Skilloop

Real outputs

Rendered with this skill on our machine, unedited.
YouTube Thumbnail Lab — saas 48 hours
saas 48 hoursPrompt: examples/saas-48-hours.prompt.txt

How to use

  1. 1

    Copy the install prompt

    Click the black button. One click, done.

  2. 2

    Paste it to your agent

    Send it in Claude Code, Codex, Cursor or similar. It installs itself.

  3. 3

    Ask in one sentence

    Say what you want, like below, and the agent follows this skill.

You:/youtube-thumbnail-lab make me: YouTube and B站 creators

Example message showing how to invoke it, not a real output.

What you get

  • 1280x720 thumbnails for the chosen concepts
  • A concept table to pick from or A/B test
  • Small-size readability check before you publish

Good fit

  • YouTube and B站 creators
  • A/B testing thumbnails
  • Channels without a thumbnail designer

Not for

  • Using a real person's face without a reference photo
  • Misleading clickbait

What you need

  • Python 3.9+ (standard library only)
  • OPENAI_API_KEY (+ OPENAI_BASE_URL for gateways)
  • Pillow for exact-size crops (optional)
  • ≈ $0.04 per medium 1536px image
License
Proprietary (Skilloop Pro)
Author
@Skilloop
Version
v1.0.0
Output
Image
Generates with
GPT Image 2 via any OpenAI-compatible API (your key)
Runs in:Claude CodeCodexCursor

Built and maintained by Skilloop (Pro). Every sample below was produced by this exact skill. Source packages are proprietary — not MIT.

Package contents

  • youtube-thumbnail-lab/LICENSE
  • youtube-thumbnail-lab/SKILL.md
  • youtube-thumbnail-lab/examples/saas-48-hours.prompt.txt
  • youtube-thumbnail-lab/examples/seven-ai-video-tools.prompt.txt
  • youtube-thumbnail-lab/scripts/crop.py
  • youtube-thumbnail-lab/scripts/generate.py
  • youtube-thumbnail-lab/templates/concepts.md
  • youtube-thumbnail-lab/templates/prompt-template.md

SKILL.md

Design click-worthy YouTube / Bilibili thumbnails (1280x720) from a video title — writes 3 concept directions (face+reaction, object+text, before/after), generates the chosen ones with GPT Image via any OpenAI-compatible API, and checks readability at small size. Use for YouTube thumbnail, B站封面, video cover, thumbnail A/B test.

Unlock with Pro

Skilloop Originals are included with Pro, or you can buy one Original once. Preview stays open; install, ZIP and install.md need Pro or a purchase of that skill.

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