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Dweeb1578

Marketing Analytics MCP Server

by Dweeb1578

ga4_traffic_by_device

Break down website traffic by device category (mobile, desktop, tablet) with sessions, users, and engagement. Filter by date, country, or channel to analyze device-specific performance.

Instructions

Sessions / users / engagement broken out by device category.

Args: start_date: YYYY-MM-DD (default: 28 days ago) end_date: YYYY-MM-DD (default: today) country: Country filter channel: Channel filter

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
channelNo
countryNo
end_dateNo
start_dateNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior2/5

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

No annotations provided, so the description must carry the full burden. It only states the output is broken out by device category, lacking details about data aggregation, time range, or any restrictions.

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

Conciseness3/5

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

The description is very short and front-loaded with the purpose, but it omits necessary context. It could be more structured but remains readable.

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?

Despite having an output schema, the description does not explain return values. With 4 optional parameters and no annotations, more context is needed for an agent to use the tool correctly.

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?

Schema coverage is 0%, and the description only provides defaults for parameters. It adds no meaning beyond the schema, leaving the agent uncertain about allowed values or format (e.g., country and channel filters are not explained).

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

Purpose5/5

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

Clearly states 'Sessions / users / engagement broken out by device category', which is a specific verb and resource. It distinguishes from sibling tools like ga4_traffic_by_country and ga4_channel_breakdown.

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 explicit guidance on when to use this tool versus alternatives. The description only lists parameters without context about selection criteria or limitations among the many GA4 sibling tools.

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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