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List Models

list_models
Read-onlyIdempotent

List all public models available on Replicate, paginated via cursor; returns owner, name, description, run count, and latest version id for each model.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
cursorNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.2/5.0
Behavior3/5

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, so the safety profile is fully covered by structured data. The description adds that results are paginated via cursor and enumerates the returned fields, which is useful but modest beyond what annotations supply.

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?

A single efficient sentence that front-loads the core action and scope, then lists the return fields. Nothing is wasted, though the return-field enumeration could arguably be trimmed given its 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 helpfully enumerates the returned fields (owner, name, description, run count, latest version id), and annotations cover the safety profile. Only the relationship to the curator's search_models sibling is left unaddressed.

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 0% and the single 'cursor' parameter is undocumented in the schema, so the description must compensate. It does explain that pagination is done 'via cursor', which gives the parameter meaning, but it does not specify the cursor format or where the next cursor comes from.

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 and resource ('List all public models available on Replicate'), so the agent knows exactly what it returns. It does not, however, distinguish itself from the sibling search_models, so an agent must infer the difference between listing and searching.

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 explicit when-to-use guidance and no mention of the alternative search_models. The phrase 'paginated via cursor' hints at the pagination workflow but the description never states when this tool is preferred over its search sibling or what preconditions apply.

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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