MCP server that provides tools and resources for controlling Ableton Live via the ableton-js library
This server has 4 tools with explicitly registered schemas and descriptions. However, several critical quality gaps emerge: (1) Parameter descriptions are sparse or missing; (2) Output schemas are completely undocumented, LLMs cannot plan downstream calls; (3) Error handling is absent, no guidance on recovery or retries; (4) Tool names are clear but some descriptions lack actionable context. The compose_midi tool has a moderately detailed schema, but three tools (create_midi_track, create_audio_track, delete_midi_notes) have minimal parameter documentation. No security annotations, no output structure guidance, and no acknowledgment that these are destructive operations. Average tool score: 52/100.
Add MIDI notes to a track
Create a new Audio track
Create a new MIDI track
Delete MIDI notes from a clip
No output schemas documented for any tool. LLMs cannot determine what fields to expect in responses, forcing them to guess at downstream data extraction and making tool chaining unreliable.
Destructive operations (create_midi_track, create_audio_track, delete_midi_notes) lack explicit warnings in descriptions. LLMs cannot identify which tools have side effects and which are safe to retry, risking accidental duplicate track creation or unintended note deletion.
No error handling guidance. Tools provide no recovery hints (e.g., 'If track creation fails, check if Ableton is running'). Errors will be raw exceptions or bare error messages, leaving LLMs with no actionable next step.
Inferred effective spec: <=2025-11-25.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-22 | F | 49 | <=2025-11-25 | v2 |
| 2026-03-09 | D | 52 | - | v1 |
Parameter descriptions in delete_midi_notes are terse. 'Starting pitch', 'Pitch span' lack context on units (MIDI 0-127), making it unclear to LLMs how to compose valid calls.
Tool descriptions lack WHEN/WHY context. 'Create a new MIDI track' does not hint when to call it vs compose_midi. Minimal descriptions (20-29 chars) waste the LLM's ability to disambiguate tools. Baseline: 194 chars average.
No tool annotations (readOnlyHint, destructiveHint, idempotentHint). Current MCP spec supports these to help agents plan, their absence leaves classification ambiguous.