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resonance-ops-improve

100 / 100 · Low risk

Fine to try.

By manusco/resonance (GitHub) · coding · 39 stars · scanned at commit cc268b8

The self-improving loop. Reads the eval scorecard, finds the skills that show no measured lift, sharpens the skill body or its rubric, and keeps a change only when it raises the measured lift. Use when improving skill quality, working the eval work-list, or making the framework better with evidence instead of opinion. Manual-only (it edits skills and rebuilds).

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

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

if [ -e ~/.agents/skills/'resonance-ops-improve' ] || [ -L ~/.agents/skills/'resonance-ops-improve' ]; then echo 'A skill folder named resonance-ops-improve already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/manusco/resonance' "$d" && git -C "$d" checkout --quiet 'cc268b83da6defab9adaf216d329fb1d6f33aaa3' -- '.agents/skills/ops/improve' && mkdir -p ~/.agents/skills && cp -R "$d"/'.agents/skills/ops/improve' ~/.agents/skills/'resonance-ops-improve' && 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/'resonance-ops-improve' ~/.claude/skills/'resonance-ops-improve' (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
2026-11-14cc268b8100