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mlflow-mcp-server

delete-registered-model

Destructive

Permanently remove a registered model and all its versions from the MLflow model registry.

Instructions

Delete a registered model and all its versions

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
nameYesRegistered model name to delete
Behavior4/5

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

Annotations already indicate destructiveHint=true, and the description adds that it deletes 'all its versions', which goes beyond the annotation scope. However, no details about reversibility or authorization are provided.

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?

Single sentence with no unnecessary words. Front-loaded with action and resource.

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 destructive tool with one parameter and no output schema, the description is adequate. It states the scope of deletion (all versions). Missing details about consequences or dependencies but sufficient for straightforward use.

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?

Schema coverage is 100% with the 'name' parameter having a clear description. The tool description does not add extra meaning beyond the schema, meeting the baseline for a single simple parameter.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states 'Delete a registered model and all its versions', which is a specific verb (Delete) on a specific resource (registered model). It distinguishes from sibling tools like 'delete-model-version' that delete only a version.

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?

No guidance on when to use this tool versus alternatives like 'delete-model-version'. The description does not mention prerequisites or scenarios where deletion is appropriate.

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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