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benchmark-optimization-loop

80 / 100 · Low risk

Fine to try. Some of what it can do is expected: a coding skill usually runs build and test commands.

By affaan-m/ECC (GitHub) · coding · 300,508 stars · scanned at commit d2ef268

Convert 'make it faster' requests into a bounded measured optimization loop — baseline first, generate one-hypothesis variants, benchmark each against a correctness gate, and promote the fastest safe variant with reproducible commands. Use when asked to speed something up, try many variants, run recursive optimization, benchmark latency/throughput/cost, or pick the best implementation by repeated measured tests.

Works with any agent that supports SKILL.md skills.

What this skill can do

Runs commands on your computer

The author does not mention this. It runs automatically when the plugin is installed. Expected for a coding skill.

Found in 44 places.

Show 17 more

and 24 more places

Downloads and installs other software

The author does not mention this. It runs automatically when the plugin is installed.

Found in 2 places.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'benchmark-optimization-loop' ] || [ -L ~/.agents/skills/'benchmark-optimization-loop' ]; then echo 'A skill folder named benchmark-optimization-loop already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/affaan-m/ECC' "$d" && git -C "$d" checkout --quiet 'd2ef2680594f9a17526a6e1a2e18b3d242c5d17b' -- 'pi/core/skills/benchmark-optimization-loop' && mkdir -p ~/.agents/skills && cp -R "$d"/'pi/core/skills/benchmark-optimization-loop' ~/.agents/skills/'benchmark-optimization-loop' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'benchmark-optimization-loop' ~/.claude/skills/'benchmark-optimization-loop' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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Score history

DateVersionScore
2026-11-08d2ef26880
2026-11-06b38be6a80

Also found in

Identical copies of this skill exist at: