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AbletonMCP - Ableton Live Model Context Protocol Integration

AbletonMCP connects Ableton Live to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Ableton Live. This integration enables prompt-assisted music production, track creation, and Live session manipulation.

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Features

  • Two-way communication: Connect Claude AI to Ableton Live through a socket-based server

  • Track manipulation: Create, modify, and manipulate MIDI and audio tracks

  • Instrument and effect selection: Claude can access and load the right instruments, effects and sounds from Ableton's library

  • Clip creation: Create and edit MIDI clips with notes

  • Session control: Start and stop playback, fire clips, and control transport

Related MCP server: ableton-mcp

Components

The system consists of two main components:

  1. Ableton Remote Script (Ableton_Remote_Script/__init__.py): A MIDI Remote Script for Ableton Live that creates a socket server to receive and execute commands

  2. MCP Server (server.py): A Python server that implements the Model Context Protocol and connects to the Ableton Remote Script

Installation

Installing via Smithery

To install Ableton Live Integration for Claude Desktop automatically via Smithery:

npx -y @smithery/cli install @ahujasid/ableton-mcp --client claude

Prerequisites

If you're on Mac, please install uv as:

brew install uv

Otherwise, install from [uv's official website][https://docs.astral.sh/uv/getting-started/installation/]

⚠️ Do not proceed before installing UV

Claude for Desktop Integration

Follow along with the setup instructions video

  1. Go to Claude > Settings > Developer > Edit Config > claude_desktop_config.json to include the following:

{
    "mcpServers": {
        "AbletonMCP": {
            "command": "uvx",
            "args": [
                "ableton-mcp"
            ]
        }
    }
}

Cursor Integration

Run ableton-mcp without installing it permanently through uvx. Go to Cursor Settings > MCP and paste this as a command:

uvx ableton-mcp

⚠️ Only run one instance of the MCP server (either on Cursor or Claude Desktop), not both

Installing the Ableton Remote Script

Follow along with the setup instructions video

  1. Download the AbletonMCP_Remote_Script/__init__.py file from this repo

  2. Copy the folder to Ableton's MIDI Remote Scripts directory. Different OS and versions have different locations. One of these should work, you might have to look:

    For macOS:

    • Method 1: Go to Applications > Right-click on Ableton Live app → Show Package Contents → Navigate to: Contents/App-Resources/MIDI Remote Scripts/

    • Method 2: If it's not there in the first method, use the direct path (replace XX with your version number): /Users/[Username]/Library/Preferences/Ableton/Live XX/User Remote Scripts

    For Windows:

    • Method 1: C:\Users[Username]\AppData\Roaming\Ableton\Live x.x.x\Preferences\User Remote Scripts

    • Method 2: C:\ProgramData\Ableton\Live XX\Resources\MIDI Remote Scripts\

    • Method 3: C:\Program Files\Ableton\Live XX\Resources\MIDI Remote Scripts\ Note: Replace XX with your Ableton version number (e.g., 10, 11, 12)

  3. Create a folder called 'AbletonMCP' in the Remote Scripts directory and paste the downloaded '__init__.py' file

  4. Launch Ableton Live

  5. Go to Settings/Preferences → Link, Tempo & MIDI

  6. In the Control Surface dropdown, select "AbletonMCP"

  7. Set Input and Output to "None"

Usage

Starting the Connection

  1. Ensure the Ableton Remote Script is loaded in Ableton Live

  2. Make sure the MCP server is configured in Claude Desktop or Cursor

  3. The connection should be established automatically when you interact with Claude

Using with Claude

Once the config file has been set on Claude, and the remote script is running in Ableton, you will see a hammer icon with tools for the Ableton MCP.

Capabilities

  • Get session and track information

  • Create and modify MIDI and audio tracks

  • Create, edit, and trigger clips

  • Control playback

  • Load instruments and effects from Ableton's browser

  • Add notes to MIDI clips

  • Change tempo and other session parameters

Example Commands

Here are some examples of what you can ask Claude to do:

  • "Create an 80s synthwave track" Demo

  • "Create a Metro Boomin style hip-hop beat"

  • "Create a new MIDI track with a synth bass instrument"

  • "Add reverb to my drums"

  • "Create a 4-bar MIDI clip with a simple melody"

  • "Get information about the current Ableton session"

  • "Load a 808 drum rack into the selected track"

  • "Add a jazz chord progression to the clip in track 1"

  • "Set the tempo to 120 BPM"

  • "Play the clip in track 2"

Troubleshooting

  • Connection issues: Make sure the Ableton Remote Script is loaded, and the MCP server is configured on Claude

  • Timeout errors: Try simplifying your requests or breaking them into smaller steps

  • Have you tried turning it off and on again?: If you're still having connection errors, try restarting both Claude and Ableton Live

Technical Details

Communication Protocol

The system uses a simple JSON-based protocol over TCP sockets:

  • Commands are sent as JSON objects with a type and optional params

  • Responses are JSON objects with a status and result or message

Limitations & Security Considerations

  • Creating complex musical arrangements might need to be broken down into smaller steps

  • The tool is designed to work with Ableton's default devices and browser items

  • Always save your work before extensive experimentation

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

Disclaimer

This is a third-party integration and not made by Ableton.

Available Tools

16 tools
add_notes_to_clipC

Add MIDI notes to a clip.

Parameters:

  • track_index: The index of the track containing the clip

  • clip_index: The index of the clip slot containing the clip

  • notes: List of note dicts with pitch, start_time, duration, velocity, mute

ParametersJSON Schema
NameRequiredDescriptionDefault
track_indexYes
clip_indexYes
notesYes

TDQS

C2.9/5.0
Behavior2/5

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

With no annotations provided, the description carries full burden for behavioral disclosure. It implies a write operation ('Add') but doesn't specify permissions, side effects (e.g., overwriting existing notes), error conditions, or response format. This is inadequate for a mutation tool with zero annotation coverage, as critical behavioral traits are missing.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is front-loaded with the core purpose, followed by a structured parameter list. It avoids unnecessary fluff, but the parameter descriptions could be more concise (e.g., combining into a single sentence). Overall, it's efficiently sized for the complexity.

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?

Given the tool's complexity (mutation with 3 parameters), lack of annotations, and no output schema, the description is incomplete. It misses behavioral details (e.g., error handling), parameter constraints, and usage context, making it insufficient for reliable agent invocation without additional assumptions.

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?

Schema description coverage is 0%, so the description must compensate. It lists parameters and provides minimal semantics for 'notes' (e.g., 'List of note dicts with pitch, start_time, duration, velocity, mute'), adding some value beyond the bare schema. However, it doesn't explain parameter constraints (e.g., valid ranges for indices or note fields) or usage examples, leaving significant gaps.

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 description clearly states the action ('Add MIDI notes') and target resource ('to a clip'), making the purpose immediately understandable. It distinguishes this from siblings like 'create_clip' or 'fire_clip' by focusing on note manipulation rather than clip creation or triggering. However, it doesn't explicitly contrast with all possible alternatives, keeping it from a perfect score.

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 description provides no guidance on when to use this tool versus alternatives. It doesn't mention prerequisites (e.g., needing an existing clip), exclusions, or related tools for different operations like editing existing notes. This leaves the agent without context for tool selection beyond the basic purpose.

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

create_clipC

Create a new MIDI clip in the specified track and clip slot.

Parameters:

  • track_index: The index of the track to create the clip in

  • clip_index: The index of the clip slot to create the clip in

  • length: The length of the clip in beats (default: 4.0)

ParametersJSON Schema
NameRequiredDescriptionDefault
track_indexYes
clip_indexYes
lengthNo

TDQS

C2.9/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It states the tool creates a clip, implying a write operation, but doesn't disclose behavioral traits like whether it overwrites existing clips, requires specific permissions, has side effects (e.g., on playback), or error handling. The description adds minimal context beyond the basic action.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is appropriately sized and front-loaded: the first sentence states the core purpose, followed by a parameter list. Each sentence earns its place, with no redundant or vague phrasing. Minor improvement could come from integrating parameter details more seamlessly.

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?

Given no annotations, 0% schema coverage, and no output schema, the description is incomplete. It covers the basic action and parameters but lacks critical context for a mutation tool: no error cases, no output details, no permissions or side effects. This leaves the agent under-informed for reliable use.

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?

Schema description coverage is 0%, so the description must compensate. It lists all three parameters with brief explanations (e.g., 'index of the track', 'length in beats'), adding meaning beyond the schema's bare types. However, it doesn't clarify constraints (e.g., valid index ranges, beat units) or interactions (e.g., how length affects clip behavior), leaving gaps.

