Agent skill

Glmv Prompt Gen

Analyze images/videos and generate professional prompts for text-to-image and text-to-video AI tools (Midjourney, Stable Diffusion, DALL-E, Sora, Runway, Kling, Pika).

Apache-2.0Auto-check passedMedia & Creative

Install Glmv Prompt Gen

skills CLI

$ npx skills add zai-org/GLM-skills --skill glmv-prompt-gen -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install zai-org/GLM-skills glmv-prompt-gen --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ git clone --depth 1 https://github.com/zai-org/GLM-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/glmv-prompt-gen .claude/skills/glmv-prompt-gen && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Paste into Claude Code

Install the "glmv-prompt-gen" agent skill from https://github.com/zai-org/GLM-skills/tree/main/skills/glmv-prompt-gen into .claude/skills/glmv-prompt-gen/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "glmv-prompt-gen", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/zai-org/GLM-skills/tree/main/skills/glmv-prompt-gen

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add zai-org/GLM-skills --skill glmv-prompt-gen -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install zai-org/GLM-skills glmv-prompt-gen --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/zai-org/GLM-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/glmv-prompt-gen .agents/skills/glmv-prompt-gen && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "glmv-prompt-gen" agent skill from https://github.com/zai-org/GLM-skills/tree/main/skills/glmv-prompt-gen into .agents/skills/glmv-prompt-gen/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "glmv-prompt-gen", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add zai-org/GLM-skills --skill glmv-prompt-gen -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install zai-org/GLM-skills glmv-prompt-gen --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/zai-org/GLM-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/glmv-prompt-gen .cursor/skills/glmv-prompt-gen && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "glmv-prompt-gen" agent skill from https://github.com/zai-org/GLM-skills/tree/main/skills/glmv-prompt-gen into .cursor/skills/glmv-prompt-gen/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "glmv-prompt-gen", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/zai-org/GLM-skills.git --path skills/glmv-prompt-gen

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add zai-org/GLM-skills --skill glmv-prompt-gen -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install zai-org/GLM-skills glmv-prompt-gen --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/zai-org/GLM-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/glmv-prompt-gen .gemini/skills/glmv-prompt-gen && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "glmv-prompt-gen" agent skill from https://github.com/zai-org/GLM-skills/tree/main/skills/glmv-prompt-gen into .gemini/skills/glmv-prompt-gen/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "glmv-prompt-gen", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install zai-org/GLM-skills glmv-prompt-gen

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add zai-org/GLM-skills --skill glmv-prompt-gen -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/zai-org/GLM-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/glmv-prompt-gen .github/skills/glmv-prompt-gen && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "glmv-prompt-gen" agent skill from https://github.com/zai-org/GLM-skills/tree/main/skills/glmv-prompt-gen into .github/skills/glmv-prompt-gen/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "glmv-prompt-gen", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add zai-org/GLM-skills --skill glmv-prompt-gen -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install zai-org/GLM-skills glmv-prompt-gen --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/zai-org/GLM-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/glmv-prompt-gen .opencode/skills/glmv-prompt-gen && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "glmv-prompt-gen" agent skill from https://github.com/zai-org/GLM-skills/tree/main/skills/glmv-prompt-gen into .opencode/skills/glmv-prompt-gen/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "glmv-prompt-gen", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: glmv-prompt-gen
GitHub stars: 476
Token cost: ~1.8k tokens
SKILL.md length: 489 words
Files: 2 (incl. scripts)
Skills in repo: 16
Repo updated: Apr 15, 2026
First seen: Oct 7, 2026
Licence: Apache-2.0

At a glance

Analyze images/videos and generate professional prompts for text-to-image and text-to-video AI tools (Midjourney, Stable Diffusion, DALL-E, Sora, Runway, Kling, Pika).

Works in 2 steps: OpenClaw config (recommended) / OpenClaw… → Shell environment variable / Shell 环境变量：…
The user wants to generate prompts from reference images/videos
SKILL.md covers When to Use, Supported Input Types, Output Modes and Resource Links, plus 5 more sections
Runs Python scripts from its folder; calls python; needs ZHIPU_API_KEY

What it does

Glmv Prompt Gen is an agent skill from zai-org/GLM-skills. Analyze images/videos and generate professional prompts for text-to-image and text-to-video AI tools (Midjourney, Stable Diffusion, DALL-E, Sora, Runway, Kling, Pika). Use when the user wants to generate prompts from reference images/videos, create AI art prompts, or get prompt engineering suggestions from visual content.

Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/prompt_gen.py`).

It sits in Media & Creative, covering AI video generation and Image generation. It works with Midjourney, OpenAI and Stable Diffusion. The repository describes itself as: Official skills for the GLM family of models. The licence is Apache-2.0.

When your agent uses it

The user wants to generate prompts from reference images/videos
Create AI art prompts
Get prompt engineering suggestions from visual content

Example prompts

“/glmv-prompt-gen”

Requirements

Python 3
A credential in ZHIPU_API_KEY

Workflow steps

2 steps, taken from the first numbered list in SKILL.md.

OpenClaw config (recommended) / OpenClaw 配置（推荐）： Set in openclaw.json under skills.entries.glmv-prompt-gen.env
Shell environment variable / Shell 环境变量： Add to ~/.zshrc

What it can do on your machine

Read from SKILL.md and the folder at commit 2ecd31c. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
- python
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
- bigmodel.cn
- docs.bigmodel.cn
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
- ZHIPU_API_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Glmv Prompt Gen loads about 1.8k tokens when it runs. Until then it costs about 85 tokens; SKILL.md has 489 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~85
When it runs · the whole SKILL.md, loaded when a task matches: ~1.8k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

The full file from zai-org/GLM-skills at commit 2ecd31c, republished under its Apache-2.0 licence (© zai-org). 489 words, ~1,844 tokens.

Download SKILL.mdSave it as .claude/skills/glmv-prompt-gen/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.

name: glmv-prompt-gen
description: Analyze images/videos and generate professional prompts for text-to-image and text-to-video AI tools (Midjourney, Stable Diffusion, DALL-E, Sora, Runway, Kling, Pika). Use when the user wants to generate prompts from reference images/videos, create AI art prompts, or get prompt engineering suggestions from visual content.

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

Type	Formats	Max Size	Max Count	Base64
Image	jpg, png, jpeg	5MB / 6000×6000px	50	✅
Video	mp4, mkv, mov	200MB	—	❌ (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

Mode	Description
`image`	Generate prompts for text-to-image tools (default)
`video`	Generate prompts for text-to-video tools
`auto`	Generate prompts for both image and video

Resource Links

Resource	Link
Get API Key	https://bigmodel.cn/usercenter/proj-mgmt/apikeys
API Docs	Chat 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）：

