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mlflow-mcp-server

get-run

Read-only

Retrieve detailed information for an MLflow run using its run ID.

Instructions

Get run details by ID

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
runIdYesRun ID
extractFieldsNoComma-separated dotted paths with `*` wildcard (e.g. 'runs.*.info.run_id'). Reduces response tokens.
Behavior3/5

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

Annotations already provide readOnlyHint=true and openWorldHint=true, so the description's 'Get run details' is consistent but adds no extra behavioral context beyond what annotations signal. No contradictions.

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, front-loaded with key information. No wasted words. Appropriate for the simplicity of the tool.

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?

Given the low complexity (2 parameters, no output schema), the description covers the essential purpose. However, it does not specify what 'details' include or that extractFields can reduce response size, leaving some ambiguity for an agent.

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%; both runId and extractFields are already described in the schema. The description does not add additional meaning beyond 'by ID' which is already captured.

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 'Get run details by ID', specifying the action (Get), resource (run details), and identification method (by ID). This is specific and distinguishes it from siblings like get-best-run or search-runs.

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 vs alternatives such as search-runs or compare-runs. The description implies usage when you have a run ID, but does not provide when-not-to-use or mention alternatives.

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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