
Vision Analysis
- 2.4k installs
- 13.2k repo stars
- Updated April 18, 2026
- minimax-ai/skills
vision-analysis analyzes images through MiniMax understand_image MCP in describe, OCR, UI review, chart, or detect modes.
About
The vision-analysis skill routes image understanding through the MiniMax MiniMax_understand_image MCP tool from the Token Plan subscription. Auto-triggers on image paths or URLs with jpg, jpeg, png, gif, webp, bmp, or svg extensions, or when users ask to analyze, describe, OCR, or review screenshots, diagrams, charts, mockups, and photos. Five modes select prompt strategy: describe for general scenes, ocr for verbatim text extraction, ui-review for constructive UX critique, chart-data for axis labels and trend summaries, and object-detect for located element lists. If MCP is missing, fetch setup from platform.minimaxi.com docs and output environment-specific config for OpenCode, Claude Code, or Cursor with MINIMAX_API_KEY and MINIMAX_API_HOST. Requires Token Plan; free tier keys cannot use understand_image. Images up to 20MB supported. Present results in mode-appropriate format: prose for describe, preserved structure for ocr, and Strengths/Issues/Suggestions for ui-review. Local file paths work when MCP has file access configured.
- Five modes: describe, ocr, ui-review, chart-data, object-detect.
- Uses MiniMax_understand_image MCP from Token Plan subscription.
- Auto-triggers on image extensions and analyze/describe/OCR phrasing.
- Setup instructions for OpenCode, Claude Code, and Cursor when MCP missing.
- Up to 20MB images; JPEG, PNG, GIF, WebP supported.
Vision Analysis by the numbers
- 2,413 all-time installs (skills.sh)
- +42 installs in the week ending Aug 5, 2026 (Skillselion tracking)
- Ranked #379 of 16,546 AI & Agent Building skills by installs in the Skillselion catalog
- Security screen: HIGH risk (skills.sh audit)
- Data as of Aug 5, 2026 (Skillselion catalog sync)
vision-analysis capabilities & compatibility
- Capabilities
- mode specific vision prompt routing · auto image path and url detection · mcp setup guidance per ide environment · ocr with structure preservation · ui review with strengths issues suggestions form
- Use cases
- ui design · research · documentation
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| Installs | 2.4k |
|---|---|
| repo stars | ★ 13.2k |
| Security audit | 2 / 3 scanners passed |
| Last updated | April 18, 2026 |
| Repository | minimax-ai/skills ↗ |
How do I analyze, OCR, or critique an image the user shared using MiniMax vision?
Analyze images via MiniMax understand_image MCP with describe, OCR, UI review, chart data extraction, and object detection modes.
Who is it for?
Agents with MiniMax Token Plan MCP configured needing screenshot, mockup, or chart analysis.
Skip if: Skip without MiniMax Token Plan and understand_image MCP; free API keys are insufficient.
When should I use this skill?
Message contains image file extension or requests analyze, describe, OCR, or review of an image.
What you get
Structured image analysis output matched to the selected mode and source image path or URL.
- image analysis text
- OCR extracted content
By the numbers
- Supports 7 image file extensions
- 15+ trigger words including analyze, OCR, and mockup review
Files
Vision Analysis
Analyze images using the MiniMax MiniMax_understand_image MCP tool available in the MiniMax Token Plan.
