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list_models

Read-only

List available AI image generation models and their capabilities. Optionally filter to only active models.

Instructions

List available AI image generation models and their capabilities. For up-to-date pricing, see https://www.meigen.ai/model-comparison.

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?

The description adds value beyond the readOnlyHint annotation by noting that the tool lists capabilities and includes a link for pricing. However, it does not disclose other behavioral traits such as response format, caching, or rate limits, which would be beneficial for a listing tool.

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 concise with two sentences: the first clearly states the purpose, and the second provides a useful external link for pricing. No extraneous information is present, and the key points are front-loaded.

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?

Given the tool's simplicity (one optional boolean parameter, readOnly annotation, no output schema), the description adequately covers the core functionality. It mentions capabilities and provides a pricing link, which complements the lack of output schema. However, some details about the returned data format could improve completeness.

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?

The input schema already provides full coverage for the single parameter (activeOnly) with a clear description. The tool description does not add any additional meaning or context for this parameter, so the baseline score of 3 is appropriate.

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 and their capabilities, using a specific verb ('List') and resource ('models'). It effectively distinguishes itself from siblings like generate_image or enhance_prompt, which are action-oriented rather than retrieval-oriented.

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?

No guidance is provided on when to use this tool versus alternatives (e.g., search_gallery or comfyui_workflow). There is no mention of exclusions or context for opting to use list_models over other tools.

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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