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product-background-generationproduct background generation 命令行

Agent Skill

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。

总安装

570

周安装

24

GitHub Stars

1

下载量

273
CodexClaudeCursorGemini CLI

安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

2

许可证

unknown

最后核验

2026-05-01

来源状态

来源可访问

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

简介

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。

SKILL.md

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

适合场景

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02

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能力概览

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能力 2

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能力 3

保留来源站点、仓库和原始说明,方便继续核验

能力 4

展示第三方安全扫描或审计结果

安装后应在对应宿主中按原始 README 的触发条件使用;具体调用方式请以来源页面和 README 为准。

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

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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 warning/failed 结果,不能写成本站确认安全。当前只有一个来源,正式发布前建议补源仓库或其他目录站核验。

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