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 description clearly states the action ('Create a new MIDI clip') and specifies the target resources ('in the specified track and clip slot'). It distinguishes from siblings like 'add_notes_to_clip' (modifies existing clips) and 'create_midi_track' (creates tracks, not clips). However, it doesn't explicitly differentiate from all siblings (e.g., 'fire_clip' triggers playback).

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 description provides no guidance on when to use this tool versus alternatives. It doesn't mention prerequisites (e.g., whether the track must exist), exclusions (e.g., what happens if the clip slot is occupied), or contextual cues (e.g., use this to prepare for adding notes). The agent must infer usage from the purpose alone.

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

create_midi_trackB

Create a new MIDI track in the Ableton session.

Parameters:

  • index: The index to insert the track at (-1 = end of list)

ParametersJSON Schema
NameRequiredDescriptionDefault
indexNo

TDQS

B3/5.0
Behavior2/5

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

With no annotations provided, the description carries full burden for behavioral disclosure. It states the tool creates something, implying a write/mutation operation, but doesn't disclose important behavioral traits like: whether this requires specific permissions, what happens on failure, if the track is empty or has default settings, or how it interacts with existing tracks. The description is minimal and leaves critical behavioral aspects unspecified.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is appropriately concise with two sentences: one stating the purpose and one explaining the single parameter. Both sentences earn their place by providing essential information without unnecessary elaboration. The structure is clear and front-loaded with the main purpose.

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 mutation tool with no annotations and no output schema, the description is insufficiently complete. It doesn't explain what the tool returns (e.g., track ID, success status), what happens on errors, or important behavioral constraints. While it covers the parameter semantics adequately, it leaves too many contextual gaps for a tool that modifies the Ableton session state.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

With only 1 parameter and 0% schema description coverage, the description provides meaningful semantic context that the schema lacks. It explains that 'index' represents 'The index to insert the track at' and clarifies that '-1 = end of list', which adds crucial understanding beyond the bare schema's integer type and default value.

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 description clearly states the action ('Create a new MIDI track') and the target resource ('in the Ableton session'), providing a specific verb+resource combination. However, it doesn't differentiate from sibling tools like 'create_clip' or explain how this differs from other track creation operations that might exist.

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 description provides no guidance on when to use this tool versus alternatives. It doesn't mention prerequisites (e.g., needing an open Ableton session), when-not-to-use scenarios, or how this relates to sibling tools like 'create_clip' or 'get_track_info'.

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

fire_clipC

Start playing a clip.

Parameters:

  • track_index: The index of the track containing the clip

  • clip_index: The index of the clip slot containing the clip

ParametersJSON Schema
NameRequiredDescriptionDefault
track_indexYes
clip_indexYes

TDQS

C2.9/5.0
Behavior2/5

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

With no annotations, the description carries full burden but provides minimal behavioral context. It states the action ('Start playing') but doesn't disclose what happens if indices are invalid, whether playback is immediate or queued, if it overrides other playback, or what the expected outcome is. For a mutation tool with zero annotation coverage, this leaves significant gaps in understanding its behavior.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is extremely concise and front-loaded: the first sentence states the purpose clearly, followed by a bulleted list of parameters. There is no wasted text, and every sentence earns its place by providing essential information efficiently.

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?

Given the tool's complexity (a mutation action with 2 parameters), no annotations, no output schema, and low schema coverage (0%), the description is incomplete. It lacks details on behavior, error conditions, prerequisites, and how it interacts with sibling tools (e.g., 'stop_clip'). For a tool that initiates playback, more context is needed to use it effectively.

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 description lists parameters and their roles (track_index for track, clip_index for clip slot), adding meaning beyond the schema which has 0% description coverage and only titles. However, it doesn't explain index ranges (e.g., zero-based?), what constitutes a valid clip, or how to determine these indices from other tools. It partially compensates for low schema coverage but not fully.

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 description clearly states the action ('Start playing a clip') and identifies the resource (a clip). It distinguishes from siblings like 'stop_clip' (which stops playback) and 'create_clip' (which creates new clips). However, it doesn't specify what type of clip (audio, MIDI, etc.) or playback context, making it slightly less specific than ideal.

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?

No guidance is provided on when to use this tool versus alternatives. It doesn't mention prerequisites (e.g., whether a clip must exist at the indices), differentiate from 'start_playback' (which might start overall session playback), or indicate when not to use it (e.g., if a clip is already playing). The description only states what it does, not when to apply it.

