RRepoGEO

REPOGEO REPORT · LITE

MiniMax-AI/OpenRoom

Default branch main · commit 02468154 · scanned 5/18/2026, 9:32:36 PM

GitHub: 1,185 stars · 142 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
40 /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
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 MiniMax-AI/OpenRoom, 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 the README H1 to explicitly state "OpenRoom" and its core function

    Why:

    CURRENT
    # VibeApps
    COPY-PASTE FIX
    # OpenRoom: Your AI-Powered Browser Desktop (formerly VibeApps)
  • mediumabout#2
    Refine the 'About' description to emphasize its nature as a client-side AI desktop environment

    Why:

    CURRENT
    A browser-based desktop where AI Agent operates every app through natural language.
    COPY-PASTE FIX
    An open-source, local-first browser-based desktop environment where an AI Agent operates every app through natural language, running entirely client-side.
  • mediumtopics#3
    Add more specific topics to improve category visibility for AI-driven desktop environments

    Why:

    CURRENT
    ai-agent, browser, desktop, micro-frontend, minimax, natural-language, open-source, react, typescript, vibe-coding
    COPY-PASTE FIX
    ai-agent, browser, desktop, micro-frontend, minimax, natural-language, open-source, react, typescript, vibe-coding, ai-desktop, agentic-ui, local-first, client-side-ai, web-os

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 MiniMax-AI/OpenRoom
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
facebook/react
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. facebook/react · recommended 1×
  2. vercel/next.js · recommended 1×
  3. Python · recommended 1×
  4. tiangolo/fastapi · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How to build a browser-based desktop environment controlled by natural language AI agents?
    you: not recommended
    AI recommended (in order):
    1. React (facebook/react)
    2. Next.js (vercel/next.js)
    3. Python
    4. FastAPI (tiangolo/fastapi)
    5. OpenAI API
    6. GPT-4o
    7. GPT-4 Turbo
    8. LangChain (langchain-ai/langchain)
    9. LlamaIndex (run-llama/llama_index)
    10. Vue.js (vuejs/core)
    11. Nuxt.js (nuxt/nuxt)
    12. Node.js
    13. Express.js (expressjs/express)
    14. Google Gemini API
    15. AutoGen (microsoft/autogen)
    16. Svelte (sveltejs/svelte)
    17. SvelteKit (sveltejs/kit)
    18. Flask (pallets/flask)
    19. Anthropic Claude API
    20. Claude 3 Opus
    21. Claude 3 Sonnet
    22. Haystack (deepset-ai/haystack)
    23. Electron (electron/electron)
    24. Llama 3
    25. Ollama (ollama/ollama)
    26. WebAssembly (Wasm)
    27. Rust (rust-lang/rust)
    28. Go (golang/go)
    29. Hugging Face Transformers (huggingface/transformers)
    30. Hugging Face Inference API

    AI recommended 30 alternatives but never named MiniMax-AI/OpenRoom. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a local-first browser desktop framework for AI-driven micro-frontend applications.
    you: not recommended
    AI recommended (in order):
    1. Electron
    2. IndexedDB
    3. PouchDB
    4. Web Workers
    5. Webpack 5
    6. Tauri
    7. Neutralino.js
    8. NW.js
    9. Capacitor
    10. TensorFlow.js
    11. ONNX Runtime Web

    AI recommended 11 alternatives but never named MiniMax-AI/OpenRoom. 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 MiniMax-AI/OpenRoom?
    pass
    AI named MiniMax-AI/OpenRoom explicitly

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

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

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

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MiniMax-AI/OpenRoom — 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