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mio_ai_upscale_pro

AI Image Upscaler Pro — Upload an image, choose a 2× or 4× scale, and inspect the enlarged result before using it in your design.. 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 does a good job: it discloses that work is dispatched to Modal workers, that credits vary by model and file size, that Day Pass/welcome credits are excluded, and that files are deleted after processing with an audit URL. It stops short of stating auth requirements, expected turnaround, or output format.

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 sentence is well front-loaded, but more than half the text is pricing/credit boilerplate that overlaps with `mioffice_pricing_info` and does not help an agent invoke this tool. It is disproportionately long for a zero-parameter 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?

Behavioral context (credits, retention, worker backend) is thorough, but the practical mechanics are missing: with an empty input schema, the description never explains how the image is supplied or how the 2×/4× choice is expressed. For a tool whose advertised inputs have no schema representation, that leaves a real invocation gap.

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?

Zero parameters gives a baseline of 4. The description does mention a 2×/4× scale choice and an image upload, but the input schema is empty — so those 'choices' have no corresponding parameters, which is a mild inconsistency rather than added parameter semantics.

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 names a specific action (upscale an image), the input (an image), the key option (2× or 4×), and the outcome (inspect the enlarged result). It does not, however, distinguish itself from the sibling `mio_image_upscale`, so an agent cannot tell from the text why it would pick the 'Pro' variant.

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 only implied: the credit and Day-Pass notes signal that this is a metered AI-Studio run, which is useful selection context. There is no explicit when-to-use/when-not guidance and no mention of the cheap sibling `mio_image_upscale` as the alternative for non-AI upscaling.

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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