Prerequisites
- MiniMax Token Plan subscription with valid
MINIMAX_API_KEY - MiniMax MCP configured (
MiniMax_understand_imagetool available)
If MCP tool is not configured
Step 1: The agent should fetch setup instructions from: https://platform.minimaxi.com/docs/token-plan/mcp-guide
Step 2: Detect the user's environment (OpenCode, Cursor, Claude Code, etc.) and output the exact commands needed. Common examples:
OpenCode — add to ~/.config/opencode/opencode.json or package.json:
{
"mcp": {
"MiniMax": {
"type": "local",
"command": ["uvx", "minimax-coding-plan-mcp", "-y"],
"environment": {
"MINIMAX_API_KEY": "YOUR_TOKEN_PLAN_KEY",
"MINIMAX_API_HOST": "https://api.minimaxi.com"
},
"enabled": true
}
}
}Claude Code:
claude mcp add -s user MiniMax --env MINIMAX_API_KEY=your-key --env MINIMAX_API_HOST=https://api.minimaxi.com -- uvx minimax-coding-plan-mcp -yCursor — add to MCP settings:
{
"mcpServers": {
"MiniMax": {
"command": "uvx",
"args": ["minimax-coding-plan-mcp"],
"env": {
"MINIMAX_API_KEY": "your-key",
"MINIMAX_API_HOST": "https://api.minimaxi.com"
}
}
}
}Step 3: After configuration, tell the user to restart their app and verify with /mcp.
Important: If the user does not have a MiniMax Token Plan subscription, inform them that the understand_image tool requires one — it cannot be used with free or other tier API keys.
Analysis Modes
| Mode | When to use | Prompt strategy |
|---|---|---|
describe | General image understanding | Ask for detailed description |
ocr | Text extraction from screenshots, documents | Ask to extract all text verbatim |
ui-review | UI mockups, wireframes, design files | Ask for design critique with suggestions |
chart-data | Charts, graphs, data visualizations | Ask to extract data points and trends |
object-detect | Identify objects, people, activities | Ask to list and locate all elements |
Workflow
Step 1: Auto-detect image
The skill triggers automatically when a message contains an image file path or URL with extensions: .jpg, .jpeg, .png, .gif, .webp, .bmp, .svg
Extract the image path from the message.
Step 2: Select analysis mode and call MCP tool
Use the MiniMax_understand_image tool with a mode-specific prompt:
describe:
Provide a detailed description of this image. Include: main subject, setting/background,
colors/style, any text visible, notable objects, and overall composition.ocr:
Extract all text visible in this image verbatim. Preserve structure and formatting
(headers, lists, columns). If no text is found, say so.ui-review:
You are a UI/UX design reviewer. Analyze this interface mockup or design. Provide:
(1) Strengths — what works well, (2) Issues — usability or design problems,
(3) Specific, actionable suggestions for improvement. Be constructive and detailed.chart-data:
Extract all data from this chart or graph. List: chart title, axis labels, all
data points/series with values if readable, and a brief summary of the trend.object-detect:
List all distinct objects, people, and activities you can identify. For each,
describe what it is and its approximate location in the image.Step 3: Present results
Return the analysis clearly. For describe, use readable prose. For ocr, preserve structure. For ui-review, use a structured critique format.
Output Format Example
For describe mode:
## Image Description
[Detailed description of the image contents...]For ocr mode:
## Extracted Text
[Preserved text structure from the image]For ui-review mode:
## UI Design Review
### Strengths
- ...
### Issues
- ...
### Suggestions
- ...Notes
- Images up to 20MB supported (JPEG, PNG, GIF, WebP)
- Local file paths work if MiniMax MCP is configured with file access
- The
MiniMax_understand_imagetool is provided by theminimax-coding-plan-mcppackage
Related skills
How it compares
Pick vision-analysis when MiniMax vision MCP is available and agents need keyword-triggered image analysis rather than manual multimodal prompts.
FAQ
What subscription is required?
MiniMax Token Plan with valid MINIMAX_API_KEY; understand_image is not available on free tiers.
Which image formats work?
JPEG, PNG, GIF, WebP up to 20MB; triggers also include bmp and svg paths in messages.
What if MCP is not configured?
Fetch setup from platform.minimaxi.com token-plan mcp-guide and output env-specific install steps.
Is Vision Analysis safe to install?
skills.sh reports 2 of 3 security scanners passed. Review the Security Audits panel on this page before installing in production.