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Search Models

search_models
Read-onlyIdempotent

Search public Replicate models by keyword query; returns matching models with owner, name, description, and run count.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.5/5.0
Behavior3/5

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

Annotations already declare readOnly, idempotent, open-world, and non-destructive, so the safety profile is covered. The description adds useful context by noting it operates on PUBLIC models and enumerates the return fields (owner, name, description, run count), but it offers no pagination or rate-limit behavior.

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 well-formed sentence that front-loads the action and scope and then lists the output fields. No filler, though it is terse enough that it could have invested one clause in alternatives.

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?

For a one-parameter read-only search tool with annotations covering safety, the description is largely sufficient: it covers purpose, scope, and return fields. The absence of an output schema is compensated by the enumerated return fields, leaving little missing.

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 coverage is 0% and the single query parameter has no schema description, so the description must carry the meaning. It partially does by calling it a 'keyword query', but gives no syntax, matching, or format detail beyond that.

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 (Search) and resource (public Replicate models) with the mechanism (keyword query) and the returned fields. It is clear what the tool does, though it does not explicitly differentiate itself from the sibling list_models.

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 phrase 'by keyword query' implies this is the tool for keyword-driven lookup rather than full listing, but it never names an alternative such as list_models or states when-not to use it. Usage is implied rather than guided.

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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