Skip to main content
Glama

mio_ai_melody_to_music

AI Melody to Music — Upload a short melody, describe the instrumental style you want, and generate a WAV recording to review.. 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

C2.9/5.0
Behavior3/5

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

With no annotations, the description carries the full burden, and it does add real context: inference runs on Modal workers, credits vary by model and file size, files are deleted after processing, and tasks are auditable at a listed URL. It does not say whether the call is synchronous or must be polled, how long generation takes, or where the finished WAV lands beyond 'review'.

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?

The purpose is front-loaded correctly in sentence one, but the remaining bulk is pricing and marketing boilerplate (credit packs, 'no per-workspace subscription', 'see mioffice.ai/pricing') that duplicates the mioffice_pricing_info sibling. Roughly two-thirds of the text does not help an agent invoke this tool.

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?

A generation tool with a zero-property schema, no output schema, and no annotations needs the description to explain the input path and result retrieval. Instead it explains billing and data retention at length while leaving the mechanics of supplying the melody and style, and of obtaining the WAV, unexplained.

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?

Zero parameters give a nominal baseline of 4, but the description explicitly requires two inputs (a melody file and a style description) that the empty schema cannot accept, so an agent gets no instruction on how to supply them. That inconsistency pulls it below baseline rather than above.

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 states a specific three-step verb chain: upload a melody, describe an instrumental style, generate a WAV recording to review. That is concrete and actionable. It never distinguishes itself from close siblings like mio_ai_hum_to_song, mio_ai_song_generator, or mio_ai_music_generator, so an agent must guess which music tool applies.

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?

There is no guidance on when to pick this over the several sibling music-generation tools. The only constraint-like sentence ('Day Pass and welcome credits do not include AI Studio') is an eligibility/licensing rule, not usage guidance, and no prerequisites or alternatives are named.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources