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fastest

Return Top 11 providers sorted by quickest onboarding time (days from contract to live).

Input Schema

NameRequiredDescriptionDefault
slugYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.4/5.0
Behavior1/5

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

With no annotations, the description carries full responsibility for behavioral disclosure. It says nothing about return format, pagination, authentication needs, or how the 'slug' parameter influences the result. It appears to describe a fixed ranking that is unrelated to the required 'slug' input, leaving a significant gap.

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 a single, well-formed sentence that front-loads the operation. There is no unnecessary text; it is appropriately concise.

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 annotations, no output schema, and a required parameter entirely undocumented, the description is incomplete. It doesn't explain what the 'slug' is for or what the output looks like, leaving an agent unable to call the tool correctly without guessing.

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

Parameters1/5

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

Schema description coverage is 0% and the description does not explain the 'slug' parameter at all. For a required parameter, this is critical missing information; the parameter's role and acceptable values are completely undocumented.

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?

States a specific verb ('return') and resource (top 11 providers) with a clear ranking criterion (quickest onboarding time). Distinguishes itself from siblings like 'cheapest' and 'best_for' by naming the concrete metric. However, it doesn't explicitly handle the required 'slug' parameter, which is used only for the ranking category, making the purpose slightly ambiguous when the input doesn't match the output.

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 indication of when to use this tool versus alternatives such as 'cheapest' or 'list_rankings'. The description doesn't mention any conditions, exclusions, or prerequisites for invoking it.

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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