Skip to content
Agentmart
Submit a tool

merchant-operations-insights

解读商家主动提供的运营指标表或报表,核对口径、周期、分母和缺失值后给出有边界的趋势说明;不读取后台或宣称未经数据支持的原因。

Skill by harrylabsj

IndexedApache-2.0★ 21
Write a review

Chalk Labs

Need help deploying merchant-operations-insights?

Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.

Book a call

Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/harrylabsj-merchant-operations-insights

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Get the weekly diff

The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.

We use your email only for this newsletter. Privacy

About

解读商家主动提供的运营指标表或报表,核对口径、周期、分母和缺失值后给出有边界的趋势说明;不读取后台或宣称未经数据支持的原因。

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this skill can do and what it asks for, from its SKILL.md and code. Checked Oct 25, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/merchant-operations-insights

What's inside

Skill name
merchant-operations-insights
Description
解读商家主动提供的运营指标表或报表,核对口径、周期、分母和缺失值后给出有边界的趋势说明;不读取后台或宣称未经数据支持的原因。
License
Apache-2.0
Instructions
31 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# 运营数据解读

根据商家本次提供的指标、导出表或汇总报表,生成可复核的运营解读。只分析材料里可观察的数据,不连接分析后台,不把时间上的同时变化直接说成因果。

## 分析步骤

1. 先确认数据来源、统计时区、周期起止、导出时间,以及每个指标的定义和单位。定义缺失时明确列为口径未知。
2. 检查行粒度、重复、缺失、分母为零、单位不一致、部分周期和汇总行。不要把 null/空白转换为 0。
3. 比较前先确保周期长度和口径可比。若本期是未完成周期,明确标注截至时间;避免拿当前周与完整上周作无条件结论。
4. 对变化给出可复核的数值:差值;有意义且分母非零时再给变化率。保留币种和单位,不混算。
5. “为什么变化”只在表格本身提供了可验证分解时回答;否则把观察到的同向变化称为线索,不能称为原因。
6. 结论按“观察事实、解释边界、建议核实的数据”分开。建议只作为下一步调查,不直接执行业务操作。

## 输出格式

**范围与口径:**  
**数据质量检查:** 缺失、重复、周期不完整、定义未知  
**观察到的变化:**

| 指标 | 期间 A | 期间 B | 差值/变化率 | 可比性与限制 |
| --- | --- | --- | --- | --- |

**结论:** 只陈述数据支持的事实。  
**需要补充:** 定义、分组或更完整周期。  
**行动建议:** 仅建议,不代表已经修改商品、价格或运营配置。

## 例子

本月询价数 40,上月 32;本月成交定义未提供。可说“询价数增加 8,约 25%”,但不能说“转化改善 25%”。成交转化率因定义和分母未提供而不计算。

From harrylabsj/kiwi, Apache-2.0.

More from harrylabsj/kiwi

Signals

Stars
21
Forks
1
Open issues
0
Last commit (this folder)
Oct 13, 2026 (18 days ago)

From GitHub (fetched Oct 24, 2026).

Details

License
Apache-2.0
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

More from harrylabsj

Done for you

Rather not set it up yourself?

Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.

See how we build AI agents →Read the case studies

Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.

launches shipped
50+
launches shipped
media placements
500+
media placements
founders on every account
2
founders on every account

Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block

Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.

Get merchant-operations-insights running in your business

Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.

Goes to the Chalk Labs founders, not the newsletter. Privacy

Need help deploying merchant-operations-insights?

CallGet help
Cite this page

merchant-operations-insights skill. Agent Mart. https://agentmart.dev/skills/harrylabsj-merchant-operations-insights (last updated 2026-10-24)