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mlflow-mcp-server

get-latest-model-versions

Read-only

Retrieve the most recent version of a registered model for each specified stage.

Instructions

Get the latest model versions per stage

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
nameYesRegistered model name
stagesNoStages to query (e.g. ['Production', 'Staging'])
Behavior2/5

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

Annotations already declare readOnlyHint=true and openWorldHint=true, so the read-only behavior is covered. However, the description adds no additional behavioral context, such as what happens if a stage has no version, whether results are ordered, or any error conditions. More detail would be beneficial.

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 sentence with no unnecessary words. It is front-loaded and directly conveys the core purpose. Every word earns its place.

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?

Given that the tool has only two parameters and no output schema, the description could provide more context, such as the return format (e.g., a mapping from stage to version) or default behavior when stages is not provided. The current description is too sparse for complete understanding.

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 description coverage is 100%, so the schema already documents both parameters. The description does not add new semantic information beyond 'per stage', which is already implied by the parameter descriptions. Baseline 3 is appropriate.

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 the tool retrieves the latest model versions per stage, using specific verb 'Get' and resource 'latest model versions per stage'. This distinguishes it from sibling tools like search-model-versions or get-model-version, which have broader or single-return scopes.

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. For example, it does not clarify that this is for retrieving the latest version for each specified stage, while search-model-versions is for broader filtering. Missing explicit context or when-not-to-use scenarios.

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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