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

get_browser_items_at_pathC

Get browser items at a specific path in Ableton's browser.

Parameters:

  • path: e.g. "Instruments/Analog"

ParametersJSON Schema
NameRequiredDescriptionDefault
pathYes

TDQS

C2.9/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It describes a read operation ('Get'), implying it is non-destructive, but does not address permissions, rate limits, error handling, or what 'browser items' entails (e.g., files, folders, devices). For a tool with zero annotation coverage, this is a significant gap in transparency.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is concise and well-structured: a clear purpose statement followed by a brief parameter explanation with an example. Every sentence adds value without redundancy, making it easy to parse and front-loaded with essential information.

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?

Given the complexity of interacting with Ableton's browser, no annotations, no output schema, and low schema description coverage, the description is incomplete. It lacks details on return values (what 'browser items' includes), error cases, or integration with sibling tools, leaving significant gaps for an agent to use it effectively.

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 description adds some parameter semantics by providing an example ('e.g., "Instruments/Analog"') for the 'path' parameter, which clarifies the expected format. However, with 0% schema description coverage and only one parameter, this addition is minimal. It compensates slightly but does not fully explain the parameter's role or constraints beyond the example.

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 description clearly states the tool's purpose: 'Get browser items at a specific path in Ableton's browser.' It specifies the verb ('Get'), resource ('browser items'), and context ('Ableton's browser'), which is clear and specific. However, it does not explicitly differentiate from its sibling tool 'get_browser_tree', which might list the entire browser structure, so it misses full sibling distinction.

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 description provides no guidance on when to use this tool versus alternatives. It mentions the context ('Ableton's browser') but does not specify prerequisites, exclusions, or compare it to sibling tools like 'get_browser_tree' for broader navigation. This lack of usage context leaves the agent with minimal direction.

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

get_browser_treeB

Get a hierarchical tree of browser categories from Ableton.

Parameters:

  • category_type: 'all', 'instruments', 'sounds', 'drums', 'audio_effects', 'midi_effects'

ParametersJSON Schema
NameRequiredDescriptionDefault
category_typeNoall

TDQS

B3.1/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It states it 'Get[s] a hierarchical tree,' implying a read-only operation, but doesn't clarify aspects like authentication needs, rate limits, error handling, or what the tree structure looks like (e.g., JSON format, depth). For a tool with no annotations, this leaves significant gaps in understanding its behavior.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is appropriately sized and front-loaded: the first sentence states the purpose clearly, followed by a parameter section. There's minimal waste, though it could be slightly more structured (e.g., bullet points for the enum list). Every sentence adds value, making it efficient.

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?

Given the tool's moderate complexity (1 parameter, no output schema, no annotations), the description is somewhat complete but has gaps. It covers the purpose and parameter semantics well, but lacks behavioral details (e.g., return format, error cases) and usage guidelines. Without an output schema, it should ideally hint at the return value, but this isn't critical for a basic read operation.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The description adds substantial meaning beyond the input schema. Schema description coverage is 0%, and the schema only lists 'category_type' with a default and title. The description explicitly lists the enum values ('all', 'instruments', etc.), which are not in the schema, providing crucial semantic context for the single parameter. Since there's only one parameter, this compensation is effective.

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 description clearly states the tool's purpose: 'Get a hierarchical tree of browser categories from Ableton.' It specifies the verb ('Get'), resource ('hierarchical tree of browser categories'), and source ('from Ableton'). However, it doesn't explicitly differentiate from its sibling 'get_browser_items_at_path', which likely retrieves items rather than categories, so it misses full sibling distinction.

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 description provides no guidance on when to use this tool versus alternatives. It doesn't mention sibling tools like 'get_browser_items_at_path' or explain the context for fetching categories versus items. Usage is implied only by the tool name and description, with no explicit when/when-not instructions.

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

get_session_infoB

Get detailed information about the current Ableton session

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

TDQS

B3.2/5.0
Behavior2/5

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

With no annotations provided, the description carries full burden for behavioral disclosure. While 'Get' implies a read operation, it doesn't specify whether this requires Ableton to be running, what format the information returns in, whether it's real-time or cached data, or any error conditions. This leaves significant gaps for a tool that presumably interacts with a live DAW session.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single, efficient sentence that states exactly what the tool does with zero wasted words. It's appropriately sized for a zero-parameter tool and front-loads the essential information.

