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OmniProvider

List OmniProvider models

omniprovider_list_models
Read-onlyIdempotent

Returns the public catalog: model ids, context windows, maximum output tokens, price per million input and output tokens, accepted payment rails and prepaid packs that can be bought now.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
tierNoOptional filter by catalog tier.

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 readOnly, idempotent, non-destructive and openWorld, so the safety profile is covered. The description usefully discloses the return payload contents (ids, context windows, token limits, prices, payment rails), but adds nothing about auth needs, rate limits, or pagination.

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 front-loaded sentence with no filler; the field enumeration earns its space because there is no output schema. Slightly dense but efficiently structured.

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, describing the returned fields is the right call and it does so. The remaining gap is routing guidance against the pricing siblings and any mention of the tier filter's effect, but for a simple read-only catalog listing this is close to complete.

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?

Only one parameter (tier) with 100% schema description coverage and an enum, so the schema fully documents it. The description never mentions the tier filter or what 'open' vs 'frontier' means, so it adds no meaning beyond the schema — baseline 3.

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 ('Returns') and resource ('the public catalog') and enumerates the fields returned, so the agent knows exactly what this produces. It does not, however, distinguish itself from siblings like omniprovider_get_pricing, which appears to overlap on price information.

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 when-to-use or when-not-to-use guidance, and no sibling is named. The agent must guess whether to call this or omniprovider_get_pricing / omniprovider_get_quote for pricing, since the description itself advertises price data.

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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