List providers
list_providersList providers tracked by the registry with their model counts. Use provider slugs in list_models / get_model / compare_models.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
list_providersList providers tracked by the registry with their model counts. Use provider slugs in list_models / get_model / compare_models.
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Changes observed during successful MCP inspections.
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full burden, but for a zero-parameter listing operation there is limited behavior to disclose. It does reveal that results include model counts alongside providers, yet says nothing about ordering, pagination, or the data source/registry scope. Adequate but thin on behavioral context.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two short sentences, front-loaded with the action and its scope, with the second sentence adding distinct downstream value. No filler.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With no output schema present, the description partially compensates by naming the returned fields (providers and model counts). It doesn't cover ordering or how complete the provider list is, but for a simple 0-param enumerator this is nearly sufficient.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The tool takes zero parameters, so there are no parameter semantics to document; the baseline for a 0-param tool applies. The description still helpfully notes that the returned provider slugs are the keys consumed by other tools.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb and resource ('List providers tracked by the registry') and adds scope detail ('with their model counts'), which is more than a restatement of the name. It doesn't explicitly contrast with a sibling list tool, but no sibling lists providers, so the risk of confusion is low.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The second sentence tells the agent exactly why to call this and what to do with the result: obtain provider slugs for list_models / get_model / compare_models. That's clear enabling context. It stops short of explicit when-not guidance, but for a zero-param enumeration tool little else is needed.
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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