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Agent Skill · 前端设计

product-background-generation(product background generation 命令行)

product-background-generation 用于处理 GitHub 仓库、Issue、Pull Request 和代码协作信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要围绕仓库状态、代码变更或协作事项进行整理时使用。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。

product-background-generation 是前端设计类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为只读;许可证信息还不明确,第三方扫描有提醒项,按安装量在前端设计类的 10,216 个 Skill 里排第 5,967。

总安装 570周安装 24GitHub Stars 1下载 273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:product-background-generation(product background generation 命令行)
来源仓库:https://github.com/tara-shopos/shopos-prototype
仓库路径:skills/product-background-generation
安装命令:
npx skills add https://github.com/tara-shopos/shopos-prototype --skill product-background-generation
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/tara-shopos/shopos-prototype --skill product-background-generation

这个 Skill 是做什么的

前端设计类 Skill 关注页面结构、视觉规范和组件写法,输出通常是可运行的界面代码。

用于生成产品相关的背景图像或视觉素材。product-background-generation 属于前端设计类 Skill,可作为该场景下的辅助能力补充。适合在电商展示、广告创意或品牌物料制作中使用。通过 GitHub 安装,支持 Codex、Claude、Cursor 和 Gemini CLI 等宿主环境。

使用时需提供主题、色调或风格指引以确保一致性。安装前建议确认版权授权,避免使用受保护图案或商标。

来源仓库内路径:skills/product-background-generation

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/tara-shopos/shopos-prototype --skill product-b…;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

    它标注为只读,先用只读任务试一次,确认行为符合预期再扩大使用范围。

常见问题

6 条

product-background-generation 怎么安装?

在终端执行 npx skills add https://github.com/tara-shopos/shopos-prototype --skill product-background-…。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

product-background-generation 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。

product-background-generation 需要什么权限?

权限级别是只读。该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

product-background-generation 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。

product-background-generation 用的人多吗?

公开数据是累计安装 570 次,近一周安装 24 次,下载 273 次,GitHub 1 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。

product-background-generation 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。
  • 标注为只读权限,试用阶段不容易误改本地文件。

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。
  • 需要处理前端设计类任务、又不想每次都手写提示词的人。
  • 只想先试试效果、不希望它改动本地文件的人。

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。

前端设计类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
frontend-design

前端设计 · Codex、Claude

8,823,360126,072只读MIT通过
vercel-composition-patterns

Vercel 组合模式 · Codex、Claude

3,858,81625,893需要联网MIT通过
vercel-react-native-skills

Vercel React native skills 前端 · Codex、Claude

2,468,66425,878只读MIT通过
adapt

adapt 搜索 · Codex、Claude

2,027,04023,125操作浏览器未明确通过
bolder

bolder 分析 · Codex、Claude

2,004,28823,130只读未明确通过
product-background-generation

product background generation 命令行 · 本页

5701只读未明确有提醒

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

Product Background Generation

When to Use This Skill

Use this skill when you need to:

  • Create professional product photography with appropriate backgrounds
  • Generate studio or lifestyle settings for e-commerce images
  • Match backgrounds to product style and brand positioning
  • Create contextual environments for fashion photography
  • Design backgrounds that enhance product presentation

Core Concepts

Background Types

Studio Mode - Clean, professional product photography:

  • Solid color backdrops (white, black, neutral, colored)
  • Gradient backgrounds with subtle transitions
  • Textured studio backdrops (canvas, paper, fabric)
  • Seamless paper backgrounds
  • Minimalist studio environments
  • Colored gel lighting backgrounds
  • High-key or low-key studio setups

Lifestyle Mode - Contextual, aspirational imagery:

  • Indoor environments (modern interiors, minimalist spaces)
  • Outdoor settings (urban streets, parks, nature)
  • Lifestyle contexts (cafes, workspaces, homes)
  • Architectural elements (walls, floors, surfaces)
  • Natural materials (wood, marble, concrete, fabric)

Material Specificity

Always use three-level material specificity:

  1. Base Material: Cotton, leather, metal, ceramic, wood
  2. Construction: Weave type, grain pattern, metal type
  3. Surface Finish: Smooth, textured, napped, brushed, matte, glossy

Example: "warm terracotta plaster wall with matte finish" not "orange wall"

Step-by-Step Instructions

Step 1: Analyze Product Context

Extract from product images:

  • Product category (garment, accessory, furniture, electronics)
  • Product style (casual, formal, luxury, minimalist, traditional)
  • Color palette (specific color names, not generic)
  • Material properties (fabric, metal, leather, plastic, wood)

Step 2: Determine Background Type

Choose based on use case:

  • E-commerce: Studio mode with clean backgrounds
  • Editorial: Lifestyle mode with contextual environments
  • Social Media: Mix of both depending on platform
  • Advertising: Lifestyle mode for storytelling

Step 3: Apply Fashion/Brand Aesthetics

  • Match background to product's brand positioning
  • Consider target audience sophistication
  • Use fashion-specific terminology
  • Apply color theory for harmony or contrast
  • Reference editorial photography language

Step 4: Generate Background Description

Create 2-4 sentence description including:

  • Specific material names
  • Lighting characteristics
  • Texture details
  • Atmospheric qualities
  • Fashion-forward terminology

Step 5: Construct Image Generation Prompt

Professional [studio/lifestyle] photography background for [product type].

BACKGROUND:
[Detailed description from Step 4]

LIGHTING:
- [Specific lighting setup]
- [Direction and quality]
- [Color temperature]

CAMERA:
- [Camera type and lens]
- [Aperture for depth effect]
- [Angle and framing]

MOOD: [Atmospheric qualities]

Professional product photography, commercial quality, 8K resolution.

