RRepoGEO

REPOGEO REPORT · LITE

kennethreitz/pytheory

Default branch master · commit b3f3e985 · scanned 5/9/2026, 4:56:54 PM

GitHub: 1,597 stars · 83 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 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 kennethreitz/pytheory, 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
    Clarify README opening to emphasize composition and MIDI export

    Why:

    CURRENT
    Explore music theory, compose multi-part arrangements, and export to MIDI — all in Python.
    COPY-PASTE FIX
    PyTheory is a Python library for exploring music theory, programmatically composing multi-part arrangements, and exporting them directly to MIDI files.
  • hightopics#2
    Add specific topics for algorithmic composition and MIDI

    Why:

    CURRENT
    hacktoberfest, music, music-theory, python, scales, sympy
    COPY-PASTE FIX
    hacktoberfest, music, music-theory, python, scales, sympy, algorithmic-composition, midi, music-generation, music-programming
  • mediumreadme#3
    Add a prominent 'Status' section with the early-stage warning

    Why:

    COPY-PASTE FIX
    ## Status: Early Work-in-Progress
This is a very early work-in-progress. It's not ready for anything serious yet, and APIs are subject to change. Use with caution.

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 kennethreitz/pytheory
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mido
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Mido · recommended 2×
  2. Music21 · recommended 1×
  3. Pymidi · recommended 1×
  4. python-rtmidi · recommended 1×
  5. Pygame · recommended 1×
  • CATEGORY QUERY
    How to programmatically compose music and export it to MIDI files using Python?
    you: not recommended
    AI recommended (in order):
    1. Mido
    2. Music21
    3. Pymidi
    4. python-rtmidi
    5. Pygame

    AI recommended 5 alternatives but never named kennethreitz/pytheory. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Python library helps explore music theory concepts and generate musical patterns?
    you: not recommended
    AI recommended (in order):
    1. music21
    2. Mido
    3. PyGame
    4. Pymusic
    5. MusPy

    AI recommended 5 alternatives but never named kennethreitz/pytheory. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 kennethreitz/pytheory?
    pass
    AI named kennethreitz/pytheory explicitly

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

  • If a team adopts kennethreitz/pytheory in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name kennethreitz/pytheory — 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?

  • In one sentence, what problem does the repo kennethreitz/pytheory solve, and who is the primary audience?
    pass
    AI named kennethreitz/pytheory explicitly

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

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kennethreitz/pytheory — 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