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    • A
      license
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      Enables AI agents to create, modify, and save LMMS music projects programmatically, including tracks, notes, mixer control, effects, and song settings.
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      Enables AI agents to generate, inspect, and micro-tune OpenUtau .ustx project files and DiffSinger neural expression curves.
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    • A
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      Enables an AI agent to compose and mix directly inside FL Studio: writing and clearing notes, setting tempo, levels and plugin parameters, inspecting what FL currently holds, checking which channels sound, and rendering the arrangement to WAV.
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      MIT
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      ismail is a DAW your agent drives through MCP, CLI or Python. The agent writes notes, instruments, effects and automation as data. ismail's own engine renders the audio, and every render comes back as text the agent can read. No AI model generates the audio. It runs on your own machine. It is free and open source. https://github.com/newsbubbles/ismail
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    • A
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      Enables AI agents to build songs by editing a JSON song model: searching a licence-tagged sample library, adding step-pattern and time-stretched loop tracks, setting gain/pan, describing songs, and rendering them to 44.1 kHz WAV/MP3 with release-safety warnings. Songs and renders are read from and written to a project root, so an agent can go from empty project to finished track through MCP tool calls.
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      A game-agnostic MCP toolkit for composing chiptune/retro MIDI and rendering game audio, enabling AI agents to generate multi-track MIDI files and render them to OGG/WAV.
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    TDQS

    A3.7/5.0

    Scored across 12 tools

    Disambiguation5/5

    Each tool has a clear, distinct purpose: status, listings, read/create/write/set/clear/copy/delete operations are all separated by resource and action granularity. The closest pair, lc_write_page and lc_set_notes, is distinguished by bulk page replacement versus individual note placement, eliminating confusion.

    Naming Consistency4/5

    All tools share the lc_ prefix and follow a verb_noun snake_case pattern (list_folders, read_song, create_song, etc.). The only deviation is lc_status, which uses a noun instead of a verb such as get_status, but the overall pattern remains highly predictable.

    Tool Count5/5

    With 12 tools, the set is well-scoped for the domain: it covers environment inspection, navigation, song lifecycle, page/note editing, options, and instrument reference without redundancy or bloat. Each tool earns its place in a typical composition workflow.

    Completeness4/5

    The tool surface covers the full song lifecycle (create, read, edit, copy, delete), plus detailed editing (page patterns, individual notes, clearing) and reference data (instruments, scales). Minor gaps like a dedicated rename tool or an undo operation are non-critical and workaroundable via copy/delete.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues