RRepoGEO

REPOGEO REPORT · LITE

amantus-ai/vibetunnel

Default branch main · commit cb0236b7 · scanned 5/13/2026, 6:08:32 PM

GitHub: 4,493 stars · 323 forks

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 amantus-ai/vibetunnel, 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 README's opening to prevent misinterpretation of "agents" and "vibe-code"

    Why:

    CURRENT
    # VibeTunnel 🚇 - Turn any browser into your terminal; command agents from the road (vt.sh)

<p align="center">
  <strong>Turn any browser into your Mac terminal.</strong><br>
  VibeTunnel proxies your terminals right into the browser, so you can vibe-code anywhere.
</p>
    COPY-PASTE FIX
    # VibeTunnel 🚇 - Turn any browser into your terminal; manage your scripts and development environment remotely (vt.sh)

<p align="center">
  <strong>Turn any browser into your Mac terminal.</strong><br>
  VibeTunnel securely proxies your local terminals right into the browser, so you can code and manage your environment from anywhere.
</p>
  • hightopics#2
    Add more descriptive topics for remote terminal access

    Why:

    CURRENT
    remote, terminal, vibecoding
    COPY-PASTE FIX
    remote, terminal, remote-access, web-terminal, development-environment, cli, ssh
  • mediumreadme#3
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, for example, "## VibeTunnel vs. Alternatives" or expand "Why VibeTunnel?" to include: "Unlike tools such as Code-Server, VS Code Remote Development, or GitHub Codespaces, VibeTunnel focuses on securely proxying your *existing* local terminal to any browser, offering a lightweight and privacy-focused way to manage your environment without needing a full cloud IDE or complex setup."

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 amantus-ai/vibetunnel
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Code-Server
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Code-Server · recommended 1×
  2. JupyterLab · recommended 1×
  3. VS Code Remote Development · recommended 1×
  4. Remote - SSH · recommended 1×
  5. Dev Containers · recommended 1×
  • CATEGORY QUERY
    How can I access my development terminal securely from any web browser?
    you: not recommended
    AI recommended (in order):
    1. Code-Server

    AI recommended 1 alternative but never named amantus-ai/vibetunnel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for remote coding and commanding agents via a web interface?
    you: not recommended
    AI recommended (in order):
    1. JupyterLab
    2. VS Code Remote Development
    3. Remote - SSH
    4. Dev Containers
    5. GitHub Codespaces
    6. Google Colaboratory
    7. AWS Cloud9
    8. Apache Guacamole
    9. RStudio Server
    10. Theia

    AI recommended 10 alternatives but never named amantus-ai/vibetunnel. 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 amantus-ai/vibetunnel?
    pass
    AI named amantus-ai/vibetunnel explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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