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remove_background

Uses AI to isolate the main subject and remove the background from an image. Works best with clear subjects against distinct backgrounds.

Instructions

Remove the background from an image.

Uses AI to isolate the main subject and remove the background. Best results with clear subjects against distinct backgrounds.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
image_pathYesPath to the image
output_formatNo"png" (default, supports transparency), "jpeg", or "webp"png
output_filenameNoCustom filename for result (optional)

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 the full burden. It discloses that the tool uses AI to isolate the main subject, but it does not describe the output format or any side effects (e.g., whether the original file is modified). The behavior is adequately described but lacks comprehensive detail.

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?

Two sentences, no unnecessary words. The action is front-loaded, and the usage tip is concise. Every sentence adds value.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The description provides the core purpose and a usage tip. An output schema exists (context indicates true), so return values do not need explanation. However, it does not mention what happens to the result (e.g., saved to a file) or any prerequisites. Slightly incomplete but sufficient for a focused tool.

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?

The input schema covers all parameters with descriptions. The description adds no additional meaning to the parameters beyond stating the overall purpose. Since schema coverage is 100%, a baseline of 3 is appropriate.

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 tool's action: 'Remove the background from an image.' It distinguishes itself from sibling tools that perform other image manipulations like editing, transforming, or upscaling. The verb-resource pair is specific and unambiguous.

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 usage tip: 'Best results with clear subjects against distinct backgrounds.' This provides practical guidance on when the tool works best, though it does not explicitly list when not to use it or mention alternative tools for different scenarios.

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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