GLM-V Prompt Generation Skill#

Analyze reference images or videos and generate professional prompts for AI image/video generation tools.

When to Use#

• Generate prompts for text-to-image tools (Midjourney, Stable Diffusion, DALL-E, etc.)
• Generate prompts for text-to-video tools (Sora, Runway, Kling, Pika, etc.)
• User mentions "生成prompt", "文生图prompt", "文生视频prompt", "prompt工程", "参考图生成prompt", "generate prompt"
• User provides an image/video and wants to recreate or remix it
• Extract prompt ideas from reference visual content

Supported Input Types#

TypeFormatsMax SizeMax CountBase64Imagejpg, png, jpeg5MB / 6000×6000px50✅Videomp4, mkv, mov200MB—❌ (URL only)

⚠️ Images and videos cannot be used in the same request. ⚠️ Videos only support URLs — local paths and base64 are NOT supported.

📋 Output Display Rules (MANDATORY)#

After running the script, you must display the full prompt output exactly as returned. Do not summarize, truncate, or only say "prompt generated". Users need the complete prompt (especially the English prompt) for direct copy/paste.

• Show the full output: content analysis + prompt + prompt breakdown
• In auto mode, show both text-to-image and text-to-video prompts
• English prompts are core output and must be shown completely
• If output was saved ( -o), provide the file path and show file content

Output Modes#

ModeDescriptionimageGenerate prompts for text-to-image tools (default)videoGenerate prompts for text-to-video toolsautoGenerate prompts for both image and video

Resource Links#

ResourceLinkGet API Keyhttps://bigmodel.cn/usercenter/proj-mgmt/apikeysAPI DocsChat Completions / 对话补全

Prerequisites#

API Key Setup / API Key 配置（Required / 必需）#

This script reads the key from the ZHIPU_API_KEY environment variable and shares it with other Zhipu skills. 脚本通过 ZHIPU_API_KEY 环境变量获取密钥，与其他智谱技能共用同一个 key。

Get Key / 获取 Key： Visit Zhipu Open Platform API Keys / 智谱开放平台 API Keys to create or copy your key.

Setup options / 配置方式（任选一种）：

1. OpenClaw config (recommended) / OpenClaw 配置（推荐）： Set in openclaw.json under skills.entries.glmv-prompt-gen.env: json

   "glmv-prompt-gen": { "enabled": true, "env": { "ZHIPU_API_KEY": "你的密钥" } }
   
   

2. Shell environment variable / Shell 环境变量： Add to ~/.zshrc: bash

   export ZHIPU_API_KEY="你的密钥"
   
   

💡 If you already configured another Zhipu skill (for example zhipu-tools or glmv-caption), they share the same ZHIPU_API_KEY, so no extra setup is needed. 💡 如果你已为其他智谱 skill（如 zhipu-tools、 glmv-caption）配置过 key，它们共享同一个 ZHIPU_API_KEY，无需重复配置。

How to Use#

Image → Text-to-Image Prompt#

bash

python scripts/prompt_gen.py --images "https://example.com/photo.jpg"
python scripts/prompt_gen.py --images /path/to/photo.png

Image → Text-to-Video Prompt#

bash

python scripts/prompt_gen.py --images "https://example.com/scene.jpg" --mode video

Image → Both (Image + Video Prompts)#

bash

python scripts/prompt_gen.py --images "https://example.com/photo.jpg" --mode auto

Video → Text-to-Video Prompt#

bash

python scripts/prompt_gen.py --videos "https://example.com/clip.mp4" --mode video

Save Result to File#

bash

python scripts/prompt_gen.py --images photo.jpg --mode image -o prompt.md

Custom Model#

bash

python scripts/prompt_gen.py --images photo.jpg --model glm-4.6v-flash

Output Example (image mode)#

text

### Content Analysis
A cyberpunk cityscape at night, with dense skyscrapers, glowing neon signs, and rain-wet streets reflecting colorful light.

### Prompt
Cyberpunk cityscape at night, towering skyscrapers with glowing neon signs,
rain-wet streets reflecting colorful lights, flying cars in the distance,
volumetric fog, dramatic lighting, ultra detailed, 8K, cinematic composition

### Prompt Breakdown
- **Subject**: Futuristic skyline with skyscrapers and neon lights
- **Style**: Cyberpunk, sci-fi
- **Color**: Cool/warm contrast with blue-purple dominance and neon accents
- **Lighting**: Neon glow, wet-surface reflections, volumetric fog
- **Composition**: Wide-angle perspective with layered depth
- **Mood**: Mysterious, futuristic, high-tech

CLI Reference#

text

python scripts/prompt_gen.py (--images IMG [IMG...] | --videos VID [VID...]) [OPTIONS]

ParameterRequiredDescription--images, -iOne ofImage paths or URLs (jpg/png/jpeg, base64 OK)--videos, -vOne ofVideo URLs (mp4/mkv/mov, URL only)--mode, -mNoOutput mode: image (default), video, or auto``--modelNoModel name (default: glm-4.6v)--temperature, -tNoSampling temperature 0-1 (default: 0.6)--max-tokensNoMax output tokens (default: 2048)--thinkingNoEnable thinking/reasoning mode--streamNoEnable streaming output--output, -oNoSave result to file--prettyNoPretty-print JSON error output

Error Handling#

API key not configured: → Guide user to configure ZHIPU_API_KEY

Authentication failed (401/403): → API key invalid/expired → check at Zhipu API Keys / 智谱官网

Rate limit (429): → Quota exhausted → wait and retry

Content filtered: → warning field present → content blocked by safety review

Timeout: → Video processing may take time → increase timeout or use smaller files