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?

For a zero-parameter tool with no output schema, the description provides the basic purpose but lacks important context. Given this likely interacts with a live Ableton session, it should mention requirements (e.g., Ableton running), return format expectations, or typical use cases. The absence of annotations means the description should compensate more than it does.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool has zero parameters, so there's no need to explain parameter semantics. With 100% schema coverage (though empty) and no parameters to document, the description appropriately focuses on the tool's purpose rather than parameter details.

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 description clearly states the tool's purpose with a specific verb ('Get') and resource ('detailed information about the current Ableton session'). It distinguishes from siblings like get_track_info or get_browser_items_at_path by focusing on session-level information rather than specific components. However, it doesn't explicitly contrast with these siblings in the description text itself.

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 description provides no guidance on when to use this tool versus alternatives. It doesn't mention prerequisites, timing considerations, or when other tools like get_track_info might be more appropriate. The agent must infer usage from the tool name and context alone.

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

get_track_infoC

Get detailed information about a specific track in Ableton.

Parameters:

  • track_index: The index of the track to get information about

ParametersJSON Schema
NameRequiredDescriptionDefault
track_indexYes

TDQS

C2.9/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It states this is a 'Get' operation, implying read-only behavior, but doesn't specify if it requires specific permissions, what 'detailed information' includes (e.g., track name, devices, clips), or any error handling (e.g., for invalid indices). This leaves significant gaps for a tool with no annotation coverage.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is concise and front-loaded, with the purpose stated first and parameters listed clearly. However, the parameter explanation is brief and could be more informative (e.g., explaining index format). There's no wasted text, but it borders on under-specification.

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?

Given the lack of annotations and output schema, the description is incomplete. It doesn't explain what 'detailed information' returns (e.g., JSON structure, fields like track name or devices), error cases, or how it fits into the Ableton context with siblings. For a read operation with no structured output documentation, this leaves the agent guessing about results.

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 description adds minimal semantics beyond the input schema. It explains 'track_index' as 'The index of the track to get information about,' which clarifies the parameter's purpose but doesn't provide format details (e.g., zero-based indexing, valid range) or examples. With 0% schema description coverage and 1 parameter, this meets the baseline for adequate but incomplete documentation.

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 description clearly states the tool's purpose: 'Get detailed information about a specific track in Ableton.' It specifies the verb ('Get'), resource ('track'), and scope ('detailed information'), though it doesn't explicitly differentiate from sibling tools like 'get_session_info' or 'get_browser_items_at_path' beyond the resource focus.

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 description provides no guidance on when to use this tool versus alternatives. It mentions 'specific track' but doesn't clarify if this is for a single track vs. multiple tracks, or how it relates to siblings like 'get_session_info' (which might provide broader session data). No prerequisites or exclusions are stated.

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

load_drum_kitC

Load a drum rack and then load a specific drum kit into it.

Parameters:

  • track_index: The index of the track to load on

  • rack_uri: URI of the drum rack (e.g. 'Drums/Drum Rack')

  • kit_path: Browser path to the drum kit

ParametersJSON Schema
NameRequiredDescriptionDefault
track_indexYes
rack_uriYes
kit_pathYes

TDQS

C2.9/5.0
Behavior2/5

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

With no annotations provided, the description carries full burden but only states the action without disclosing behavioral traits. It doesn't mention whether this is a read/write operation, permission requirements, side effects, or what happens on success/failure. The description is minimal and lacks necessary context for safe invocation.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is appropriately sized with a clear purpose statement followed by parameter listings. It's front-loaded and wastes no words, though the parameter section could be integrated more smoothly.

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 3-parameter mutation tool with no annotations and no output schema, the description is incomplete. It lacks information about return values, error conditions, and behavioral details needed for reliable use in a DAW context. The purpose is clear, but operational context is 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?

Schema description coverage is 0%, so the description must compensate. It lists all three parameters with brief examples ('e.g. 'Drums/Drum Rack'') but doesn't explain their semantics deeply (e.g., what track_index refers to, format of kit_path). It adds some value but doesn't fully bridge the coverage gap.

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 description clearly states the action ('Load a drum rack and then load a specific drum kit into it') with specific verbs and resources. It distinguishes itself from siblings like 'load_instrument_or_effect' by focusing on drum kits specifically, though it doesn't explicitly contrast with that sibling.

