xiaohongshu
xiaohongshu
audit
Generate usage report for MiniMax and token optimization Use when: (1) /audit is invoked, (2) task relates to audit functionality.
Full skill instructions
Generate usage and cost optimization report.
# View stats
mmc --stats
# Detailed audit report
ralph audit
=== MiniMax Usage Audit ===
Period: Last 7 days
Model Distribution:
MiniMax M2.1: 45 queries (60%)
MiniMax-lightning: 20 queries (27%)
Claude Sonnet: 10 queries (13%)
Estimated Savings:
If all queries used Claude: ~$X.XX
Actual cost with MiniMax: ~$X.XX
Savings: ~XX%
xiaohongshu
technical spec
product ux expert
database patterns
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