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Export Databricks Bundle

export_databricks_bundle
Destructive

Export ThumbGate logs and proof artifacts into a Databricks-ready analytics bundle for streamlined analysis and monitoring.

Instructions

Export ThumbGate logs and proof artifacts as a Databricks-ready analytics bundle

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
outputPathNo
Behavior2/5

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

The annotation 'destructiveHint: true' already indicates potential side effects, but the description does not clarify what the destructive effect is (e.g., overwriting files at outputPath). It adds no behavioral context beyond the annotation.

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 short sentence, which is concise but lacks important details about parameters, usage, and behavior. It is not optimally structured for an agent selecting a tool.

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?

For an export tool with no output schema and one parameter, the description should explain what the bundle contains and how outputPath is used. It does neither, leaving the overall functionality unclear.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, and the description does not mention the sole parameter 'outputPath' or explain its meaning or format. The baseline for low coverage is that the description must compensate, but it fails to do so.

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 verb 'Export' and the resource 'ThumbGate logs and proof artifacts' with a specific output format 'Databricks-ready analytics bundle.' This distinguishes it from sibling export tools like 'export_dpo_pairs' and 'export_hf_dataset'.

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 or why to use this tool over alternatives. With numerous sibling tools, such guidance is critical but absent.

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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