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?

No guidance is provided on when to use this tool versus alternatives like 'load_instrument_or_effect' or 'get_browser_items_at_path'. The description implies usage for drum kit loading but lacks context about prerequisites, timing, or exclusions.

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

load_instrument_or_effectC

Load an instrument or effect onto a track using its URI.

Parameters:

  • track_index: The index of the track to load the instrument on

  • uri: The URI of the instrument or effect to load

ParametersJSON Schema
NameRequiredDescriptionDefault
track_indexYes
uriYes

TDQS

C2.9/5.0
Behavior2/5

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

With no annotations, the description carries full burden but lacks behavioral details. It states the action but doesn't disclose effects (e.g., overwrites existing instrument, requires valid URI format, may affect playback, or has no return value). This leaves gaps for a mutation tool with zero annotation coverage.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is front-loaded with the core purpose, followed by a parameter list. It's efficient with two sentences, though the parameter section could be integrated more smoothly. No redundant information, but slightly fragmented structure.

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 mutation tool with 2 parameters, 0% schema coverage, no annotations, and no output schema, the description is incomplete. It lacks details on behavior, error conditions, return values, and context relative to siblings. More is needed given the complexity and missing structured data.

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?

Schema description coverage is 0%, so the description must compensate. It lists parameters and briefly explains 'track_index' and 'uri', but adds minimal semantics beyond schema titles (e.g., no format for URI, track index range, or examples). It partially addresses the coverage gap but not comprehensively.

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 description clearly states the action ('Load') and resource ('instrument or effect onto a track'), specifying it uses a URI. It distinguishes from siblings like 'load_drum_kit' by being generic for instruments/effects, but doesn't explicitly contrast with other track-related tools like 'create_midi_track' or 'set_track_name'.

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?

No guidance on when to use this tool versus alternatives is provided. It doesn't mention prerequisites (e.g., track existence), differentiate from 'load_drum_kit' (which might be a subset), or specify contexts like during playback vs. editing. Usage is implied but not articulated.

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

set_clip_nameC

Set the name of a clip.

Parameters:

  • track_index: The index of the track containing the clip

  • clip_index: The index of the clip slot containing the clip

  • name: The new name for the clip

ParametersJSON Schema
NameRequiredDescriptionDefault
track_indexYes
clip_indexYes
nameYes

TDQS

C2.9/5.0
Behavior2/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It states the tool sets a clip's name, implying a mutation operation, but fails to describe any behavioral traits such as permission requirements, whether the change is reversible, error conditions (e.g., invalid indices), or side effects. This leaves significant gaps for a mutation tool.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is appropriately sized and front-loaded, starting with the core purpose followed by parameter details. Every sentence earns its place by clarifying the tool's function and inputs, though the parameter section could be more integrated into the flow rather than listed separately.

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?

Given the tool's mutation nature, lack of annotations, no output schema, and low schema coverage, the description is insufficiently complete. It doesn't address behavioral risks, error handling, or output expectations, leaving the agent poorly equipped to use this tool correctly in a production context.

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 description lists all three parameters with brief explanations, adding meaning beyond the input schema, which has 0% description coverage. However, it doesn't provide crucial details like valid ranges for indices, name length limits, or formatting rules. This partially compensates for the schema gap but remains incomplete for safe invocation.

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 description clearly states the tool's purpose with a specific verb ('Set') and resource ('the name of a clip'), making it immediately understandable. However, it doesn't explicitly differentiate this tool from sibling tools like 'set_track_name' or 'create_clip', which would require mentioning it specifically modifies existing clips rather than tracks or creating new ones.

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 description provides no guidance on when to use this tool versus alternatives. It doesn't mention prerequisites (e.g., needing an existing clip), exclusions, or comparisons to siblings like 'set_track_name' for track naming or 'create_clip' for new clips, leaving the agent to infer usage context from the tool name alone.

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

set_tempoC

Set the tempo of the Ableton session.

Parameters:

  • tempo: The new tempo in BPM

ParametersJSON Schema
NameRequiredDescriptionDefault
tempoYes

TDQS

C2.9/5.0
Behavior2/5

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

With no annotations provided, the description carries full burden but offers minimal behavioral insight. It states it 'sets' tempo (implying mutation) but doesn't disclose effects (e.g., immediate change, session save state), permissions needed, or error conditions. This leaves significant gaps for a mutation tool.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is appropriately brief with two sentences: one stating the purpose and another listing parameters. There's no wasted text, though the parameter formatting is slightly verbose for a single parameter. It's effectively front-loaded with the core action.

