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List models

list_models

List tracked models with pricing and context windows. Filter by provider, modality tag, status, or price/context bounds.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
sortNoSort order (default name)
limitNoMax results (default 100)
statusNoStatus filter, e.g. 'available', 'deprecated'
modalityNoModality tag filter, e.g. 'text', 'image', 'audio'
providerNoProvider slug filter, e.g. 'anthropic'
minContextWindowNoMinimum context window
maxInputPricePerMNoMax input price per 1M tokens (USD)

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.6/5.0
Behavior3/5

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

No annotations are provided, so the description carries the full behavioral burden. 'List tracked models' usefully signals a read-only catalog operation and clarifies scope ('tracked'), but it says nothing about pagination behavior, defaults, or how results are ordered.

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?

Two tight sentences, zero waste, with the resource and returned fields front-loaded before the filter list.

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 100% schema coverage and no output schema, the description supplies the missing return-value hint (pricing and context windows) and the filterable dimensions, which is nearly everything needed. Only pagination/ordering behavior is left unstated.

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 every parameter is already documented with examples (provider slugs, modality tags, status values, price units). The description only restates the filter categories and adds no syntax or format detail beyond the schema, so the baseline 3 applies.

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 (List) and resource (tracked models) and even names what is returned (pricing, context windows). It does not differentiate from the sibling search_models, so an agent cannot tell from the text alone which listing/search tool to pick.

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?

The enumeration of filter dimensions implies the use case (filtered browsing of the model catalog) but never states when to use this versus search_models or get_model, and gives no exclusions or prerequisites.

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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