Skip to main content
Glama

cohere_list_models

Read-onlyIdempotent

List all available Cohere models using an API key so you can choose the right model for your workflow.

Instructions

List all available Cohere models.

Input Schema

NameRequiredDescriptionDefault
api_keyNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Addedv0.1.9
  2. Removed
  3. Addedv0.1.5

TDQS

B3/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, making the safety profile clear. The description adds nothing beyond the annotations — no note on rate limits, auth requirements, or result shape — but with annotations covering behavior, a 3 is appropriate.

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?

One tight sentence with no filler or redundancy. It is front-loaded but arguably too terse — a clause on auth or result content could have been added without bloat.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

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 is minimally viable. The missing pieces — auth expectation for the api_key parameter and any hint of what the model list contains — leave gaps an agent must guess at.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and the single parameter (api_key) is undocumented. The description never mentions authentication or whether an API key may be supplied per call, so it fails to compensate for the schema gap.

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 Cohere models) so the agent knows exactly what it returns. The 'Cohere' qualifier differentiates it from the many sibling model-listing tools (openai_list_models, groq_list_models, replicate_list_models), though it doesn't name them explicitly.

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 gives no when-to-use guidance, no prerequisites (e.g. does this require an API key?), and no mention of how it relates to siblings like cohere_chat or groq_list_models. The single sentence is pure purpose statement.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Deploy Server

Other Tools