RRepoGEO

REPOGEO REPORT · LITE

fossasia/voxbento

Default branch main · commit 4a80af3a · scanned 6/17/2026, 11:28:29 AM

GitHub: 1,475 stars · 32 forks

AI VISIBILITY SCORE
35 /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
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 fossasia/voxbento, 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
  • hightopics#1
    Add specific topics to clarify the project's domain

    Why:

    COPY-PASTE FIX
    simultaneous-interpretation, real-time-translation, live-events, webrtc, audio-streaming, open-source-platform, interpretation-platform, conference-tech
  • highreadme#2
    Reinforce the project's core purpose in the README's opening

    Why:

    CURRENT
    Voxbento is a real-time interpretation platform for live events. It provides a browser-first, zero-install experience for simultaneous interpreters, allowing them to monitor the main floor video via Jitsi and broadcast translated audio to attendees with low latency.
    COPY-PASTE FIX
    Voxbento is a professional, open-source **real-time simultaneous interpretation platform** designed specifically for live events and conferences. It provides a browser-first, zero-install experience for simultaneous interpreters, allowing them to monitor the main floor video via Jitsi and broadcast translated audio to attendees with low latency.
  • mediumreadme#3
    Add a section comparing Voxbento to commercial alternatives

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example, after 'How it works', with the heading '## Why Choose Voxbento? Open Source & Self-Hostable' and content like: 'Unlike proprietary solutions such as KUDO or Interactio, Voxbento offers a fully open-source, self-hostable platform for real-time interpretation. This gives you complete control over your event data, infrastructure, and customization, making it ideal for organizations prioritizing privacy, flexibility, and cost-effectiveness.'

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 fossasia/voxbento
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
KUDO
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. KUDO · recommended 1×
  2. Interactio · recommended 1×
  3. VoiceBoxer · recommended 1×
  4. Interprefy · recommended 1×
  5. RSVP.ai · recommended 1×
  • CATEGORY QUERY
    How to set up a real-time simultaneous interpretation platform for online events?
    you: not recommended
    AI recommended (in order):
    1. KUDO
    2. Interactio
    3. VoiceBoxer
    4. Interprefy
    5. RSVP.ai
    6. Wordly
    7. Zoom with Interpretation Feature

    AI recommended 7 alternatives but never named fossasia/voxbento. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for open-source tools for live audio transcription and translation during broadcasts.
    you: not recommended
    AI recommended (in order):
    1. Whisper (OpenAI)
    2. Vosk (Alpha Cephei)
    3. MarianMT
    4. Mozilla DeepSpeech
    5. OpenNMT-py
    6. Coqui STT
    7. Helsinki-NLP/Opus-MT
    8. SpeechBrain
    9. Fairseq

    AI recommended 9 alternatives but never named fossasia/voxbento. 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 fossasia/voxbento?
    pass
    AI named fossasia/voxbento explicitly

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

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

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

Embed your GEO score

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fossasia/voxbento — 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