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analytics_heatmap

Read-only

Day-of-week × hour traffic grid with peak detection (times in UTC) Anonymous preview is limited to agentanalytics-demo synthetic read-only data; sign in for your own projects.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
projectYesProject name

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.5/5.0
Behavior4/5

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

Annotations already establish readOnly/destructive/openWorld, so the bar is lower, and the description adds real value on top: times are in UTC, and the anonymous preview is restricted to synthetic read-only agentanalytics-demo data with sign-in required for real projects. It does not say anything about result size, sampling or refresh cadence, which would complete the picture.

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?

Two sentences, purpose front-loaded, no filler. The second sentence runs the access caveat and the sign-in instruction together without clear punctuation, slightly hurting readability but not length.

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

Completeness4/5

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

With no output schema, the description usefully sketches the return shape (day-of-week × hour grid with peak detection) and covers access scoping for the single required parameter. Reasonably complete for a read-only single-argument analytics call, though it omits any note on grid axes labeling or value units.

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?

One parameter with 100% schema description coverage ("Project name"), so the schema carries the semantics. The description adds no meaning about the project argument or its expected format, which is the baseline-3 case when schema coverage is complete.

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 names a specific, distinctive resource: a day-of-week × hour traffic grid with peak detection. That shape is unique among siblings like analytics_overview, analytics_breakdown or analytics_sessions, so an agent can differentiate it in practice, though no sibling is named explicitly and there is no leading verb ("Get"/"Return").

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?

There is no guidance on when to choose this over analytics_breakdown, analytics_overview or other time/path analytics tools. The only selection-adjacent content is the anonymous-preview/sign-in note, which is about data access rather than tool choice.

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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