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zhangluka

grain-seo-mcp

by zhangluka

analytics_pagespeed_correlation

Correlate GA4 engagement metrics with PageSpeed Insights scores for top organic pages to uncover performance impacts on user behavior.

Instructions

Correlate GA4 engagement metrics with PageSpeed Insights scores for top organic pages

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
propertyIdYesGA4 Property ID
accountIdNoGA4 account ID for multi-account setups
domainYesThe domain of the site (e.g. example.com) to construct URLs
startDateYesStart date (YYYY-MM-DD)
endDateYesEnd date (YYYY-MM-DD)
limitNoNumber of pages to analyze (default 5)
strategyNoPageSpeed strategy (default mobile)

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.0

TDQS

B3.4/5.0
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 only states the action 'correlate' without explaining what that entails (e.g., statistical method, data merging, or result format). No disclosure of side effects or prerequisites.

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

Conciseness5/5

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

Single sentence with no unnecessary words, front-loaded with action and resources. Every word is valuable.

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 no output schema and the complexity of correlating two data sources, the description is too brief. It fails to explain what the output looks like, what 'correlate' means operationally, or any limitations.

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

Parameters3/5

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

Schema description coverage is 100%, so the schema already documents all parameters. The description adds no additional meaning beyond what is in the schema, meeting the baseline.

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?

Description uses specific verb 'correlate' and explicitly combines two distinct resources (GA4 engagement metrics and PageSpeed Insights scores), making it clearly distinguishable from siblings like 'pagespeed_analyze' or 'analytics_top_pages'.

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

Usage Guidelines3/5

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 (e.g., using separate analytics and pagespeed tools). Usage is implied but not clarified.

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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