RRepoGEO

REPOGEO REPORT · LITE

ryokun6/ryos

Default branch main · commit 83b9038d · scanned 5/11/2026, 7:52:32 AM

GitHub: 1,159 stars · 174 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 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
    Add a disclaimer to the README about not being a Rust OS

    Why:

    COPY-PASTE FIX
    Important Note: This project is a web-based desktop environment and *not* a low-level operating system written in Rust. Please refer to the project description for its true nature.
  • hightopics#2
    Add comprehensive topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    web-os, desktop-environment, react, typescript, ai-assistant, agentic-ai, web-desktop, macos-theme, windows-theme, virtual-filesystem, web-applications
  • mediumreadme#3
    Strengthen README's opening to emphasize "complete environment"

    Why:

    CURRENT
    A modern web-based desktop environment inspired by classic macOS and Windows, built with React, TypeScript, and AI. Features multiple built-in applications, a familiar desktop interface, and a system-aware AI assistant. Works on all devices—desktop, tablet, and mobile.
    COPY-PASTE FIX
    ryOS is a complete, modern web-based desktop environment inspired by classic macOS and Windows, built with React, TypeScript, and AI. It offers a full-fledged, ready-to-use experience with multiple built-in applications, a familiar desktop interface, and a system-aware AI assistant, working seamlessly across desktop, tablet, and mobile devices.

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
React
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. React · recommended 1×
  2. Material-UI (MUI) · recommended 1×
  3. Vue.js · recommended 1×
  4. Vuetify · recommended 1×
  5. Angular · recommended 1×
  • CATEGORY QUERY
    What frameworks help build a web-based desktop environment with classic OS themes?
    you: not recommended
    AI recommended (in order):
    1. React
    2. Material-UI (MUI)
    3. Vue.js
    4. Vuetify
    5. Angular
    6. Angular Material
    7. Svelte
    8. Svelte Material UI (SMUI)
    9. jQuery UI
    10. jQuery
    11. Bootstrap
    12. Electron

    AI recommended 12 alternatives but never named ryokun6/ryos. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking React and TypeScript libraries for a desktop-like web UI with AI assistant features.
    you: not recommended
    AI recommended (in order):
    1. MUI (mui/material-ui)
    2. Chakra UI (chakra-ui/chakra-ui)
    3. Ant Design (ant-design/ant-design)
    4. Radix UI (radix-ui/primitives)
    5. Blueprint JS (palantir/blueprint)

    AI recommended 5 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 did not name ryokun6/ryos — 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 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.

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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