| name | minimax-mcp-usage |
| description | [DEPRECATED] Use /research skill with Zai MCP instead - Optimal patterns for MiniMax MCP tools |
DEPRECATED (v2.88.0): This skill is deprecated. Use the /research skill instead, which leverages Zai MCP for comprehensive web search with better features:
- No API key required (free)
- Chinese content support (CSDN, Juejin, Linux.do)
- GitHub README extraction
- URL reader with markdown conversion
- Domain and recency filtering
See: .claude/skills/research/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:
query: string
Output:
{
"organic": [{ "title", "link", "snippet", "date" }],
"related_searches": [{ "query" }]
}
Optimal Patterns:
mcp__MiniMax__web_search:
query: "React 19 useOptimistic hook examples 2025"
mcp__MiniMax__web_search:
query: "TypeError cannot read property undefined Next.js"
mcp__MiniMax__web_search:
query: "javascript"
2. mcp__MiniMax__understand_image
Purpose: Image analysis for debugging and review
Input:
prompt: string
image_source: string
Optimal Patterns:
mcp__MiniMax__understand_image:
prompt: "Identify the exact error message and stack trace in this screenshot"
image_source: "/tmp/error.png"
mcp__MiniMax__understand_image:
prompt: "List all accessibility violations in this form design"
image_source: "./mockup.png"
mcp__MiniMax__understand_image:
prompt: "What's this?"
image_source: "./image.png"
Integration with Ralph Loop
Task:
prompt: |
Research latest patterns for $TOPIC using mcp__MiniMax__web_search.
Compile findings into structured report.
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 |