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mlflow-mcp-server

search-model-versions

Read-only

Find model versions by applying filter expressions and paginate results to control output size.

Instructions

Search model versions with filter and pagination

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
filterNoFilter expression (e.g. "name='model_x'")
maxResultsNo
orderByNo
pageTokenNo
Behavior3/5

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

Annotations provide readOnlyHint and openWorldHint; description adds filter/pagination context. No contradictions, but missing details on result limits, ordering behavior, or rate limits.

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 concise sentence front-loading purpose; no unnecessary words.

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 4 parameters, low schema coverage, no output schema, and no usage guidelines, description is insufficient. Lacks details on pagination, ordering, default values, and result interpretation.

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 only 25% (only filter parameter described). Description mentions filter and pagination but does not explain maxResults, orderBy, or pageToken semantics. Does not compensate for low schema coverage.

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?

Description clearly states verb 'search', resource 'model versions', and features 'filter and pagination'. Distinguishes from siblings like 'get-model-version' or 'search-registered-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?

No explicit guidance on when to use this tool versus alternatives like search-registered-models or get-model-version. Context of use is implied but not stated.

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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