RRepoGEO

REPOGEO REPORT · LITE

atsepkov/RapydScript

Default branch master · commit 7dfd1064 · scanned 6/9/2026, 10:21:39 AM

GitHub: 688 stars · 65 forks

AI VISIBILITY SCORE
57 /100
Needs work
Category recall
1 / 2
Avg rank #5.0 when recommended
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 atsepkov/RapydScript, 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 RapydScript's primary use case for frontend web development in README

    Why:

    CURRENT
    What is RapydScript? RapydScript is a pre-compiler for JavaScript. The syntax is very similar to Python, but allows JavaScript as well. This project was written as a cleaner alternative to CoffeeScript.
    COPY-PASTE FIX
    RapydScript is a pre-compiler for JavaScript, designed to let you write Python-inspired code for modern frontend web development. It offers a cleaner alternative to CoffeeScript, allowing you to build web applications with Pythonic syntax while still leveraging the JavaScript ecosystem.
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    [Insert URL to project website, documentation, or a relevant GitHub Pages site here]
  • lowtopics#3
    Add more specific topics related to web development

    Why:

    CURRENT
    javascript, python, rapydscript, transpiler
    COPY-PASTE FIX
    javascript, python, rapydscript, transpiler, frontend, web-development

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
1 / 2
50% of queries surface atsepkov/RapydScript
Avg rank
#5.0
Lower is better. #1 = top recommendation.
Share of voice
13%
Of all named tools, what % are you?
Top rival
Transcrypt
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Transcrypt · recommended 2×
  2. PyScript · recommended 1×
  3. Pyodide · recommended 1×
  4. Brython · recommended 1×
  5. Jiphy · recommended 1×
  • CATEGORY QUERY
    How can I write JavaScript using Pythonic syntax for frontend development?
    you: not recommended
    AI recommended (in order):
    1. PyScript
    2. Transcrypt

    AI recommended 2 alternatives but never named atsepkov/RapydScript. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help transpile Python-like code into idiomatic JavaScript for web projects?
    you: #5
    AI recommended (in order):
    1. Pyodide
    2. Transcrypt
    3. Brython
    4. Jiphy
    5. RapydScript ← you
    6. Skulpt
    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 atsepkov/RapydScript?
    pass
    AI named atsepkov/RapydScript explicitly

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

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

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

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MARKDOWN (README)
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atsepkov/RapydScript — 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