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" } }
```
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。

Show full SKILL.md (159 more words)Show less

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)

### 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

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

Parameter	Required	Description
`--images`, `-i`	One of	Image paths or URLs (jpg/png/jpeg, base64 OK)
`--videos`, `-v`	One of	Video URLs (mp4/mkv/mov, URL only)
`--mode`, `-m`	No	Output mode: `image` (default), `video`, or `auto`
`--model`	No	Model name (default: `glm-4.6v`)
`--temperature`, `-t`	No	Sampling temperature 0-1 (default: 0.6)
`--max-tokens`	No	Max output tokens (default: 2048)
`--thinking`	No	Enable thinking/reasoning mode
`--stream`	No	Enable streaming output
`--output`, `-o`	No	Save result to file
`--pretty`	No	Pretty-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

Files

SKILL.md and 1 other file (scripts) in skills/glmv-prompt-gen of zai-org/GLM-skills.

SKILL.md
scripts/prompt_gen.py

Open the folder on GitHubat commit 2ecd31c

Compare with similar skills

Glmv Prompt Gen next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Glmv Prompt Gen compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Glmv Prompt Gen this skillzai-org/GLM-skills	476	—	~1.8k	Automated safety check: Pass	Apache-2.0	5 mo ago
Prompt EngineAgriciDaniel/claude-prompts	111	—	~1.2k	Automated safety check: Pass	MIT	6 mo ago
Nano Banana Pro Prompts Recommend SkillYouMind-OpenLab/nano-banana-pro-prompts-recommend-skill	1.9k	1 repos	~4.1k	Automated safety check: Pass	None	today
ImageNexus-JPF/note-companion	870	3 repos	~3.9k	Automated safety check: Pass	MIT	3 days ago
AI Image Generationaiskillstore/marketplace	433	2 repos	~1.1k	Automated safety check: Pass	None	yesterday
AI Image Prompts SkillLeoYeAI/openclaw-master-skills	2.2k	—	~4.3k	Automated safety check: Pass	MIT	2 mo ago

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Questions about Glmv Prompt Gen

What does Glmv Prompt Gen do?

Analyze images/videos and generate professional prompts for text-to-image and text-to-video AI tools (Midjourney, Stable Diffusion, DALL-E, Sora, Runway, Kling, Pika). Glmv Prompt Gen is an agent skill from zai-org/GLM-skills. Analyze images/videos and generate professional prompts for text-to-image and text-to-video AI tools (Midjourney, Stable Diffusion, DALL-E, Sora, Runway, Kling, Pika).

When should I use Glmv Prompt Gen?

Glmv Prompt Gen fits situations like: the user wants to generate prompts from reference images/videos; create AI art prompts; get prompt engineering suggestions from visual content.

How do I install Glmv Prompt Gen in Claude Code?

Run `npx skills add zai-org/GLM-skills --skill glmv-prompt-gen -a claude-code`. Or copy the skill folder (skills/glmv-prompt-gen in zai-org/GLM-skills) into .claude/skills/glmv-prompt-gen in your project. Claude Code loads it when a task matches its description.

How do I install Glmv Prompt Gen in Codex?

Run `npx skills add zai-org/GLM-skills --skill glmv-prompt-gen -a codex`. Or copy the skill folder (skills/glmv-prompt-gen in zai-org/GLM-skills) into .agents/skills/glmv-prompt-gen in your project. Codex loads it when a task matches its description.

Can I use Glmv Prompt Gen in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add zai-org/GLM-skills --skill glmv-prompt-gen -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/glmv-prompt-gen, .gemini/skills/glmv-prompt-gen, .github/skills/glmv-prompt-gen and .opencode/skills/glmv-prompt-gen in your project.

What does Glmv Prompt Gen need to run?

Going by SKILL.md and its folder, Glmv Prompt Gen needs Python for the scripts in its folder, the command-line tools its instructions call (python) and credentials named ZHIPU_API_KEY. Our summary lists: Python 3; A credential in ZHIPU_API_KEY.

Does Glmv Prompt Gen access the network?

SKILL.md names 2 domains. As links in the text: bigmodel.cn and docs.bigmodel.cn. This is read from the text; nothing was executed.

Is Glmv Prompt Gen safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Glmv Prompt Gen use?

Glmv Prompt Gen is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Glmv Prompt Gen use?

About 1.8k tokens (SKILL.md is roughly 7.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Glmv Prompt Gen?

Skills that share tags, products or a category with Glmv Prompt Gen: Prompt Engine (AgriciDaniel/claude-prompts, 111 stars), Nano Banana Pro Prompts Recommend Skill (YouMind-OpenLab/nano-banana-pro-prompts-recommend-skill, 1.9k stars), Image (Nexus-JPF/note-companion, 870 stars) and AI Image Generation (aiskillstore/marketplace, 433 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Glmv Prompt Gen?

zai-org (a GitHub organization) maintains it in zai-org/GLM-skills, which has 476 GitHub stars. The repository holds 16 skills in this directory. The repository was last updated on April 15, 2026.

Source: zai-org/GLM-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install Glmv Prompt Gen

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

GLM-V Prompt Generation Skill

When to Use

Supported Input Types

📋 Output Display Rules (MANDATORY)

Output Modes

Resource Links

Prerequisites

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

How to Use

Image → Text-to-Image Prompt

Image → Text-to-Video Prompt

Image → Both (Image + Video Prompts)

Video → Text-to-Video Prompt

Save Result to File

Custom Model

Output Example (image mode)

CLI Reference

Error Handling

Files

Compare with similar skills

Similar skills

More from zai-org/GLM-skills

Related

Questions about Glmv Prompt Gen