REPOGEO REPORT · LITE

MiniMax-AI/OpenRoom

Default branch main · commit 02468154 · scanned 6/30/2026, 4:26:55 AM

GitHub: 1,221 stars · 159 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 README H1 to clearly state project identity
Why:
CURRENT
```
# VibeApps
```
COPY-PASTE FIX
```
# OpenRoom: A Browser-Based Desktop Operated by AI Agents
```

mediumtopics#2

Add more specific topics for AI-operated 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-environment, natural-language-interface, agentic-ui, local-ai-apps

mediumreadme#3

Add a 'What OpenRoom Is Not' or 'Comparison' section to the README

Why:

COPY-PASTE FIX

Add a section to the README, perhaps titled 'Why OpenRoom?' or 'Beyond Frameworks,' that clarifies it's a complete AI-operated desktop environment, not just a UI framework or a collaborative whiteboard. Example: 'OpenRoom is not just another React app or Electron wrapper; it's a complete, AI-operated desktop environment designed for natural language interaction with apps.'

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

Of all named tools, what % are you?

Top rival

React

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

React · recommended 2×
Electron · recommended 2×
Tauri · recommended 2×
Next.js · recommended 1×
OpenAI API · recommended 1×

CATEGORY QUERY
How can I build a browser-based desktop environment controlled by natural language AI agents?
you: not recommended
AI recommended (in order):
1. React
2. Next.js
3. OpenAI API
4. LangChain
5. Electron
6. Vue.js
7. Nuxt.js
8. Anthropic Claude API
9. LlamaIndex
10. Tauri
11. Svelte
12. SvelteKit
13. Google Gemini API
14. AutoGen
15. WebContainers
16. Blazor WebAssembly
17. Azure OpenAI Service
18. Semantic Kernel
19. Progressive Web App
20. Vanilla JavaScript/HTML/CSS
21. Flask
22. Node.js
23. Express.js
24. Hugging Face Transformers
AI recommended 24 alternatives but never named MiniMax-AI/OpenRoom. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What frameworks enable building interactive browser desktops with local AI agent app control?
you: not recommended
AI recommended (in order):
1. Electron
2. React
3. Vue
4. Angular
5. Tauri
6. NW.js (Node-Webkit)
7. PyQt
8. PySide
9. TensorFlow
10. PyTorch
11. scikit-learn
12. Flutter Desktop
13. Neutralino.js
14. Wails
AI recommended 14 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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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/MiniMax-AI/OpenRoom.svg)](https://repogeo.com/en/r/MiniMax-AI/OpenRoom)

HTML

<a href="https://repogeo.com/en/r/MiniMax-AI/OpenRoom"><img src="https://repogeo.com/badge/MiniMax-AI/OpenRoom.svg" alt="RepoGEO" /></a>

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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