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Optuna MCP Server

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by optuna

set_trial_user_attr

Assign a user-defined attribute to a specific trial by providing its number, attribute key, and value.

Instructions

Set user attributes for a trial

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
trial_numberYes
keyYes
valueYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior2/5

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

With no annotations, the description must disclose behavioral traits like overwriting behavior, persistence, authorization needs, or side effects. It fails to do so, only stating the action without any behavioral context.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single concise sentence, but it is under-specified for a 3-parameter tool. It lacks necessary detail, making it insufficiently informative despite its brevity.

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 no annotations, no schema descriptions, and an output schema that is not referenced, the description is incomplete. It does not explain return values, error conditions, or effects on the system.

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 0%, yet the description adds no meaning beyond the parameter names. It does not explain what 'user attributes' are, what types 'value' can take, or how trial_number is used.

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 'Set user attributes for a trial' clearly states the verb (set) and resource (user attributes for a trial). It distinguishes from siblings like add_trial (which adds a trial) and get_trial_user_attrs (which retrieves attributes).

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 is provided on when to use this tool versus alternatives such as add_trial, ask, or get_trial_user_attrs. The agent lacks context for decision-making.

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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