RRepoGEO

REPOGEO REPORT · LITE

ahujasid/ableton-mcp

Default branch main · commit e0083285 · scanned 5/13/2026, 4:23:13 PM

GitHub: 2,546 stars · 327 forks

AI VISIBILITY SCORE
17 /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
1 / 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
  • highabout#1
    Add a clear description to the repository

    Why:

    COPY-PASTE FIX
    Integrates Ableton Live with Claude AI via the Model Context Protocol (MCP), enabling AI-driven music production and control of Live sessions.
  • highreadme#2
    Reposition the README's main heading to emphasize AI integration

    Why:

    CURRENT
    # AbletonMCP - Ableton Live Model Context Protocol Integration
    COPY-PASTE FIX
    # AbletonMCP: AI Integration for Ableton Live (Model Context Protocol)
  • mediumtopics#3
    Add relevant topics to improve categorization

    Why:

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

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
Ableton Live
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Ableton Live · recommended 2×
  2. ClyphX Pro · recommended 2×
  3. Reaper · recommended 2×
  4. Logic Pro X · recommended 2×
  5. FL Studio · recommended 2×
  • CATEGORY QUERY
    How to use an AI assistant to programmatically control a digital audio workstation?
    you: not recommended
    AI recommended (in order):
    1. Ableton Live
    2. LiveOSC (ideoforms/AbletonLiveOSC)
    3. python-osc (attwad/python-osc)
    4. ClyphX Pro
    5. Reaper
    6. ReaScript
    7. Logic Pro X
    8. AppleScript
    9. JXA
    10. FL Studio
    11. FL Studio Python API
    12. Cubase
    13. Nuendo
    14. MIDI Remote Scripts
    15. Generic Remote
    16. python-rtmidi (SpotlightKid/python-rtmidi)
    17. mido (mido/mido)
    18. PyAutoGUI (asweigart/pyautogui)
    19. AutoHotkey (AutoHotkey/AutoHotkey)

    AI recommended 19 alternatives but never named ahujasid/ableton-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python framework to automate music production tasks like clip and track manipulation.
    you: not recommended
    AI recommended (in order):
    1. Ableton Live
    2. ClyphX Pro
    3. Max for Live
    4. Open Sound Control (OSC)
    5. Reaper
    6. Bitwig Studio
    7. Logic Pro X
    8. MIDI
    9. mido (mido/mido)
    10. python-rtmidi (SpotlightKid/python-rtmidi)
    11. FL Studio
    12. librosa (librosa/librosa)
    13. pydub (jiaaro/pydub)
    14. pyo (belangeo/pyo)

    AI recommended 14 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 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?

  • 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?

Embed your GEO score

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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