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Providers ranked by price gap

provider_ranking
Read-onlyIdempotent

Providers ranked by how far below or above the market their prices are: each provider's median gap to the market, in percent (score_pct, negative when below the market), where the market of a model is the median blended 3:1 price of its providers, counted only on models with at least min_providers comparable providers (models_measured). Also the number of models where the provider holds the offer the cheapest tool would select (cheapest_count). Ranked from min_models models measured; refreshed every hour.

Input Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A3.5/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent, non-destructive, closed-world, so the safety profile is covered. The description adds genuinely useful behavior beyond that: results are refreshed every hour, the market baseline is a median blended 3:1 price, and only models with at least min_providers comparable providers are counted — these aggregation rules materially change how the numbers should be interpreted.

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

Conciseness3/5

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

All the content is relevant, but it is delivered as one long run-on sentence with nested parentheticals, so the key fact (a ranked list of provider price gaps) is buried. The trailing clause 'Ranked from min_models models measured' is garbled and reads like a fragment rather than a statement.

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

Completeness3/5

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

There is no output schema, and the description does a decent job naming the returned fields (score_pct with its sign convention, cheapest_count, models_measured). However, the dangling references to min_providers/min_models and the unclear 'cheapest tool' cross-reference leave the agent unsure about the exact computation scope and thresholds.

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?

With zero input parameters the baseline is 4, but the description references 'min_providers' and 'min_models' as if they were configurable thresholds while the schema exposes no parameters at all. An agent could waste effort looking for inputs that do not exist, so the description adds ambiguity rather than meaning here.

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 states a concrete resource and metric: providers ranked by median percent gap to the market price, plus cheapest_count. That is specific enough to separate it from 'cheapest', 'compare_providers', and 'price_history', though it never names those siblings explicitly and the phrasing is dense with domain jargon.

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?

Usage is only implied by the metric described — an agent can infer 'use this to see who is cheap or expensive relative to the market'. There is no explicit when-to-use, no when-not-to-use, and no routing against the closely related siblings 'compare_providers' or 'price_history'.

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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