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mio_ai_hum_to_song

AI Hum to Song — Upload a short melody recording, add lyrics and a style description, and generate a song draft to listen to and download.. 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

B3.3/5.0
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 disclose meaningful behavior: dispatch to Modal AI workers, variable credit cost by model and file size, that Day Pass/welcome credits are excluded, and that uploaded files are deleted after processing with a retention link. It stops short of stating latency/async behavior or whether the run is blocking, which matters for a generation job.

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 first sentence is a well-formed, front-loaded purpose statement, but it is followed by a long pricing/policy block including 'All three credit-based workspaces unlock with the same one-time credit pack — there is no per-workspace subscription', which does not help tool selection. There is also a doubled period ('download..') suggesting unedited copy.

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?

It covers cost and data-retention concerns that an agent should surface, and mentions the output (a song draft to listen to and download) for a tool with no output schema. It omits the crucial gap of how the melody/lyrics/style are actually supplied given zero declared parameters, and says nothing about expected run time or job status handling.

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 schema declares zero parameters, which would normally set a baseline of 4. But the description instructs the agent to 'upload a short melody recording, add lyrics and a style description' when no such inputs exist in the schema — that mismatch actively misleads about how to invoke the tool rather than clarifying parameters.

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?

Names a specific verb and resource ('Hum to Song' — generate a song draft from a hummed melody plus lyrics and style), and the input modality (hummed audio) does some implicit differentiation. However, it never distinguishes itself from the very close siblings mio_ai_melody_to_music, mio_ai_song_generator and mio_ai_music_generator, which an agent must choose between.

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 first sentence describes what happens, not when to pick this over the near-identical melody/music/song generator siblings. The remaining text is billing and retention policy, which does not tell an agent the conditions or alternatives for selecting this tool.

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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