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Agent Skill · 研究检索

thumbnail(thumbnail 搜索)

thumbnail 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

thumbnail 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证信息还不明确,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 36,833。

总安装 1,854周安装 75GitHub Stars 124下载 582核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:thumbnail(thumbnail 搜索)
来源仓库:https://github.com/kenneth-liao/ai-launchpad-marketplace
仓库路径:skills/thumbnail
安装命令:
npx skills add https://github.com/kenneth-liao/ai-launchpad-marketplace --skill thumbnail
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/kenneth-liao/ai-launchpad-marketplace --skill thumbnail

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

thumbnail 用于查找、检索和筛选相关信息。适合在关键词搜索或任务场景中快速定位候选结果。可结合来源仓库和原始 README 核验具体用法。

安装命令:npx skills add https://github.com/kenneth-liao/ai-launchpad-marketplace --skill thumbnail 安装前建议确认权限范围和维护状态。

来源仓库内路径:skills/thumbnail

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/kenneth-liao/ai-launchpad-marketplace --skill…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

thumbnail 怎么安装?

在终端执行 npx skills add https://github.com/kenneth-liao/ai-launchpad-marketplace --skill thumbnail。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

thumbnail 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

thumbnail 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

thumbnail 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

thumbnail 用的人多吗?

公开数据是累计安装 1,854 次,近一周安装 75 次,下载 582 次,GitHub 124 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

thumbnail 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
thumbnail

thumbnail 搜索 · 本页

1,854124需要联网未明确有提醒

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Thumbnail Skill

This skill enables generation of high-performing thumbnails and cover images optimized for click-through rate (CTR). Thumbnails are designed to spark curiosity, complement titles, and compel viewers to click.

Image Generation

All image generation and editing goes through the creator-stack:nanobanana skill — it provides access to Gemini image models (Pro and Flash) with support for text-to-image, image editing, multi-image reference, and high-resolution output. Invoke it before generating or editing any thumbnail.

Model Selection for Thumbnails

  • Pro (default) — Use for final production thumbnails. Supports 2K/4K resolution, up to 14 reference images, and thinking mode for better composition.
  • Flash — Use for rapid exploration and draft concepts. Faster and cheaper, good for iterating on ideas before committing to a final version.

Rule of thumb: Use Flash for exploration batches (generate 5-10 variations), then Pro for the final production image.

Essential References

Read both of these before generating any thumbnail — they contain the design patterns and prompting techniques that make the difference between a generic image and a high-CTR thumbnail:

  1. references/thumbnail-formulas.md — Design formulas for high CTR thumbnails through proven strategies. These principles apply universally across platforms.
  2. references/prompting-guidelines.md — Thumbnails are generated using Gemini image models (NanoBanana). The prompting guidelines help you get more predictable and consistent results.

Skipping these leads to generic thumbnails that don't follow proven patterns — always load them first.

Platform Context

When invoked by orchestrator skills, platform-specific context (dimensions, safe zones, format requirements) may be provided. Use the provided context to set the correct output dimensions and constraints.

Default dimensions: When no platform context is given, default to YouTube thumbnail dimensions (1280x720, 16:9 aspect ratio).

Common platform dimensions:

  • YouTube thumbnail: 1280x720 (16:9)
  • Blog feature image: 1200x630
  • Course thumbnail: 1280x720 or 1080x1080
  • Newsletter header: 1100x220 or 1200x630
  • Social media card: 1200x675

Always confirm the target platform before generating to ensure correct dimensions.

Reference Images

With both generating and editing thumbnails, you can include reference images. Examples include but are not limited to thumbnail templates, headshots, icons, logos, or images for style transfer. See the Prompting Guidelines above for more.

All reference images MUST be passed using absolute paths.

Using Official Logos

If using company logos, use actual images by passing the absolute path to the image files instead of simply describing them. Nanobanana does not know what common company logos look like.

If a company logo is not locally available, you can search for it online and download it using curl, then pass the absolute path to the downloaded image in the prompt. Save all downloaded images to ./downloads/, making the directory if it does not exist.

Common Mistakes to Avoid

WRONG: "create the Claude AI logo (an orange C shape)" CORRECT: Pass the actual logo file as a reference image

WRONG: "add the Python logo" CORRECT: Use /absolute/path/to/python-logo.png as a reference image

Proven Designs

If you know the content title or subject, search for related OUTLIER content. Focus on OUTLIERS because they are already proven to work well and very likely have high click-through rates. Videos are outliers if they have a high amount of views compared to the subscriber count of the channel. For example, if a video has 10,000+ views from a channel with less than 5,000 subscribers, that video is an outlier.

Once you have a list of outlier videos, you can access their thumbnails and use them to style transfer.

Here is a URL example of a standard definition thumbnail for a video with id "rmvDxxNubIg": https://img.youtube.com/vi/rmvDxxNubIg/sddefault.jpg. You can download the image using curl to ./downloads/outliers/, and then read the image file to understand it. Use it as a reference image when using for style transfer.

Brand Compliance

When creating visual assets for The AI Launchpad, invoke creator-stack:brand-guidelines to resolve the correct design system and check anti-patterns. This ensures all thumbnails are consistent with the established brand identity, color palette, and visual style.

For other brands, check if a brand guidelines skill exists at ~/.claude/skills/ and apply any relevant design constraints.

Workflows

Generating Thumbnail Concepts

Once you have generated an initial thumbnail concept or prompt, use the Thumbnail Reviewer agent to review the concept and provide feedback. The reviewer will provide a critique and suggest improvements. Consider the reviewer's feedback and incorporate it before proceeding. Limit the generate-review-regenerate loop to a single pass — additional iterations yield diminishing returns and the reviewer's first critique captures the most impactful changes.

Optimizing Thumbnails

Because creator-stack:nanobanana supports image editing, you can iteratively modify and improve a previously generated thumbnail. Pass the original thumbnail as a reference image and describe the desired changes.

Always review generated thumbnails to ensure they meet the complete design formulas and original intent. If not, you can iterate by editing the original thumbnail. Limit the generate-review-regenerate loop to a single pass — additional iterations yield diminishing returns and the reviewer's first critique captures the most impactful changes.

User Assets

If the user has specified any local assets (e.g. thumbnail templates, headshots, icons, logos, etc.) in their local context, bias towards incorporating them into the thumbnail when relevant. For example, thumbnails with actual people in them have been shown to perform better.

适合场景

01

文本生成图片

02

图片风格化

03

产品图和创意图

04

需要 FLUX 模型时

能力概览

能力 1

调用 FLUX 图像模型

能力 2

支持文本生图和图像改写

能力 3

覆盖 LoRA 或风格适配

能力 4

适合创意视觉生成

平台分布

Codex

34.87%
按下载量换算203

Claude

30.62%
按下载量换算178

Cursor

19.93%
按下载量换算116

Gemini CLI

10.21%
按下载量换算59

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

可疑

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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