RRepoGEO

REPOGEO REPORT · LITE

alxschwrz/codex_py2cpp

Default branch main · commit dcbdd59c · scanned 6/8/2026, 12:03:03 AM

GitHub: 502 stars · 47 forks

AI VISIBILITY SCORE
28 /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
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 alxschwrz/codex_py2cpp, 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
    Reposition README subtitle to emphasize AI generation and differentiate from transpilers

    Why:

    CURRENT
    <p align="center"> OpenAI Codex Python to C++ Code Generator </p>
    COPY-PASTE FIX
    <p align="center"> AI-Powered Python to C++ Code Generation via OpenAI Codex (Not a Traditional Transpiler) </p>
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://openai.com/blog/openai-codex/
  • lowtopics#3
    Add "large-language-model" and "llm" to repository topics

    Why:

    CURRENT
    ai, code-generation, codex, cpp, openai, python
    COPY-PASTE FIX
    ai, code-generation, codex, cpp, large-language-model, llm, openai, 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 alxschwrz/codex_py2cpp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Numba
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Numba · recommended 2×
  2. Cython · recommended 2×
  3. PyPy · recommended 1×
  4. MyHDL · recommended 1×
  5. Shed Skin · recommended 1×
  • CATEGORY QUERY
    How can I convert slow Python scripts to faster C++ code automatically?
    you: not recommended
    AI recommended (in order):
    1. Numba
    2. Cython
    3. PyPy
    4. MyHDL
    5. Shed Skin
    6. Transpilers

    AI recommended 6 alternatives but never named alxschwrz/codex_py2cpp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI tool to translate existing Python functions into equivalent C++ implementations.
    you: not recommended
    AI recommended (in order):
    1. Pythran
    2. Numba
    3. Cython
    4. ChatGPT
    5. CLion
    6. Visual Studio Code
    7. MyPyC

    AI recommended 7 alternatives but never named alxschwrz/codex_py2cpp. 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 alxschwrz/codex_py2cpp?
    pass
    AI did not name alxschwrz/codex_py2cpp — 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 alxschwrz/codex_py2cpp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named alxschwrz/codex_py2cpp 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 alxschwrz/codex_py2cpp solve, and who is the primary audience?
    pass
    AI named alxschwrz/codex_py2cpp explicitly

    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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alxschwrz/codex_py2cpp — 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