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 mutation tool with no annotations and no output schema, the description is incomplete. It lacks crucial context like valid tempo ranges, whether changes persist, error handling, or confirmation of success. Given the complexity of modifying a live session, this leaves the agent under-informed.

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 description adds basic semantics by explaining 'tempo' as 'The new tempo in BPM', which clarifies the unit beyond the schema's generic 'number' type. However, with 0% schema description coverage and only 1 parameter, this minimal addition meets but doesn't exceed baseline expectations for such a simple tool.

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 description clearly states the action ('Set') and the target resource ('tempo of the Ableton session'), making the purpose immediately understandable. However, it doesn't differentiate from sibling tools like 'start_playback' or 'stop_playback' that also affect session timing, which prevents a perfect score.

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 description provides no guidance on when to use this tool versus alternatives. It doesn't mention prerequisites (e.g., whether Ableton must be running), constraints (e.g., valid tempo ranges), or related tools like 'get_session_info' that might provide current tempo context.

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

set_track_nameB

Set the name of a track.

Parameters:

  • track_index: The index of the track to rename

  • name: The new name for the track

ParametersJSON Schema
NameRequiredDescriptionDefault
track_indexYes
nameYes

TDQS

B3.1/5.0
Behavior2/5

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

With no annotations provided, the description carries full burden for behavioral disclosure. While 'Set' implies a mutation, it doesn't specify permissions needed, whether the change is reversible, error conditions (e.g., invalid track_index), or what happens on success. This is inadequate for a mutation tool with zero annotation coverage.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is extremely concise with zero wasted words. It uses a clear heading structure with bullet points for parameters, making it easy to parse. Every sentence earns its place.

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 mutation tool with no annotations and no output schema, the description is incomplete. It doesn't explain what happens after execution (success response, error conditions), nor does it provide context about track_index constraints (e.g., valid range, zero-based indexing). The parameter explanations help but don't cover behavioral aspects.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The description explicitly lists both parameters with brief explanations ('The index of the track to rename', 'The new name for the track'), adding meaningful context beyond the schema which has 0% description coverage. This fully compensates for the schema's lack of parameter descriptions.

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 description clearly states the action ('Set') and resource ('name of a track'), making the purpose immediately understandable. However, it doesn't differentiate this tool from its sibling 'set_clip_name' which performs a similar renaming operation on a different resource type.

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?

No guidance is provided about when to use this tool versus alternatives like 'set_clip_name' or whether there are prerequisites (e.g., track must exist). The description only states what the tool does, not when it should be used.

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

start_playbackB

Start playing the Ableton session.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

TDQS

B3.1/5.0
Behavior2/5

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

With no annotations provided, the description carries full burden for behavioral disclosure but offers minimal information. It doesn't specify what 'playing' entails (e.g., from current position, from start), whether it requires specific session states, or what happens on success/failure. This leaves critical behavioral traits unclear.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single, direct sentence with zero wasted words, making it highly concise and front-loaded. It efficiently communicates the core action without unnecessary elaboration.

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?

Given the complexity of a playback control tool with no annotations and no output schema, the description is insufficient. It lacks details on behavior, side effects, return values, or error conditions, leaving the agent with significant gaps in understanding how to use it effectively.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool has 0 parameters, and schema description coverage is 100%, so no parameter documentation is needed. The description appropriately doesn't discuss parameters, focusing solely on the tool's action, which aligns with the empty input schema.

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 description clearly states the action ('Start playing') and the target resource ('the Ableton session'), making the purpose immediately understandable. However, it doesn't differentiate from its sibling tool 'stop_playback' beyond the obvious verb difference, missing an opportunity to clarify scope or behavior distinctions.

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?

No guidance is provided on when to use this tool versus alternatives like 'fire_clip' or 'stop_playback', nor does it mention prerequisites (e.g., whether a session must be loaded). The description only states what it does, not when it should be used.

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

stop_clipC

Stop playing a clip.

