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Register Provider Model

nanites_registerProviderModel

Register a discovered model with a cloud provider. Specify provider and model ID to enable delegated tasks with model scoring, guardrails, and cost tracking.

Instructions

Register a discovered model for use with a cloud provider.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
model_idYes
providerYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv1.0.0

TDQS

C2.8/5.0
Behavior2/5

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

No annotations are provided, so the description carries full responsibility for behavioral disclosure. It does not state whether registration is persistent, whether it overwrites existing entries, whether provider credentials are required, or what side effects occur. 'Register' only implies mutation, not the operational details.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single, front-loaded sentence with no filler. It communicates the core action and object directly, making it appropriately concise for a simple registration tool.

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

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no annotations, no output schema, and minimal parameter detail, the description is too thin for an agent to confidently call the tool correctly. It leaves key operational context—such as valid provider states, overwrite behavior, and expected postconditions—unstated.

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 description adds only minimal context: model_id is a 'discovered model' and provider is a 'cloud provider.' The provider enum helps, but model_id semantics remain ambiguous, and no relationship between the two parameters is explained.

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 states a clear action ('Register') and a specific object ('a discovered model') plus the context ('for use with a cloud provider'). This distinguishes it from deregistration, listing, and discovery tools, though it does not explicitly contrast it with sibling tools like seed_provider_models.

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 explicit when-to-use guidance, prerequisites, or alternatives. The only implicit cue is 'discovered model,' which suggests this should happen after discovery, but the agent is left to infer that from the wording alone.

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