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mio_ai_remove_background

Remove Background — Remove an image background, choose a transparent or solid background, and inspect the cutout before using it.. 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

B3.1/5.0
Behavior3/5

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

No annotations are supplied, so the description carries the full burden. It does disclose useful non-obvious behavior: dispatch to Modal AI workers, per-run credit variability by model and file size, exclusion of Day Pass/welcome credits, and file deletion with an audit trail. What it omits is operational behavior: how the image is supplied with zero parameters, whether the call is synchronous, and what the response contains.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Only the first sentence describes the tool; the remaining four are pricing/credit/privacy boilerplate evidently shared across every AI Studio tool and irrelevant to correct invocation. There is also a doubled period ('it.. AI Studio run'), indicating unpolished text.

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?

Billing and data-retention concerns are well covered, which matters for a credit-metered tool, but with no annotations and no output schema the description should still say what comes back (transparent PNG? URL?) and how the background mode is selected, and should differentiate from the _pro sibling.

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 schema declares zero properties, so the baseline is 4. Slight confusion arises because the description promises a 'choose a transparent or solid background' option for which no parameter exists, leaving the agent unsure how that choice is expressed.

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 first sentence gives a specific verb and resource (remove an image background) plus the key options (transparent vs. solid output, inspect the cutout). However, it never distinguishes this from the sibling mio_ai_remove_background_pro or mio_ai_video_background_remover, so an agent cannot tell which of the near-identical names to pick.

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?

Usage is only implied by the tool name; there is no statement of when to prefer this over remove_background_pro, nor prerequisites, nor what input the tool expects. The only workflow hint is 'inspect the cutout before using it', which is not a selection criterion.

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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