Individual skill

thumbnail-accuracy-scorecard

Use when thumbnail concepts need real-size, accuracy-first scoring without misleading claims. Not for generating thumbnails or declaring winners that fail the accuracy rubric.

.devin/skills/thumbnail-accuracy-scorecard/SKILL.md

Read pinned source

Source commit b0e8ce89a19fac880251dc3ea1babfeb4503a4fe

What was checked

Matches the observed repository HEAD
Yes
Scanner rules are current
Yes
Repository scan complete
No
Skill scan complete
Yes
Observed behavior
Instructions only
Last checked
Nov 4, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings)
55
Repository last updated
Sep 28, 2026
License
Apache-2.0

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
Read excerpt

# Thumbnail accuracy scorecard

## Contract

| Field | Bound contract |
|---|---|
| Trigger | Thumbnail concepts need real-size, accuracy-first scoring without misleading claims. |
| Authority | Human-gated: asks for asset approval before rendering approved assets; otherwise reversible local: writes only named local artifacts; rollback is undo. No remote mutation. |
| Side effect | Accuracy-gated thumbnail scorecard with per-dimension scores and an immutable receipt. |
| Done | One accurate winner and two accurate runners-up clear the fixed rubric threshold. |
| Stop | No accurate winner; approval blocked; budget exhausted. Bound: platform, audience, rubric, assets, round cap. |

## Inputs