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mio_image_upscale

Upscale Image — Request AI enlargement for JPG, PNG or WebP images and download PNG results. Check input pixel limits, scale behavior and transparency before you start.. 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

A3.5/5.0
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 does well: it discloses that work is dispatched to Modal AI workers, that credits vary by model and file size, that Day Pass/welcome credits are excluded, and that files are deleted after processing with retention links. It stops short of stating authentication requirements or concrete pixel/scale limits.

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 core purpose is front-loaded in the first sentence, but the second block is a long run-on mixing AI worker dispatch, credits, retention, pricing and subscription details, plus a double-period typo ('before you start..'). Several sentences about credit-pack mechanics are marginal for a tool description.

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?

For a zero-parameter tool with no output schema and no annotations, the description is fairly complete: it covers supported formats, output format, cost model, processing backend and data retention. It is missing concrete prerequisites and explicit scale limits, but the pricing and retention context goes well beyond minimum expectations.

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 tool has zero parameters, so the baseline is 4. The description does not need to explain parameter semantics and correctly focuses on behavioral context instead.

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 opening sentence gives a specific verb (upscale), resource (image), supported formats (JPG, PNG, WebP) and output format (PNG). It is clear what the tool does but does not distinguish it from the sibling mio_ai_upscale_pro or mio_image_resize, which an agent might reasonably consider.

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?

The description advises checking pixel limits and scale behavior before starting, but never states when to use this tool versus alternatives such as mio_ai_upscale_pro or mio_image_resize. Usage is only implied by the phrase 'AI enlargement'.

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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