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Performance insights

SkillMonitoring & ops

Explains merchant reach, negotiation, and operations metrics, distinguishing facts, clues, and data unavailability.

Use Performance insights in Claude, ChatGPT or Ahel Desktop

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Also: Claude Code · Cursor · Codex

Then ask your AI: use the Performance insights skill

Details

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Performance insightsStart free

What this skill tells your AI

The instructions your AI receives, as published by harrylabsj/kiwi in skills/merchant/performance-insights/SKILL.md and read by Ahel’s review.

  • 先读取 get_business_snapshot，再按问题需要读取一项 query_merchant_metric。
  • 每个结论都说明统计周期、观察时间和比较基准；部分周期不得与完整周期直接比较。
  • null 和 limitation 表示数据源不可得，不是零值。
  • 只有工具数据同时支持时间和对象范围时，才称为原因；否则称为线索或“数据中未显示”。
  • 经营事实来自工具结果，长期目标或偏好只能来自操作者明确陈述或已确认记忆。
  • 需要行动时，把最后一步交给库存、磋商或审批流程，不在分析 skill 中直接写入。

Signals

GitHub stars
20
Forks
1
Last commit
Oct 2026
Advanced
Item type
skill
Key
performance-insights
Source
github.com/harrylabsj/kiwi

github.com/harrylabsj/kiwi

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