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run_first_preview

Validate your local images or image directory with a bounded first preview, ensuring your dataset is ready for augmentation.

Instructions

Run one bounded, validated first preview for a local image or image directory.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
taskNoclassification
targetsNo
intensityNolow
max_imagesNo
dataset_pathYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior2/5

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

No annotations are present, so the description must carry the behavioral burden. 'Bounded, validated' hints at constraints and input validation, but it does not disclose side effects, persistence, permissions, failure modes, or what 'bounded' means concretely (e.g., the max_images cap).

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?

The description is one short, front-loaded sentence with no filler. It is efficient, but for a 5-parameter tool with no schema descriptions it is under-specified rather than ideal.

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?

Although an output schema exists, the description does not provide enough context for selecting among many sibling tools or understanding the main optional parameters. It lacks prerequisites, when-to-use guidance, and parameter semantics, so it is incomplete given tool complexity.

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?

Only dataset_path is implied by 'local image or image directory'; the four other parameters (task, targets, intensity, max_images) are neither described nor linked to the high-level purpose. Since schema descriptions are absent (0% coverage), the description fails to compensate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description uses a specific verb ('Run') and identifies a clear resource ('one bounded, validated first preview') for a local image or directory. It conveys scope but does not explicitly distinguish it from sibling preview tools like render_preview or render_preview_batch.

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?

The phrase 'first preview' weakly implies this is for an initial exploratory run, but there is no explicit guidance on when to use this tool versus the many preview-related siblings. No exclusions or alternative recommendations are provided.

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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