minimax-image-understanding▌
imsus/pi-extension-minimax-coding-plan-mcp · updated Apr 8, 2026
Use this skill when you need to analyze, describe, or extract information from images.
MiniMax Image Understanding Skill
Use this skill when you need to analyze, describe, or extract information from images.
How to Use
Call the understand_image tool directly with a prompt and image URL:
understand_image({
prompt: "Your question about the image",
image_url: "https://example.com/image.png"
})
When to Use
Use understand_image when:
- Screenshots: Error messages, UI issues, code in screenshots
- Visual content: Photos, diagrams, charts, graphs
- Documents: Extracting text from images (OCR), understanding layouts
- UI/UX analysis: Evaluating designs, identifying components
- Visual debugging: Understanding visual bugs or layout issues
When NOT to Use
Do NOT use understand_image when:
- Image is already described in the conversation
- The image is a simple icon or emoji you recognize
- No image is provided or the image URL is inaccessible
- Redundant with existing context (e.g., file contents already visible)
Usage
understand_image({
prompt: "What do you see in this image?",
image_url: "https://example.com/screenshot.png"
})
API Details
Endpoint: POST {api_host}/v1/coding_plan/vlm
Request Body:
{
"prompt": "Your question about the image",
"image_url": "data:image/jpeg;base64,/9j/4AAQ..."
}
Response Format:
{
"content": "AI analysis of the image...",
"base_resp": {
"status_code": 0,
"status_msg": "success"
}
}
Image Processing
The tool automatically handles three types of image inputs:
-
HTTP/HTTPS URLs: Downloads the image and converts to base64
- Example:
https://example.com/image.jpg
- Example:
-
Local file paths: Reads local files and converts to base64
- Absolute:
/Users/username/Documents/image.png - Relative:
images/photo.png - Removes
@prefix if present
- Absolute:
-
Base64 data URLs: Passes through existing base64 data
- Example:
data:image/png;base64,iVBORw0KGgo...
- Example:
Image Formats
Supported:
- JPEG (.jpg, .jpeg)
- PNG (.png)
- WebP (.webp)
Not supported:
- PDF, GIF, PSD, SVG, and other formats
Crafting Effective Prompts
For Descriptions
- "Describe what's in this image in detail"
- "What is the main subject of this image?"
- "Describe the visual style and composition"
For Code/Technical
- "What code is shown in this screenshot?"
- "Extract all text from this image"
- "Identify the UI framework/components used"
For Analysis
- "Analyze this UI design. What is working well and what could be improved?"
- "What emotions or mood does this image convey?"
- "Compare this design to Material Design principles"
For OCR/Text Extraction
- "Extract all text from this image"
- "Read the error message in this screenshot"
- "What does the label say in this image?"
Examples
Error Analysis
understand_image({
prompt: "What is the error message and where is it located in this screenshot?",
image_url: "./error-screenshot.png"
})
Code Screenshot
understand_image({
prompt: "What code is shown in this screenshot? Please transcribe it exactly.",
image_url: "https://example.com/code.png"
})
Design Review
understand_image({
prompt: "Analyze this UI design. What is working well and what could be improved?",
image_url: "https://example.com/mockup.png"
})
OCR
understand_image({
prompt: "Extract all text from this image",
image_url: "/Users/username/Documents/scan.png"
})
Tips
- Be specific in your prompt about what you want to know
- Mention format if you need structured output (e.g., "list all elements")
- Include context if the image is part of a larger task
- For screenshots, specify if you need full-page or just a specific area
- Complex analysis may trigger a confirmation prompt (analyze, extract, describe, recognize, transcribe, read)
Error Handling
- Status code 1004: Authentication error - check API key and region
- Status code 2038: Real-name verification required
- Invalid image: File doesn't exist or URL is inaccessible
- Unsupported format: Image format not in JPEG, PNG, WebP
Ratings
4.5★★★★★10 reviews- ★★★★★Shikha Mishra· Oct 10, 2024
minimax-image-understanding is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.
- ★★★★★Piyush G· Sep 9, 2024
Keeps context tight: minimax-image-understanding is the kind of skill you can hand to a new teammate without a long onboarding doc.
- ★★★★★Chaitanya Patil· Aug 8, 2024
Registry listing for minimax-image-understanding matched our evaluation — installs cleanly and behaves as described in the markdown.
- ★★★★★Sakshi Patil· Jul 7, 2024
minimax-image-understanding reduced setup friction for our internal harness; good balance of opinion and flexibility.
- ★★★★★Ganesh Mohane· Jun 6, 2024
I recommend minimax-image-understanding for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.
- ★★★★★Oshnikdeep· May 5, 2024
Useful defaults in minimax-image-understanding — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.
- ★★★★★Dhruvi Jain· Apr 4, 2024
minimax-image-understanding has been reliable in day-to-day use. Documentation quality is above average for community skills.
- ★★★★★Rahul Santra· Mar 3, 2024
Solid pick for teams standardizing on skills: minimax-image-understanding is focused, and the summary matches what you get after install.
- ★★★★★Pratham Ware· Feb 2, 2024
We added minimax-image-understanding from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.
- ★★★★★Yash Thakker· Jan 1, 2024
minimax-image-understanding fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.