RRepoGEO

REPOGEO REPORT · LITE

ryokun6/ryos

Default branch main · commit c8137b13 · scanned 6/21/2026, 11:07:37 AM

GitHub: 1,169 stars · 174 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 ryokun6/ryos, 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 ryOS's nature and audience in the README's opening

    Why:

    CURRENT
    # ryOS — A Web-Based Agentic AI OS, made with Cursor

A modern web-based desktop environment inspired by classic macOS and Windows, built with React, TypeScript, and AI.
    COPY-PASTE FIX
    # ryOS — A Web-Based Agentic AI OS (Not a Low-Level OS), made with Cursor

A modern, browser-based desktop environment inspired by classic macOS and Windows, built with React, TypeScript, and AI. This project is a high-level, agentic AI operating system *simulation* for the web, not a low-level system programming project or a Rust-based OS.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    web-based-os, desktop-environment, react, typescript, ai-assistant, window-manager, macos-ui, windows-ui, browser-os, agentic-ai
  • mediumreadme#3
    Add a 'What ryOS is NOT' section to the README

    Why:

    COPY-PASTE FIX
    ## What ryOS is NOT

ryOS is a high-level, web-based *simulation* of an operating system and an agentic AI environment. It is **not**:

- A low-level operating system kernel or a system programming project.
- Written in Rust, C, or C++ (it's built with React, TypeScript, and AI).
- Intended for production use as a secure or stable OS (as noted in the project's learning purpose disclaimer).

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 ryokun6/ryos
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Next.js
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Next.js · recommended 2×
  2. Electron · recommended 1×
  3. React · recommended 1×
  4. Vue · recommended 1×
  5. Angular · recommended 1×
  • CATEGORY QUERY
    How to build a web-based desktop environment with AI capabilities and familiar OS features?
    you: not recommended
    AI recommended (in order):
    1. Electron
    2. React
    3. Vue
    4. Angular
    5. TensorFlow.js
    6. ONNX.js
    7. Next.js
    8. Nuxt.js
    9. SvelteKit
    10. Tailwind CSS
    11. OpenAI API
    12. Hugging Face API
    13. Webix
    14. DHTMLX Suite
    15. Node.js
    16. Express.js
    17. NestJS
    18. Python
    19. Flask
    20. Django
    21. PyTorch
    22. TensorFlow
    23. React Desktop
    24. Vue Material Kit
    25. Firebase
    26. Supabase
    27. Google Cloud AI
    28. AWS AI Services
    29. Vision AI
    30. Natural Language AI
    31. Rekognition
    32. Comprehend
    33. HTML
    34. CSS
    35. JavaScript
    36. Web Components
    37. Web Workers
    38. ONNX Runtime Web

    AI recommended 38 alternatives but never named ryokun6/ryos. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    React TypeScript framework for creating a customizable browser-based operating system UI?
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. Remix
    3. Create React App (CRA)
    4. Material-UI (MUI)
    5. Ant Design
    6. Chakra UI
    7. Vite
    8. Zustand
    9. Jotai
    10. Redux Toolkit
    11. react-dnd
    12. react-beautiful-dnd

    AI recommended 12 alternatives but never named ryokun6/ryos. 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 ryokun6/ryos?
    pass
    AI named ryokun6/ryos explicitly

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

  • If a team adopts ryokun6/ryos in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ryokun6/ryos 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 ryokun6/ryos solve, and who is the primary audience?
    pass
    AI named ryokun6/ryos 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 ryokun6/ryos. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/ryokun6/ryos.svg)](https://repogeo.com/en/r/ryokun6/ryos)
HTML
<a href="https://repogeo.com/en/r/ryokun6/ryos"><img src="https://repogeo.com/badge/ryokun6/ryos.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

ryokun6/ryos — 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