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kwp-lab

Google Analytics MCP Server

by kwp-lab

Search Analytics Metadata

search_metadata

Search Google Analytics 4 dimensions and metrics by name or category using a property ID and query string. Filter results by type or category to find specific metadata.

Instructions

Search for specific dimensions or metrics by name or category

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
typeNoType of metadata to searchboth
queryYesSearch term to find dimensions/metrics
categoryNoFilter by category (e.g., "USER", "SESSION", "PAGE", "EVENT")
propertyIdYesGoogle Analytics property ID (e.g., 123456789). Required for all queries.
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It does not disclose behavioral traits such as read-only nature, authorization needs, or side effects. The search behavior is implied but not explicitly stated.

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 extremely concise—one sentence that is front-loaded. It could benefit from slightly more detail, but it is not verbose.

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?

With no output schema and 4 parameters, the description is too brief. It does not explain return values, pagination, or any behavioral specifics, leaving gaps for the agent.

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 baseline is 3. The description does not add meaning beyond the schema; it simply restates the search purpose. No additional parameter context provided.

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 it searches for dimensions or metrics by name or category. It uses a specific verb and resource, but doesn't distinguish from the sibling 'get_metadata' tool.

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 on when to use this tool versus alternatives like 'get_metadata'. The description only states the purpose, not the context or exclusions.

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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