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us-all

mlflow-mcp-server

list-artifacts

Read-only

List artifacts within a run's artifact directory. Optionally filter by sub-path or use page tokens for paginated results.

Instructions

List artifacts under a run's artifact directory

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
runIdYes
pathNoOptional sub-path within the run's artifact directory
pageTokenNo
Behavior3/5

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

Annotations indicate readOnlyHint=true (safe) and openWorldHint=true (non-deterministic/paginated). The description adds no behavioral details beyond these, but does not contradict them.

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 perfectly captures the tool's purpose with no extra words. It is appropriately concise for a simple list operation.

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?

For a list tool with no output schema, the description does not explain what is returned (e.g., artifact names, paths, pagination). It provides the minimum viable context but leaves gaps in understanding the full output.

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 coverage is only 33% (only 'path' has a description). The description does not explain 'runId' or 'pageToken'. The schema already documents 'path', so the description adds no new parameter information.

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 'List artifacts under a run's artifact directory' clearly states the action (list) and resource (artifacts under a run's directory). Among siblings, there is no other artifact-listing tool, so it is well-differentiated.

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?

The description provides no guidance on when to use this tool versus alternatives, nor any context about prerequisites or exclusions. It only states the function implicitly.

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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