Examples

Example 1: Luxury Watch (Studio)

Input:

  • Product: Gold luxury watch
  • Style: Premium, sophisticated
  • Use: E-commerce hero image

Background Description: "Elevated studio setup with gradient backdrop transitioning from deep charcoal to warm graphite, creating dimensional depth. Brushed metal accent panel on left third adds subtle industrial sophistication. Soft key light from 45-degree angle with fill light creating gentle shadows that emphasize the watch's metallic finish. Matte surface treatment prevents glare while maintaining rich tonal depth."

Full Prompt:

Professional studio photography background for luxury gold watch.

BACKGROUND:
Gradient backdrop transitioning from deep charcoal to warm graphite with dimensional depth, brushed metal accent panel on left creating industrial sophistication. Matte surface treatment, no glare.

LIGHTING:
- Soft diffused key light at 45 degrees with subtle fill
- Creating gentle shadows
- Cool neutral color temperature (5500K)

CAMERA:
- Medium format camera
- 85mm lens, f/5.6 for balanced depth
- Eye-level straight-on angle

MOOD: Refined, sophisticated, premium

Professional product photography, commercial quality, 8K resolution.

Example 2: Casual Streetwear (Lifestyle)

Input:

  • Product: Urban streetwear hoodie
  • Style: Casual, authentic
  • Use: Social media campaign

Background Description: "Urban outdoor setting with textured concrete wall featuring natural weathering and subtle graffiti remnants, creating authentic street culture context. Warm afternoon sunlight casting diagonal shadows across the surface. Visible urban elements in soft focus background - metal fire escape, brick building corner. Raw, unpolished aesthetic with genuine environmental texture."

Full Prompt:

Professional lifestyle photography background for urban streetwear hoodie.

BACKGROUND:
Textured concrete wall with natural weathering and subtle graffiti remnants, authentic street culture aesthetic. Soft focus urban elements in background - metal fire escape, brick building. Raw, unpolished texture.

LIGHTING:
- Warm afternoon sunlight creating diagonal shadows
- Natural outdoor light
- Golden hour color temperature (3500K)

CAMERA:
- DSLR, 50mm lens, f/2.8 for shallow depth
- Eye-level angle
- Medium framing

MOOD: Authentic, urban, energetic

Professional fashion photography, editorial quality, 8K resolution.

Example 3: Minimalist Home Decor (Lifestyle)

Input:

  • Product: Ceramic vase
  • Style: Minimalist, Scandinavian
  • Use: Product catalog

Background Description: "Modern minimalist interior with smooth plaster wall in warm off-white, natural oak floating shelf creating horizontal line. Soft diffused window light from right creating gentle gradient across wall. Subtle texture visible in plaster finish. Clean, serene Scandinavian aesthetic with emphasis on negative space and natural materials."

Full Prompt:

Professional lifestyle photography background for ceramic vase.

BACKGROUND:
Modern minimalist interior, smooth plaster wall in warm off-white, natural oak floating shelf. Subtle plaster texture visible. Clean Scandinavian aesthetic, emphasis on negative space.

LIGHTING:
- Soft diffused window light from right
- Creating gentle gradient
- Warm neutral color temperature (4500K)

CAMERA:
- Full-frame camera, 35mm lens, f/4
- Eye-level angle
- Environmental context framing

MOOD: Serene, minimal, natural

Professional interior photography, commercial quality, 8K resolution.

Key Principles

  1. Specificity Over Generic: Use "warm terracotta plaster" not "orange wall"
  2. Three-Level Material Specificity: Base + construction + finish
  3. Fashion-Forward Language: Editorial terminology, not basic descriptions
  4. Color Harmony: Strategic complementary or contrasting palettes
  5. Lighting as Character: Describe quality, direction, emotional impact
  6. Avoid Clichés: No "modern," "dynamic," "sleek" without context
  7. Brand Alignment: Background must elevate product's perceived value

Common Mistakes to Avoid

  • ❌ Generic descriptions: "nice background," "modern setting"
  • ❌ Ignoring product style: luxury product with cheap-looking background
  • ❌ Color clashes: competing colors that distract from product
  • ❌ Over-complexity: too many elements competing for attention
  • ❌ Flat lighting: no dimension or depth in the scene
  • ❌ Inconsistent style: mixing studio and lifestyle awkwardly

Integration Pattern

# Analyze product
product_analysis = {
    "category": "garment",
    "style": "casual",
    "colors": ["navy blue", "white"],
    "materials": ["cotton denim", "metal hardware"]
}

# Generate background
background_desc = generate_background(
    product_analysis=product_analysis,
    background_type="lifestyle",  # or "studio"
    brand_positioning="mid-market"
)

# Create full prompt
prompt = f"""
Professional lifestyle photography background for {product_analysis['category']}.

{background_desc}

CRITICAL: Extract and feature ONLY the product from the product image.
Completely disregard any existing background in the product image.
Place the product in the newly generated background described above.
Ensure proper lighting, shadows, and spatial integration.
"""

# Call image generation
result = await image_gen(
    prompt=prompt,
    images=[{"url": product_image_url, "name": "Product"}],
    aspect_ratio="16:9",
    output_format="jpeg"
)

References

  • Source: workflow_garments_v2/implementation/utils/background_generation.py
  • Related Skills: product-analysis-styling, prompt-engineering-images
  • Fashion Photography Terminology Guide: See references/fashion-terms.md

平台分布

Codex

37.53%
按下载量换算102

Claude

28.55%
按下载量换算78

Cursor

18.48%
按下载量换算50

Gemini CLI

9.75%
按下载量换算27

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

可疑

权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

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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