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mio_ai_remove_background_pro

AI Background Remover Pro — Upload one image, choose a transparent, white or black background, and download the cutout as WebP.. AI Studio run — dispatches to our AI workers (Modal). Credits per run vary by model and file size. Day Pass and welcome credits do not include AI Studio. Files are deleted after processing; auditable at mioffice.ai/account/tasks (retention details at mioffice.ai/privacy). All three credit-based workspaces unlock with the same one-time credit pack — there is no per-workspace subscription. See mioffice.ai/pricing for current plans.

Input Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A3.6/5.0
Behavior4/5

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

With no annotations, the description carries the full burden and discloses meaningful operational details: dispatch to Modal AI workers, variable credit cost, Day Pass/welcome-credit exclusion, file deletion after processing, and auditability. It still omits auth requirements, rate limits, and return behavior, but it is substantially more transparent than typical.

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 purpose is front-loaded in the first sentence, but the description then expands into pricing, credit-pack, and legal-retention details. Some of that is useful transparency, but phrases like 'All three credit-based workspaces unlock...' and 'See mioffice.ai/pricing' do not directly help an agent select or invoke this specific tool.

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?

There are no annotations and no output schema, so the description must cover behavior and results. It explains the output format as WebP and provides billing/retention context, but it does not explain how the agent supplies the image given the empty input schema or what the tool returns (for example, a URL or job ID).

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

Parameters4/5

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

The input schema is empty, so there are no parameters for the description to document, and the baseline for zero parameters is 4. The description mentions background choices and WebP output, which adds some context, though those options are not represented in the schema.

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 states a specific verb and resource: upload an image, choose a background, and download a WebP cutout. It is clear what the tool does, but it does not distinguish this Pro version from the sibling mio_ai_remove_background or the video background remover.

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?

Usage is implied by 'Upload one image' and the background choices, and the credit eligibility note gives some context. However, there is no explicit guidance on when to use this versus the non-Pro background remover or other AI image tools.

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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