ClaudSkills / Science & Research / math-stats

Ce Optimize

Quality score: 80/100  ·  Category: Science & Research  ·  Sub-category: math-stats
ai:llmtype:generator
Run metric-driven iterative optimization loops. Define a measurable goal, build measurement scaffolding, then run parallel experiments that try many approaches, measure each against hard gates and/or LLM-as-judge quality scores, keep improvements, and converge toward the best solution. Use when optimizing clustering quality, search relevance, build performance, prompt quality, or any measurable outcome that benefits from systematic experimentation. Inspired by Karpathy's autoresearch, generalized for multi-file code changes and non-ML domains.

What this skill does

Ce Optimize is a well-rated Claude Code skill (quality score 80/100) in the math-stats sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ce-optimize/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when optimizing clustering quality, search relevance, build performance, prompt quality, or any measurable outcome that benefits from systematic experimentation. Inspired by Karpathy's autoresearch, generalized for multi-file code changes and non-ML domains.

Who uses this skill

The Ce Optimize skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/ce-optimize
curl -L https://claudskills.com/skills/ce-optimize/SKILL.md \
  -o ~/.claude/skills/ce-optimize/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/ce-optimize/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/ce-optimize/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ce-optimize\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

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Part of ClaudSkills — the open registry for Claude Code skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt