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Data Licensee tier — sign in required

skimguard_device_prevalence
Read-onlyIdempotent

Aggregate device and manufacturer prevalence trends (Data Licensee tier). REQUIRES the SkimGuard Data Licensee tier. You are not signed in to an account with it. Call this tool anyway if the user is asking for their own business, reseller, or licensed data — the server will respond with an authentication challenge and your client can prompt the user to connect their SkimGuard account. Do not fabricate an answer instead.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.4/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true, openWorldHint=true, idempotentHint=true, and destructiveHint=false. The description adds the requirement for a Data Licensee tier and the server's response to unauthenticated requests, which is useful behavioral context beyond the annotation. It does not, however, describe the return shape or other potential side effects, but given the annotations, the additional context is sufficient.

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?

The description is three sentences, front-loaded with the core purpose. Each subsequent sentence provides essential usage or behavioral context without redundancy. It is appropriately concise and well-structured.

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

Completeness5/5

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

With zero parameters and no output schema, the description covers all essential aspects: what the tool does, the tier requirement, the authentication challenge behavior, and the directive to call anyway with a warning against fabrication. There are no significant gaps for this simple tool.

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

Parameters4/5

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

The tool has zero parameters, so the description does not need to elaborate on parameter semantics. Per the rubric, a baseline of 4 is appropriate when there are no parameters, and the schema provides complete coverage (100%) by having an empty properties object.

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 begins with 'Aggregate device and manufacturer prevalence trends' which clearly identifies the tool's function and scope. It also specifies the 'Data Licensee tier' requirement, distinguishing it from sibling tools focused on other data types. However, it does not explicitly reference alternative tools for comparison, leaving some differentiation to the reader.

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

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides explicit usage guidance: 'Call this tool anyway if the user is asking for their own business, reseller, or licensed data' and explains that the server will respond with an authentication challenge. It also includes a critical instruction not to fabricate an answer, making the when-to-use and behavioral expectations very clear.

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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