thumbnail-iterate
thumbnail-iterate is a YouTube & creator workflows skill for AI agents, published by daiki-beppu in the youtube-automation repository on GitHub. Skillspace rates thumbnail-iterate B (81/100) and it passed the safety scan; the rating is based on static analysis only.
Use when 伸びた動画を起点にサムネの勝因を分解し、統制した A/B 比較で次の勝ちサムネへ更新するとき。「伸びた動画のサムネ改善」「伸びた動画起点のサムネ A/B テスト」「伸びたサムネテスト」で発動。新規候補生成だけなら /thumbnail、単独の Studio Test & Compare は /thumbnail-test、失速原因分析は /flop-analysis、競合横並びは /thumbnail-compare、整合性監査は /alignment-check を使う
- Grade
- B
- Quality
- 81 / 100
- Safety
- Passed
- GitHub stars
- 161
Unproven: rated by static analysis only, not yet compared head-to-head.
Not launch-quality. It is graded B with a clean safety verdict, but our quality filters exclude it: a model that read it found it written only for the repository it lives in. So it is not in our launch-quality set, the skills our MCP server searches and recommends. How launch-quality is decided
Our two independent classifiers differ on this skill's category, so treat the placement as provisional.
This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.
Our review
- Architecture
- 100 / 100
- Maturity
- Structured: ships references or scripts
- Security scan
- No issues found
- License
- Not declared. Check the repository before reusing it.
- Adoption
- Adopted by 0 other repositories, in 0 collections
- Scope
- Repo-internal: written for the repository it lives in. References this repo's own sibling slash-commands in its thumbnail pipeline.
Not checked yet
- Not judged on the rubric yet (not a contender in its category)
- No blind task eval yet
- Sibling files (scripts, references) not fetched; security scan covers SKILL.md only
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