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HUANGcvs
by HUANGcvs

list_models

Read-only

List available AI image generation models with pricing details and capabilities to compare options for your projects.

Instructions

List available AI image generation models with pricing and capabilities.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
activeOnlyNoOnly show active models (default: true)
Behavior3/5

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

Annotations already indicate readOnlyHint=true. The description adds that the tool returns pricing and capabilities, but no further behavioral traits (e.g., pagination, caching) are disclosed.

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, clear sentence with no waste. It front-loads the key information.

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 simple list tool with good schema and annotations, the description is mostly adequate. However, it could mention the structure of the return data (e.g., what fields are in each model object) since no output schema is provided.

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% (the single parameter activeOnly is documented). The main description does not add parameter details, but schema already handles it adequately.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool lists available AI image generation models with pricing and capabilities, distinguishing it from sibling tools like generate_image or enhance_prompt.

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?

No explicit when or when-not to use is provided, but the tool's purpose (listing models) is clear from context. Sibling tools hint at alternatives, but no direct guidance is given.

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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