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mlflow-mcp-server

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delete-traces

Delete traces by trace IDs or by timestamp older than maxTimestampMillis, with optional cap on number of traces deleted.

Instructions

Delete traces by ID or older than a timestamp

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
experimentIdNoExperiment ID (defaults to MLFLOW_EXPERIMENT_ID)
traceIdsNoSpecific trace IDs to delete
maxTimestampMillisNoDelete traces older than this timestamp (ms)
maxTracesNoMaximum number of traces to delete
Behavior2/5

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

No annotations are provided, so the description must convey behavioral traits. It says 'delete' but does not disclose permanence, side effects (e.g., cascading deletes), or behavior when no parameters are provided. This is inadequate for a destructive operation.

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, front-loaded sentence with no wasted words. It efficiently conveys the core functionality.

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, no output schema, and no annotations, the description is incomplete. It does not explain behavior when no parameters are provided, the meaning of maxTraces, or the return value. More detail is needed for safe and effective 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%, so the schema already describes each parameter. The description adds minimal context by linking 'by ID' to traceIds and 'older than a timestamp' to maxTimestampMillis. It does not explain the interaction between parameters or the default for experimentId.

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 action 'Delete' and resource 'traces' with two explicit methods: by ID or by timestamp. It is specific and distinguishes from other delete tools.

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 other delete tools (e.g., delete-run, delete-experiment). No mention of prerequisites or contexts where one method is preferred.

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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