Agent skill
minimax-mcp-usage
Optimal patterns for MiniMax MCP tools (web_search + understand_image)
Stars
163
Forks
31
Install this agent skill to your Project
npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/data/minimax-mcp-usage
SKILL.md
ultrathink - Take a deep breath. We're not here to write code. We're here to make a dent in the universe.
The Vision
MiniMax queries should be lean, accurate, and decisive.
Your Work, Step by Step
- Choose tool: web_search vs understand_image.
- Craft query: Specific, time-bound, and focused.
- Run analysis: Collect results with minimal noise.
- Synthesize: Convert outputs into clear guidance.
Ultrathink Principles in Practice
- Think Different: Use the lowest-cost path to truth.
- Obsess Over Details: Precision in queries matters.
- Plan Like Da Vinci: Decide intent before search.
- Craft, Don't Code: Keep results actionable.
- Iterate Relentlessly: Refine queries until clear.
- Simplify Ruthlessly: Cut vague or broad requests.
MiniMax MCP Usage Patterns (v2.24)
This skill documents optimal usage patterns for MiniMax MCP tools.
Available Tools
1. mcp__MiniMax__web_search
Purpose: Web search with 8% cost of alternatives
Input:
yaml
query: string # 3-5 keywords, include year for recent topics
Output:
json
{
"organic": [{ "title", "link", "snippet", "date" }],
"related_searches": [{ "query" }]
}
Optimal Patterns:
yaml
# Good: Specific, time-bounded
mcp__MiniMax__web_search:
query: "React 19 useOptimistic hook examples 2025"
# Good: Error-focused
mcp__MiniMax__web_search:
query: "TypeError cannot read property undefined Next.js"
# Bad: Too vague
mcp__MiniMax__web_search:
query: "javascript" # Too broad
2. mcp__MiniMax__understand_image
Purpose: Image analysis for debugging and review
Input:
yaml
prompt: string # Clear, specific question about the image
image_source: string # Local path (no @) or HTTPS URL
Optimal Patterns:
yaml
# Good: Specific analysis request
mcp__MiniMax__understand_image:
prompt: "Identify the exact error message and stack trace in this screenshot"
image_source: "/tmp/error.png"
# Good: UI review
mcp__MiniMax__understand_image:
prompt: "List all accessibility violations in this form design"
image_source: "./mockup.png"
# Bad: Vague prompt
mcp__MiniMax__understand_image:
prompt: "What's this?" # Too vague
image_source: "./image.png"
Integration with Ralph Loop
yaml
# Research phase: Use web_search
Task:
prompt: |
Research latest patterns for $TOPIC using mcp__MiniMax__web_search.
Compile findings into structured report.
# Debugging phase: Use understand_image
Task:
prompt: |
Analyze error screenshot at $PATH using mcp__MiniMax__understand_image.
Identify root cause and suggest fixes.
Cost Analysis
| Operation | MiniMax MCP | Gemini CLI | Savings |
|---|---|---|---|
| Web search | ~$0.008 | ~$0.06 | 87% |
| Image analysis | ~$0.01 | N/A | New capability |
When NOT to Use
| Scenario | Alternative |
|---|---|
| US-only search | WebSearch (free) |
| Code search | ast-grep MCP (v2.23) |
| Long-form generation | Gemini CLI (1M context) |
| Real-time data | Native WebFetch |
Troubleshooting
| Issue | Solution |
|---|---|
| "API key invalid" | Check MINIMAX_API_KEY in ~/.claude.json |
| "Image too large" | Compress to <20MB |
| "Format not supported" | Convert to JPEG/PNG/WebP |
| "No results" | Refine query with more keywords |
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