MS-FSCC, MS-FSA, MS-DFSC, MS-FSRVP, MS-RSVD, MS-SQOS, or any file server protocol test…
More from ghbalf/freecad-ai
All 9 skills in this repoSkill Creator
ghbalf/freecad-ai
Create new FreeCAD AI skills, modify existing skills, and iteratively improve them.
Create Validation
ghbalf/freecad-ai
Generate a draft VALIDATION.md for a skill by analyzing its SKILL.md construction steps
Enclosure
ghbalf/freecad-ai
Generate a parametric electronics enclosure with a base and lid.
Fastener Hole
ghbalf/freecad-ai
Create standard fastener holes: clearance, counterbore, or countersink.
Gear
ghbalf/freecad-ai
Create an involute spur gear using FreeCAD's Part module. An agent skill from ghbalf/freecad-ai.
Lattice
ghbalf/freecad-ai
Generate a 3D lattice or infill pattern inside a bounding region.
Related
Categories
Questions about Optimize Skill
What does Optimize Skill do?
Automatically optimize a skill's SKILL.md by running test cases, scoring results, and iteratively improving instructions. Optimize Skill is an agent skill from ghbalf/freecad-ai.
When should I use Optimize Skill?
Optimize Skill fits situations like: tasks that involve Test generation.
How do I install Optimize Skill in Claude Code?
Run `npx skills add ghbalf/freecad-ai --skill optimize-skill -a claude-code`. Or copy the skill folder (skills/optimize-skill in ghbalf/freecad-ai) into .claude/skills/optimize-skill in your project. Claude Code loads it when a task matches its description.
How do I install Optimize Skill in Codex?
Run `npx skills add ghbalf/freecad-ai --skill optimize-skill -a codex`. Or copy the skill folder (skills/optimize-skill in ghbalf/freecad-ai) into .agents/skills/optimize-skill in your project. Codex loads it when a task matches its description.
Can I use Optimize Skill in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ghbalf/freecad-ai --skill optimize-skill -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/optimize-skill, .gemini/skills/optimize-skill, .github/skills/optimize-skill and .opencode/skills/optimize-skill in your project.
What does Optimize Skill need to run?
Going by SKILL.md and its folder, Optimize Skill needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Optimize Skill access the network?
SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.
Is Optimize Skill safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Optimize Skill use?
Optimize Skill is published under the LGPL-2.1 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Optimize Skill use?
About 216 tokens (SKILL.md is roughly 864 characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Optimize Skill?
Skills that share tags, products or a category with Optimize Skill: Emc (aklofas/kicad-happy, 1.4k stars), Swig Test (swig/swig, 6.3k stars), Generate Test Cases (342164796/generate-test-cases, 119 stars) and Verify Cc Safety Net (kenryu42/cc-safety-net, 1.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Optimize Skill?
ghbalf (a GitHub user) maintains it in ghbalf/freecad-ai, which has 550 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on October 3, 2026.
Source: ghbalf/freecad-ai on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.