RRepoGEO

REPOGEO REPORT · LITE

amantus-ai/vibetunnel

Default branch main · commit db537b06 · scanned 6/24/2026, 5:02:58 AM

GitHub: 4,561 stars · 334 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 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
    Reposition the README's opening paragraph to explicitly state its core function

    Why:

    CURRENT
    Turn any browser into your Mac terminal. VibeTunnel proxies your terminals right into the browser, so you can vibe-code anywhere.
    COPY-PASTE FIX
    VibeTunnel is a secure, browser-based remote terminal that allows you to access and control your development environment from anywhere. It proxies your local terminal sessions directly to your web browser, enabling you to manage agents and code on the go.
  • hightopics#2
    Add more explicit and standard topics to improve categorization

    Why:

    CURRENT
    remote, terminal, vibecoding
    COPY-PASTE FIX
    remote-terminal, browser-terminal, web-terminal, remote-development, cli-management, agent-management, developer-tools, macos
  • mediumreadme#3
    Clarify the meaning of 'agents' in the README

    Why:

    COPY-PASTE FIX
    Add a sentence or short paragraph in the 'Why VibeTunnel?' or 'Features' section, such as: 'VibeTunnel is ideal for managing command-line agents, AI agents, or automated scripts running on your local machine, allowing you to monitor and interact with them remotely through your browser.'

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
Apache Guacamole
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Apache Guacamole · recommended 2×
  2. GitHub Codespaces · recommended 2×
  3. coder/code-server · recommended 1×
  4. shellinabox/shellinabox · recommended 1×
  5. butlerx/wetty · recommended 1×
  • CATEGORY QUERY
    How can I access my development terminal remotely using just a web browser?
    you: not recommended
    AI recommended (in order):
    1. Code-Server (coder/code-server)
    2. Apache Guacamole
    3. Shell In A Box (shellinabox/shellinabox)
    4. Wetty (butlerx/wetty)
    5. Gitpod (gitpod-io/gitpod)
    6. GitHub Codespaces
    7. AWS Cloud9

    AI recommended 7 alternatives but never named amantus-ai/vibetunnel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a solution to manage my command-line agents and code from any web browser.
    you: not recommended
    AI recommended (in order):
    1. Apache Guacamole
    2. Code-Server
    3. Webmin
    4. Cockpit
    5. Shell In A Box
    6. Gitpod
    7. GitHub Codespaces
    8. Flask
    9. Django
    10. Node.js

    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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amantus-ai/vibetunnel — 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