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mlflow-mcp-server

restore-run

Restore a deleted MLflow run using its run ID.

Instructions

Restore a deleted run

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
runIdYesRun ID to restore
Behavior2/5

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

Annotations indicate readOnlyHint=false and openWorldHint=true, but the description adds no further behavioral context such as side effects, permissions required, or what restoration entails. The bar is lowered by annotations, yet the description still provides minimal transparency.

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?

A single sentence with no redundant words. Every word is necessary, making it highly concise and front-loaded.

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

Completeness3/5

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

The description is adequate for a simple tool with one parameter and annotations present. However, it lacks details on preconditions, error scenarios, or what the tool returns, which could be beneficial.

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% and the parameter description 'Run ID to restore' is clear. The tool description adds no extra meaning beyond the schema, meeting the baseline of 3 for high 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?

The description 'Restore a deleted run' is specific with a clear verb and resource. It distinguishes from siblings like 'delete-run' and 'restore-experiment' by targeting the action of undeleting a run.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies usage context (only for deleted runs), but does not explicitly state when not to use or provide alternative tools. The sibling 'delete-run' is the inverse, but no guidance is given.

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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