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sktime

sktime-mcp

Official
by sktime

describe_component

Retrieve detailed specifications for any sktime class, including estimators, splitters, metrics, or transformers.

Instructions

Get detailed information about ANY class or component in the sktime ecosystem (estimators, splitters, metrics, transformers)

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
nameYesName of the component class (e.g., 'ARIMA', 'SlidingWindowSplitter', 'MeanAbsolutePercentageError')
Behavior4/5

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

The description uses 'Get' implying a read-only, non-destructive operation. No annotations provided, so description carries burden. It is adequate for a simple info tool, though could explicitly state that it does not modify state or require special permissions.

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, no unnecessary words. Front-loaded with action and scope. Very concise.

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 simple one-parameter tool without output schema, the description is minimally adequate but omits what 'detailed information' includes (e.g., parameters, docstring, methods). Could improve by hinting at output structure.

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 parameter meaning is fully defined by schema. Description does not add any additional semantic information beyond the schema's description of 'name'.

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?

Clearly states the tool retrieves detailed information about any class or component in the sktime ecosystem, listing specific examples (estimators, splitters, etc.). Distinguishes from sibling tools like fit or predict which perform actions rather than retrieve info.

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

Usage Guidelines3/5

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

Implied usage from description: use when needing details about sktime components. No explicit guidance on when not to use or alternatives. Could mention that query_registry or list_handles might be relevant for discovery, but not required.

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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