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den-indance

Shopify MCP Pro

getCustomerAnalytics

Analyze customer behavior over any date range. Get metrics like new vs. returning customers, churn rate, and average order value.

Instructions

Get customer behavior analytics

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
startDateYesStart date (YYYY-MM-DD)
endDateYesEnd date (YYYY-MM-DD)
metricsNo
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations, the description must fully disclose behavioral traits. It only states a read operation (get), but omits details like data freshness, rate limits, or whether historical data is guaranteed. The description is insufficient for understanding side effects or constraints.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single concise phrase, front-loaded with the verb and resource. While lacking detail, it is not verbose and earns its place.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given 3 parameters, no output schema, and no annotations, the description is too minimal. It does not explain the date range implications, the meaning of the metrics, or the return format, leaving significant gaps for an agent to use the tool effectively.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The description adds no meaning beyond the input schema. The metrics parameter's enum values are listed in the schema but not explained; the description does not clarify what each metric represents or how they are calculated.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description 'Get customer behavior analytics' clearly specifies the action (Get) and the resource (customer behavior analytics), distinguishing it from sibling analytics tools like getProductAnalytics or getSalesReport. However, it does not elaborate on what specific behaviors are included.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No guidance is provided on when to use this tool versus alternatives such as getConversionReport or getTrafficReport. The agent receives no context about ideal use cases or when to avoid this tool.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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