Parameters:

  • track_index: The index of the track containing the clip

  • clip_index: The index of the clip slot containing the clip

ParametersJSON Schema
NameRequiredDescriptionDefault
track_indexYes
clip_indexYes

TDQS

C2.9/5.0
Behavior2/5

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

With no annotations provided, the description carries full burden for behavioral disclosure. It states the action ('Stop playing') but doesn't explain what happens when a clip is stopped (e.g., does it reset to beginning, trigger follow actions, affect transport?), whether this requires specific permissions, or what the expected outcome is. This is inadequate for a mutation tool with zero annotation coverage.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is efficiently structured with a clear purpose statement followed by parameter explanations. Every sentence serves a purpose, though the parameter section could be slightly more integrated with the main description rather than appearing as a separate list.

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 mutation tool with no annotations and no output schema, the description is insufficient. It doesn't explain what 'stopping' a clip means behaviorally, what the expected outcome is, whether there are side effects, or how this interacts with other playback controls. The parameter explanations help but don't compensate for the overall lack of operational context.

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 description lists both parameters and explains their purpose (track_index identifies the track, clip_index identifies the clip slot), adding meaningful context beyond the schema's 0% description coverage. However, it doesn't provide details about valid ranges, indexing conventions (0-based vs 1-based), or what happens with invalid indices, leaving some gaps.

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 description clearly states the verb ('Stop playing') and resource ('a clip'), making the purpose immediately understandable. However, it doesn't differentiate from sibling tools like 'stop_playback' which might stop overall playback rather than a specific clip, leaving some ambiguity about when to choose this tool over alternatives.

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 description provides no guidance on when to use this tool versus alternatives like 'stop_playback' or 'fire_clip'. There's no mention of prerequisites, context requirements, or typical use cases, leaving the agent with minimal usage direction.

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

stop_playbackB

Stop playing the Ableton session.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

TDQS

B3.2/5.0
Behavior2/5

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

With no annotations provided, the description carries full burden for behavioral disclosure. It states what the tool does but doesn't describe side effects (e.g., whether it resets playback position, affects other session state), error conditions, or what happens if playback isn't active. This is a significant gap for a mutation tool with zero annotation coverage.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single, clear sentence with zero wasted words. It's front-loaded with the core action and resource, making it immediately understandable without unnecessary elaboration.

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?

For a zero-parameter tool with no output schema, the description is minimally adequate. However, as a mutation tool with no annotations, it should ideally disclose more about behavioral aspects like side effects or error handling. The description covers the basic action but leaves important contextual gaps.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool has zero parameters, and schema description coverage is 100% (empty schema). The description doesn't need to explain parameters, so it meets the baseline expectation. No additional parameter information is required or possible.

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 description clearly states the action ('Stop playing') and the target resource ('the Ableton session'), making the purpose immediately understandable. It doesn't explicitly differentiate from sibling tools like 'stop_clip' or 'start_playback', but the verb+resource combination is specific enough for basic understanding.

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?

No guidance is provided about when to use this tool versus alternatives. While the name implies it stops playback, there's no mention of prerequisites (e.g., requires playback to be active), exclusions, or how it relates to sibling tools like 'stop_clip' or 'start_playback'.

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

TDQS

B3.4/5.0
Disambiguation4/5

Most tools have distinct purposes targeting different aspects of Ableton (clips, tracks, browser, playback, session settings), but there is some potential overlap between 'fire_clip' and 'start_playback' as both initiate playback, though at different scopes. The descriptions help clarify that 'fire_clip' is clip-specific while 'start_playback' is session-wide, but an agent might still need to discern this carefully.

Naming Consistency5/5

Tool names follow a highly consistent snake_case pattern with clear verb_noun structures (e.g., 'add_notes_to_clip', 'create_clip', 'get_session_info'). All tools adhere to this convention, making them predictable and easy to parse, with no deviations or mixed styles observed.

Tool Count5/5

With 16 tools, the count is well-scoped for controlling Ableton Live, covering key areas like clip management, track operations, browser navigation, and playback control. Each tool appears to serve a specific, useful function without redundancy, fitting the domain's complexity appropriately.

Completeness4/5

The toolset provides solid coverage for core Ableton workflows, including clip creation/editing, track setup, instrument loading, and session control. Minor gaps exist, such as no tools for deleting clips or tracks, adjusting clip parameters beyond notes, or handling audio clips, but agents can likely work around these with the available operations.

Maintenance

ActivityInactive
ResponsivenessNo issues

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