Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
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Auto Performance

Category: General  ·  Sub-category: automation  ·  Last updated:
Make code measurably faster without breaking it: metric + reproducible baseline FIRST, profile to the real hotspots, then per hotspot apply a change and re-benchmark — kept ONLY if the win is real beyond variance AND correctness holds; otherwise reverted. Stops at the target or diminishing returns. Never accepts an unmeasured "should be faster".
Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

Auto Performance includes pricing or quota commentary. The SKILL.md runs to about 1,040 words, in the catalog's typical mid-range.

Source
ulpi-io.github.io/skills-autonomous-engineering
Original author
ulpi-io
Indexed lastmod
Catalog position
General · automation
Indexed related skills
10

How Auto Performance fits the catalog

Auto Performance sits in the General category under the automation sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

<EXTREMELY-IMPORTANT> Optimization without measurement is superstition, and optimization that breaks correctness is a regression. Non-negotiable: 1. MEASURE FIRST. Establish the metric + a reproducible baseline benchmark BEFORE any change. No baseline → no optimization; you can't improve what you haven't measured. 2. PROFILE, DON'T GUESS. Target the hotspots the profiler shows, not the ones intuition suggests. Most guessed bottlenecks aren't; optimizing a non-hotspot adds complexity for no gain. 3. BENCHMARK-GATED ACCEPT. Keep a change ONLY if a re-benchmark shows a REAL improvement (beyond…

What this skill does

Auto Performance is a community-contributed Claude Code skill in the automation sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/auto-performance/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Auto Performance Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 153,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

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

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

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

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

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.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Auto Performance Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/auto-performance/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Auto Performance skill do?
Make code measurably faster without breaking it: metric + reproducible baseline FIRST, profile to the real hotspots, then per hotspot apply a change and re-benchmark — kept ONLY if the win is real beyond variance AND correctness holds; otherwise reverted. Stops at the target or diminishing returns. Never accepts an unmeasured "should be faster".
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Auto Performance skill?
Use Auto Performance when your Claude Code task falls under the General category — specifically in the automation area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Auto Performance" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Auto Performance skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Auto Performance is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
ulpi-io. (2026). Auto Performance [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/auto-performance/
BibTeX
@misc{auto-performance-2026,
  author    = {ulpi-io},
  title     = {Auto Performance [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/auto-performance/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge
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<script>
<script src="https://claudskills.com/embed/auto-performance.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/auto-performance.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: Auto Performance"></iframe>

Security scan

Grade A · scanned 2026-07-18 — free static scan against the OWASP Agentic Skills Top 10.

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Browse all General skills in the ClaudSkills registry, or explore these other picks from the same category:

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

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