RRepoGEO

REPOGEO REPORT · LITE

ideamark/desk-emoji

Default branch main · commit be80cc1a · scanned 6/6/2026, 6:27:32 AM

GitHub: 573 stars · 97 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 ideamark/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
    robot, desktop-robot, ai-robot, llm, voice-chat, gesture-recognition, open-source-hardware, robotics
  • highreadme#2
    Reposition README opening to explicitly state it's a physical robot

    Why:

    CURRENT
    # Desk-Emoji

* The first industrial-style desktop robot with a sleek and cool appearance, perfect as a desk decoration.
    COPY-PASTE FIX
    # Desk-Emoji
A truly open-source AI desktop robot featuring an emoji screen, two-axis console, and LLM capabilities for voice chat.

* The first industrial-style desktop robot with a sleek and cool appearance, perfect as a desk decoration.
  • mediumhomepage#3
    Add a homepage URL to the About section

    Why:

    COPY-PASTE FIX
    https://github.com/ideamark/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 ideamark/desk-emoji
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Petoi/OpenCat
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Petoi/OpenCat · recommended 2×
  2. InMoov · recommended 1×
  3. MyRobotLab · recommended 1×
  4. OpenAI's GPT-4 · recommended 1×
  5. Google's Gemini · recommended 1×
  • CATEGORY QUERY
    What open source desktop robots offer LLM voice chat and expressive physical interactions?
    you: not recommended
    AI recommended (in order):
    1. InMoov
    2. MyRobotLab
    3. OpenAI's GPT-4
    4. Google's Gemini
    5. Llama 3
    6. Ollama
    7. OpenCat
    8. Nybble
    9. Bittle
    10. Petoi
    11. ESP32
    12. Raspberry Pi
    13. Mirobot
    14. Whisper
    15. Coqui TTS
    16. Arduino
    17. Mycroft Mark II

    AI recommended 17 alternatives but never named ideamark/desk-emoji. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source desktop companion robot with gesture recognition and dynamic movements.
    you: not recommended
    AI recommended (in order):
    1. OpenCat (Petoi/OpenCat)
    2. Petoi Bittle/Nybble (Petoi/OpenCat)
    3. InMoov (InMoov/inmoov)
    4. Poppy Humanoid (poppy-project/poppy-humanoid)
    5. Robotis OpenCR (ROBOTIS-GIT/OpenCR)

    AI recommended 5 alternatives but never named ideamark/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 ideamark/desk-emoji?
    pass
    AI named ideamark/desk-emoji explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of ideamark/desk-emoji. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/ideamark/desk-emoji.svg)](https://repogeo.com/en/r/ideamark/desk-emoji)
HTML
<a href="https://repogeo.com/en/r/ideamark/desk-emoji"><img src="https://repogeo.com/badge/ideamark/desk-emoji.svg" alt="RepoGEO" /></a>
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ideamark/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