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download_checkpoint_metadata

Fetch checkpoint metadata like step and loss without downloading weights. Enables dry-run evaluation unless SSH credentials are configured.

Instructions

Fetch checkpoint metadata (step, loss…) without downloading weights (dry-run unless FTOS_SSH_* configured).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
targetYes
checkpointYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior3/5

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

No annotations are provided, so the description carries full burden. It discloses the key behavioral trait of being a dry-run unless SSH is configured. But it lacks details on authentication needs, error states, or whether it is read-only, which are important for safe usage.

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?

The description is a single sentence that efficiently conveys the purpose and a critical condition. No wasted words.

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?

The tool has only two parameters, so complexity is low. The description explains the main behavior, but the missing parameter explanations create a significant gap. Given the output schema exists, return values are covered, but parameter documentation is essential.

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%, meaning no parameter descriptions exist in the schema. The description does not explain what 'target' or 'checkpoint' refer to, leaving the agent without guidance on how to provide valid inputs.

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 it fetches checkpoint metadata (step, loss) without downloading weights, using a specific verb 'fetch' and resource 'checkpoint metadata'. This distinguishes it from any tool that downloads weights.

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

Usage Guidelines4/5

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

The description includes a condition for dry-run versus actual download based on FTOS_SSH_* configuration, providing clear context. However, it does not explicitly mention when to use this tool versus alternatives or when not to use it.

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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