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flin-agency

flin-shopify-analytics-mcp

by flin-agency

shopify_time_to_second_order

Calculates distribution and summary statistics of days between a customer's first and second order in Shopify.

Instructions

Distribution and summary stats for days between first and second order.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
dateFromYes
dateToYes
asOfDateNo
limitNo
Behavior2/5

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

No annotations are provided, so the description carries full burden. It does not disclose behavioral traits such as whether the tool includes customers without a second order, how date range filters apply, or if data is real-time. The description is too minimal for transparency.

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 sentence, front-loaded with the core functionality. It is concise but likely too terse given the missing parameter and behavioral details.

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?

Without an output schema, annotations, or parameter descriptions, the description is incomplete. It does not explain the output format, edge cases, or default behavior, making it difficult for agents to use correctly.

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

Parameters1/5

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

Schema description coverage is 0%, meaning the input schema provides no parameter descriptions. The tool description does not explain the meaning or formats of the parameters (dateFrom, dateTo, asOfDate, limit), leaving agents to guess from names only.

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 clearly states that the tool provides distribution and summary statistics for days between first and second order. The verb is implied, and the resource is specific. However, it does not differentiate from the sibling tool 'shopify_repeat_purchase_windows' which might have overlapping functionality.

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. The description lacks context about prerequisites, typical use cases, or situations where this tool is preferred.

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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