vision-analysis
- Repo stars 12,348
- Author updated Live
- Author repo skills
- Domain
- Other
- Compatible agents
-
- Claude Code
- Cursor
- Cline
- Codex
- Windsurf
- Gemini CLI
- +20
- Trust score
- 88 / 100 · community maintained
- Author / version / license
- @MiniMax-AI · no license declared
- Token usage
- Lean
- Setup complexity
- Guided setup
- External API key
- Required · Vendor-specific
- Operating systems
- Unspecified (assume cross-platform)
- Runtime requirements
- No special requirements
- Permissions
-
- Read-only
- Write / modify
- Network behavior
- External requests
- Install commands
- 26 variants
Profile is derived at build time from SKILL.md and install vectors. Subject to drift from author intent.
Heads up: 未限定 allowed-tools,默认拥有全部工具权限。
---
name: vision-analysis
description: > Analyze images using the MiniMax MiniMaxunderstandimage MCP tool available in the MiniMax Toke…
category: other
runtime: no special runtime
---
# vision-analysis output preview
## PART A: Task fit
- Use case: > Analyze images using the MiniMax MiniMaxunderstandimage MCP tool available in the MiniMax Token Plan. "type": "local", "command": ["uvx", "minimax-coding-plan-mcp", "-y"], "environment": { "MINIMAXAPIKEY": "YOURTOKENPLAN_KEY", requires Vendor-specific API key. Works with Claude Code, Cursor, Cline and 23 more..
- Inputs: target material, constraints, expected output, and acceptance criteria.
- Evidence boundary: follow “Prerequisites / If MCP tool is not configured / Analysis Modes” and do not present inference as author intent.
## PART B: Execution result
- **01** The card summarizes the use case; runtime output centers on “> Analyze images using the MiniMax MiniMaxunderstandimage MCP tool available in the MiniMax Token Plan. "type": "local", "command": ["uvx", "minimax-coding-plan-mcp", "-y"], "environment": { "MINIMAXAPIKEY": "YOURTOKENPLAN_KEY", requires Vendor-specific API key. Works with Claude Code, Cursor, Cline and 23 more.”.
- **02** When the source has headings, the agent prioritizes “Prerequisites / If MCP tool is not configured / Analysis Modes” so the result follows the author’s structure.
- **03** Typical output includes task judgment, concrete steps, required commands or file edits, validation, and follow-up options.
- **04** Risk context follows the fingerprint: read files, write/modify files; may access external network resources; requires Vendor-specific API keys.
## Running Rules
- read files, write/modify files; may access external network resources; requires Vendor-specific API keys.
- Validate with a small sample before expanding scope.
- Return the result, validation criteria, and next iteration options. The source mentions slash commands such as `/mcp`; use them first when your agent supports command triggers.
Name target files or source material, expected output, forbidden changes, and whether network or shell access is allowed. Permission fingerprint: read files, write/modify files.
Start with a small task and check whether the result follows “Prerequisites / If MCP tool is not configured / Analysis Modes”. Inspect diffs, logs, previews, or tests before expanding scope.
Confirm the final output includes a concrete result, evidence, and next action. If it stays generic, tighten inputs, boundaries, and acceptance criteria.
---
name: vision-analysis
description: > Analyze images using the MiniMax MiniMaxunderstandimage MCP tool available in the MiniMax Toke…
category: other
source: MiniMax-AI/skills
---
# vision-analysis
## When to use
- > Analyze images using the MiniMax MiniMaxunderstandimage MCP tool available in the MiniMax Token Plan. "type": "local…
- Use it when the task has clear inputs, repeatable steps, and validation criteria.
## What to provide
- Target material, scope, expected result, and forbidden changes.
- Whether network, commands, file writes, or external services are allowed.
## Execution rules
- Organize steps around “Prerequisites / If MCP tool is not configured / Analysis Modes” and keep inference separate from source facts.
- read files, write/modify files; may access external network resources; requires Vendor-specific API keys.
- Validate with a small sample before expanding the task.
## Output requirements
- Return the deliverable, key evidence, validation method, and next action.
- Mark missing information as unknown; do not invent commands, platforms, or dependencies. The author source anchors workflow facts; repository files anchor sources and commands; Fluxly only adds fit, limitations, and quality judgment.
skill "vision-analysis" {
input -> user goal + target files + boundaries + acceptance criteria
context -> Prerequisites / If MCP tool is not configured / Analysis Modes
rules -> SKILL.md triggers / order / output contract
runtime -> no special runtime | read files, write/modify files | may access external network resources
guardrails -> requires Vendor-specific API keys + small-sample validation + diff/log review
output -> copyable result + checklist + next iteration
} 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 -y
Cursor — 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
Decide Fit First
Design Intent
How To Use It
Boundaries And Review