RRepoGEO

REPOGEO REPORT · LITE

gabber-dev/gabber

Default branch main · commit 9e6f0f7e · scanned 5/17/2026, 1:13:00 PM

GitHub: 1,102 stars · 108 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
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 gabber-dev/gabber, 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 opening to clearly state its function as an AI application builder

    Why:

    CURRENT
    # Gabber - Real-time AI Engine

Gabber is an engine for building real-time AI across all modalities — voice, text, video, and more. It supports graph-based apps with multiple participants and simultaneous media streams. Our goal is to give developers the **most powerful, developer-friendly AI app builder** available.
    COPY-PASTE FIX
    # Gabber - Build Real-time AI Applications

Gabber is an engine for building real-time AI applications that can see, hear, and speak, using your screens, microphones, and cameras as inputs. It supports graph-based apps with multiple participants and simultaneous media streams, aiming to be the **most powerful, developer-friendly AI app builder** available.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-applications, real-time-ai, multimodal-ai, voice-ai, video-ai, nlp, computer-vision, webrtc, developer-tools, ai-engine, graph-based-apps
  • mediumlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License

This project uses a custom license. Please refer to the [LICENSE](LICENSE) file for full details.

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 gabber-dev/gabber
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
NVIDIA Riva
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. NVIDIA Riva · recommended 1×
  2. DeepStream SDK · recommended 1×
  3. OpenVINO · recommended 1×
  4. Kaldi · recommended 1×
  5. Mozilla DeepSpeech · recommended 1×
  • CATEGORY QUERY
    How to build real-time AI applications processing voice, video, and text from camera/mic inputs?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Riva
    2. DeepStream SDK
    3. OpenVINO
    4. Kaldi
    5. Mozilla DeepSpeech
    6. spaCy
    7. Hugging Face Transformers
    8. TensorFlow Lite
    9. PyTorch Mobile
    10. MediaPipe
    11. Vosk
    12. Picovoice
    13. AWS Rekognition
    14. AWS Transcribe
    15. AWS Comprehend
    16. WebRTC
    17. FFmpeg
    18. Azure Cognitive Services
    19. Azure Video Analyzer
    20. Azure Speech
    21. Azure Language Understanding
    22. Google Cloud AI Platform
    23. Video AI
    24. Speech-to-Text
    25. Natural Language API

    AI recommended 25 alternatives but never named gabber-dev/gabber. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework enables building interactive AI apps with multiple participants and simultaneous media streams?
    you: not recommended
    AI recommended (in order):
    1. Agora.io
    2. Twilio Programmable Video
    3. Daily.co
    4. OpenVidu
    5. Amazon Chime SDK
    6. Google Cloud Media CDN
    7. Jitsi Meet

    AI recommended 7 alternatives but never named gabber-dev/gabber. 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 gabber-dev/gabber?
    pass
    AI named gabber-dev/gabber explicitly

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

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

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

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gabber-dev/gabber — 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