RRepoGEO

REPOGEO REPORT · LITE

uncle-mark/desk-emoji

Default branch main · commit be80cc1a · scanned 6/14/2026, 2:46:37 PM

GitHub: 575 stars · 97 forks

AI VISIBILITY SCORE
22 /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
1 / 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 uncle-mark/desk-emoji, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai, robot, desktop-robot, llm, voice-assistant, gesture-control, open-source-hardware, esp32
  • mediumreadme#2
    Add a concise introductory sentence to the README

    Why:

    CURRENT
    # Desk-Emoji

* The first industrial-style desktop robot...
    COPY-PASTE FIX
    # Desk-Emoji

Desk-Emoji is a truly open-source AI desktop robot featuring an emoji screen, a two-axis console, and LLM capabilities for voice chat.

* The first industrial-style desktop robot...
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/uncle-mark/desk-emoji

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 uncle-mark/desk-emoji
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
intel-isl/OpenBot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. intel-isl/OpenBot · recommended 1×
  2. InMoov/inmoov · recommended 1×
  3. Mirobot/Mirobot · recommended 1×
  4. MycroftAI/mycroft-core · recommended 1×
  5. Raspberry Pi Pico · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source AI desktop companion robot that can chat and display emotions.
    you: not recommended
    AI recommended (in order):
    1. OpenBot (intel-isl/OpenBot)
    2. InMoov (InMoov/inmoov)
    3. Mirobot (Mirobot/Mirobot)
    4. Mycroft AI (MycroftAI/mycroft-core)
    5. Raspberry Pi Pico

    AI recommended 5 alternatives but never named uncle-mark/desk-emoji. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are options for building a physical desk assistant with LLM voice and gesture control?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Jetson
    2. NVIDIA Riva
    3. NVIDIA DeepStream
    4. Llama 2
    5. Mistral
    6. OpenAI GPT-4
    7. Google Gemini
    8. Anthropic Claude
    9. Raspberry Pi
    10. Mycroft AI
    11. MediaPipe
    12. llama.cpp
    13. ONNX Runtime
    14. Google Cloud Text-to-Speech
    15. Coqui TTS
    16. Mozilla TTS
    17. Intel NUC
    18. OpenVINO
    19. Vosk
    20. Google Cloud Speech-to-Text
    21. Azure Cognitive Services
    22. Google Coral Dev Board
    23. TensorFlow Lite
    24. NVIDIA RTX
    25. Hugging Face Transformers
    26. vLLM
    27. Text Generation WebUI
    28. Whisper
    29. Piper
    30. Bark
    31. OpenCV
    32. PyTorch
    33. TensorFlow

    AI recommended 33 alternatives but never named uncle-mark/desk-emoji. 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 uncle-mark/desk-emoji?
    pass
    AI did not name uncle-mark/desk-emoji — likely talking about a different project

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

  • If a team adopts uncle-mark/desk-emoji in production, what risks or prerequisites should they evaluate first?
    pass
    AI named uncle-mark/desk-emoji 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 uncle-mark/desk-emoji solve, and who is the primary audience?
    pass
    AI did not name uncle-mark/desk-emoji — likely talking about a different project

    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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uncle-mark/desk-emoji — 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