RRepoGEO

REPOGEO REPORT · LITE

shorepine/amy

Default branch main · commit 11998ed8 · scanned 6/15/2026, 10:26:46 PM

GitHub: 625 stars · 42 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 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 shorepine/amy, 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
  • hightopics#1
    Add specific topics to the repository

    Why:

    COPY-PASTE FIX
    music-synthesizer, audio-synthesis, embedded-systems, microcontroller, dsp, midi, fixed-point, c-library, python-bindings, arduino, javascript, godot
  • highreadme#2
    Strengthen the README's opening sentence to emphasize music synthesis for embedded systems

    Why:

    CURRENT
    AMY is a fast and small music synthesizer library written in C with (so far) Python, Arduino, Javascript and GDScript bindings.
    COPY-PASTE FIX
    AMY is a versatile, high-performance music synthesizer library designed for creating rich audio on microcontrollers and embedded systems, with bindings for Python, Arduino, Javascript, and GDScript.
  • mediumcomparison#3
    Add a 'Comparison' or 'Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    Add a section titled 'Comparison with other audio libraries' or 'Why AMY?' that explicitly contrasts AMY with generic DSP libraries (like CMSIS-DSP) and full audio frameworks (like JUCE), highlighting its unique focus on fixed-point music synthesis for microcontrollers.

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 shorepine/amy
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ARM-software/CMSIS_5
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ARM-software/CMSIS_5 · recommended 1×
  2. STMicroelectronics STM32CubeF7/H7 DSP Libraries · recommended 1×
  3. Microchip-MPLAB-Harmony/core · recommended 1×
  4. TexasInstruments/C2000Ware · recommended 1×
  5. juce-framework/JUCE · recommended 1×
  • CATEGORY QUERY
    Need a high-performance, fixed-point audio synthesis library for embedded systems development.
    you: not recommended
    AI recommended (in order):
    1. CMSIS-DSP (ARM-software/CMSIS_5)
    2. STMicroelectronics STM32CubeF7/H7 DSP Libraries
    3. Microchip MPLAB Harmony DSP Library (Microchip-MPLAB-Harmony/core)
    4. Texas Instruments C2000Ware DSP Library (TexasInstruments/C2000Ware)
    5. JUCE (juce-framework/JUCE)
    6. Faust (Functional Audio Stream) (grame-cncm/faust)

    AI recommended 6 alternatives but never named shorepine/amy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are options for a versatile synth library with MIDI support for Python or C projects?
    you: not recommended
    AI recommended (in order):
    1. JUCE
    2. RtAudio
    3. RtMidi
    4. libsndfile
    5. PortAudio
    6. PyAudio
    7. python-rtmidi
    8. Mido
    9. Pyo
    10. Csound
    11. CsoundAPI

    AI recommended 11 alternatives but never named shorepine/amy. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 shorepine/amy?
    pass
    AI named shorepine/amy explicitly

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

  • If a team adopts shorepine/amy in production, what risks or prerequisites should they evaluate first?
    pass
    AI named shorepine/amy 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 shorepine/amy solve, and who is the primary audience?
    pass
    AI named shorepine/amy explicitly

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

Embed your GEO score

Drop this badge into the README of shorepine/amy. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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HTML
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shorepine/amy — RepoGEO report