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List tracked models

list_models
Read-onlyIdempotent

All tracked models with full records: Elo and its provenance (elo_source), prices per million tokens, context window, strengths, description. rated is false when the stored Elo is a predecessor's, missing or stale.

Input Schema

NameRequiredDescriptionDefault
providerNoProvider name, case-insensitive substring match.

Schema Changelog

Changes observed during successful MCP inspections.

  1. 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 readOnlyHint, idempotentHint, and closed-world behavior, so the safety profile is covered. The description adds useful behavioral context about returned fields and explains the semantics of the 'rated' flag, though it does not address ordering 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?

The description is compact and front-loads the main purpose and returned fields. The second sentence about 'rated' is dense but earns its place by clarifying a field semantic that is otherwise non-obvious.

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 read-only list tool with no output schema, the description provides enough detail about returned record contents and the special 'rated' flag. Gaps around ordering, pagination, and the provider filter exist but are minor relative to the tool's complexity.

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 single provider parameter is fully documented in the schema with a clear substring-match description. The tool description does not mention this filter at all, so it adds no meaning beyond the schema; baseline 3 is appropriate for 100% schema coverage.

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?

The description clearly states that this returns all tracked models with full records and enumerates the key record fields. It distinguishes itself from get_model implicitly by returning 'All' models, but does not explicitly name sibling tools or boundaries.

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 explicit guidance on when to use this tool versus get_model or recommend_models. The word 'All' implies a listing use case, but no alternatives, exclusions, or selection conditions are stated.

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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