RRepoGEO

REPOGEO REPORT · LITE

ahujasid/ableton-mcp

Default branch main · commit 5e9ffbd2 · scanned 6/24/2026, 3:23:26 AM

GitHub: 2,727 stars · 351 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface ahujasid/ableton-mcp, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Emphasize 'Model Context Protocol (MCP)' and clarify its distinction in the README intro

    Why:

    CURRENT
    # 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.
    COPY-PASTE FIX
    # AbletonMCP - AI-Powered Ableton Live Control via Model Context Protocol (MCP)

AbletonMCP connects Ableton Live to Claude AI through the Model Context Protocol (MCP), enabling Claude to directly interact with and control Ableton Live for prompt-assisted music production, end-to-end track creation, and Live session/arrangement manipulation. This project is *not* related to Mackie Control Protocol (MCP) hardware.
  • highabout#2
    Add a clear About description for the repository

    Why:

    COPY-PASTE FIX
    Connects Ableton Live to Claude AI via the Model Context Protocol (MCP) for prompt-assisted music production and direct DAW control. Not related to Mackie Control Protocol.
  • hightopics#3
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ableton-live, ai, music-production, daw-control, claude-ai, model-context-protocol, generative-ai, midi-remote-script

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface ahujasid/ableton-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Orb Producer Suite
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Orb Producer Suite · recommended 1×
  2. Scaler 2 · recommended 1×
  3. iZotope Neutron 4 · recommended 1×
  4. iZotope Ozone 11 · recommended 1×
  5. LANDR · recommended 1×
  • CATEGORY QUERY
    How can I use AI to automate music production tasks in a digital audio workstation?
    you: not recommended
    AI recommended (in order):
    1. Orb Producer Suite
    2. Scaler 2
    3. iZotope Neutron 4
    4. iZotope Ozone 11
    5. LANDR
    6. AIVA
    7. Amper Music

    AI recommended 7 alternatives but never named ahujasid/ableton-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a way to programmatically control music arrangement and composition with AI.
    you: not recommended
    AI recommended (in order):
    1. Magenta
    2. Hugging Face Transformers
    3. OpenAI Jukebox
    4. MuseNet
    5. MusicGen
    6. Max/MSP

    AI recommended 6 alternatives but never named ahujasid/ableton-mcp. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of ahujasid/ableton-mcp?
    pass
    AI named ahujasid/ableton-mcp explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts ahujasid/ableton-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ahujasid/ableton-mcp explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo ahujasid/ableton-mcp solve, and who is the primary audience?
    pass
    AI did not name ahujasid/ableton-mcp — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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ahujasid/ableton-mcp — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite