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List available models and capacity

list_models
Read-onlyIdempotent

List every model currently available in the free beta with reference input/output rates and health metadata. Those rates are platform cost metadata only; every user charge is $0.00 during the beta. Example — GET https://ainetcafe.com/t/list_models

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
tierNoOptional reference tier filter. All currently healthy tiers are available without a user key during the beta.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
modelsYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / properties / tier / description
      Previous value: -"Optional filter. \"free\" models run on the anonymous quota; \"premium\" needs your own AllRouter key."New value: +"Optional reference tier filter. All currently healthy tiers are available without a user key during the beta."
  2. Changed1 schema field changed
    • changedInput schema / properties / tier / description
      Previous value: -"Optional reference tier filter. All currently healthy tiers are available without a user key during the beta."New value: +"Optional filter. \"free\" models run on the anonymous quota; \"premium\" needs your own AllRouter key."
  3. Changed1 schema field changed
    • changedInput schema / properties / tier / description
      Previous value: -"Optional filter. \"free\" models run on the anonymous quota; \"premium\" needs your own AllRouter key."New value: +"Optional reference tier filter. All currently healthy tiers are available without a user key during the beta."
  4. Changed1 schema field changed
    • addedInput schema / properties / tier
      Added value: +{
      +  "description": "Optional filter. \"free\" models run on the anonymous quota; \"premium\" needs your own AllRouter key.",
      +  "enum": [
      +    "free",
      +    "premium"
      +  ],
      +  "type": "string"
      +}
  5. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "properties": {
      +    "models": {
      +      "items": {
      +        "type": "object"
      +      },
      +      "type": "array"
      +    }
      +  },
      +  "required": [
      +    "models"
      +  ],
      +  "type": "object"
      +}
  6. First observed

TDQS

A3.5/5.0
Behavior4/5

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

Annotations already declare read-only, idempotent, non-destructive semantics, so the safety profile is covered. The description adds genuinely useful context beyond that: rates are platform cost metadata only and user charges are $0.00 during the beta, which prevents misreading the numbers as billable amounts.

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?

Three front-loaded sentences that each carry information, with the pricing clarification placed right after the rate mention. The trailing 'Example — GET https://...' is a minor waste for an MCP tool that is not invoked over raw HTTP.

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?

An output schema exists, so return-value detail is unnecessary, and the description still previews the payload (rates plus health metadata) and the pricing caveat. Only the relationship to sibling cost/compare tools 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 100% and the tier enum is fully documented in the schema, so the description's phrasing about 'healthy tiers available without a user key' only lightly reinforces it. Baseline 3 applies when the schema does the heavy lifting.

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 models) plus what is returned: reference rates and health metadata, scoped to the free beta. It does not name the obvious siblings model_costs or compare_models, so an agent must infer the distinction rather than being told it.

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?

The description explains beta/pricing context but gives no explicit when-to-use guidance and never mentions the competing tools (model_costs, compare_models, ask_model) that a listing request could also serve. The reader must infer that this is the discovery entry point.

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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