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mio_ai_audio_enhancer

AI Audio Enhancer — Upload a speech or music recording, choose the matching Audio Type, and download an enhanced WAV file.. 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

B3.4/5.0
Behavior4/5

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

With no annotations, the description carries the full behavioral burden and does a good job disclosing that runs dispatch to AI workers, credits vary by model and file size, Day Pass/welcome credits are excluded, and files are deleted after processing. It still omits timing, async/sync behavior, and authentication requirements, but it adds substantial operational context beyond the schema.

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, which is good. The remaining text mixes useful operational facts with boilerplate about workspace credit packs, subscriptions, and pricing, and includes a double-period typo, so it is not tight.

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

Completeness2/5

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

For a tool with no annotations, an empty input schema, and no output schema, the description does not explain how the audio file is supplied, accepted formats, size limits, or how the enhanced WAV is returned. Billing and retention context is present, but the invocation mechanics are missing.

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 has zero parameters, so the baseline would normally be 4. However, the description instructs the user to 'choose the matching Audio Type' even though no such parameter exists in the schema, creating ambiguity about whether there are hidden or UI-only inputs.

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 clearly states a specific action (enhance), resource (speech or music recording), and output (enhanced WAV file). It is understandable without opening sibling schemas, though it does not explicitly differentiate this from nearby tools like audio denoise, audio compressor, or video enhancer.

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?

The description implies usage for speech or music recordings and mentions choosing an Audio Type, which gives some context. However, it never states when to use this tool versus alternatives like mio_audio_denoise, mio_audio_compressor, or mio_ai_video_enhancer, and gives no exclusions.

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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