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Kaggle MCP Server

by art-qalam-fr
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Python
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competition_submit

Submit predictions to a Kaggle competition using a blob file token and a submission message.

Instructions

Submit predictions to a competition.

    Args:
        competition: Competition URL suffix.
        blob_file_tokens: Blob file token from upload.
        message: Submission description message.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
messageYes
competitionYes
blob_file_tokensYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.2.0

TDQS

B3.1/5.0
Behavior2/5

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

With no annotations, the description fails to disclose important behavioral traits such as side effects, success/failure behavior, authentication needs, or destructive nature (submitting creates a new entry).

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

Conciseness4/5

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

Description is concise with a front-loaded purpose statement and an Args block. However, the Args block redundantly repeats parameter info that is already in the schema.

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?

Does not mention the output schema (despite having one), prerequisites like uploading a file first, or any error conditions. Incomplete for a tool that requires prior steps.

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?

Given 0% schema coverage, the description adds basic meaning to parameters (e.g., 'Competition URL suffix', 'Blob file token from upload'), but lacks detail on format or relationship to other tools.

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 'Submit predictions to a competition' with a specific verb and resource, distinguishing it from sibling tools like competition_leaderboard or competition_download.

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 vs alternatives, no prerequisites or context for when to invoke it, and no mention of not using it in certain cases.

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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