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mars-cloud-evaluation-metrics

100 / 100 · Low risk

Fine to try.

By cxcscmu/SkillLearnBench (GitHub) · media · 93 stars · scanned at commit 726e1f7

Compute F1 score and delta (average distance) metrics for Mars cloud cluster evaluation. Use this skill when evaluating DBSCAN clustering results against expert annotations, including handling edge cases like images with no clusters, no expert points, or no matches.

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/'mars-cloud-evaluation-metrics' ] || [ -L ~/.agents/skills/'mars-cloud-evaluation-metrics' ]; then echo 'A skill folder named mars-cloud-evaluation-metrics already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/cxcscmu/SkillLearnBench' "$d" && git -C "$d" checkout --quiet '726e1f79b96b0cb3d729d0e55a1c847e0b5353ae' -- 'skills/b4-skill-creator-claude-haiku-4-5/dbscan-parameter-tuning/mars-cloud-evaluation-metrics' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/b4-skill-creator-claude-haiku-4-5/dbscan-parameter-tuning/mars-cloud-evaluation-metrics' ~/.agents/skills/'mars-cloud-evaluation-metrics' && 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/'mars-cloud-evaluation-metrics' ~/.claude/skills/'mars-cloud-evaluation-metrics' (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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