بنقرة واحدة
minimax-mcp-usage
[DEPRECATED] Use /research skill with Zai MCP instead - Optimal patterns for MiniMax MCP tools
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
القائمة
[DEPRECATED] Use /research skill with Zai MCP instead - Optimal patterns for MiniMax MCP tools
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Full orchestration workflow with swarm mode: evaluate -> clarify -> classify -> persist -> plan mode -> spawn teammates -> execute -> validate -> retrospective. Use when: (1) implementing features, (2) complex refactoring, (3) multi-file changes, (4) tasks requiring coordination. Triggers: /orchestrator, /orch, 'orchestrate', 'full workflow', 'implement feature'.
Comprehensive research skill using Zai MCP web search and native Claude Code tools
Smart Forking - Find and fork from relevant historical sessions using parallel memory search across vault, handoffs, and ledgers
Apply adversarial opposite-analysis to plans, specs, architecture, code changes, and claims. Use when the user asks for adversarial review, opposing analysis, contrarian review, red-team reasoning, or Z.ai and MiniMax cross-checks through the Ralph MCP router.
Test case mutation and variation generator for adversarial testing
Patterns for using Context7 MCP for library documentation (v2.25)
| 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
/researchskill 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.
MiniMax queries should be lean, accurate, and decisive.
This skill documents optimal usage patterns for MiniMax MCP tools.
Purpose: Web search with 8% cost of alternatives
Input:
query: string # 3-5 keywords, include year for recent topics
Output:
{
"organic": [{ "title", "link", "snippet", "date" }],
"related_searches": [{ "query" }]
}
Optimal Patterns:
# 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
Purpose: Image analysis for debugging and review
Input:
prompt: string # Clear, specific question about the image
image_source: string # Local path (no @) or HTTPS URL
Optimal Patterns:
# 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"
# 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.
| Operation | MiniMax MCP | Gemini CLI | Savings |
|---|---|---|---|
| Web search | ~$0.008 | ~$0.06 | 87% |
| Image analysis | ~$0.01 | N/A | New capability |
| 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 |
| 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 |