RRepoGEO

REPOGEO REPORT · LITE

pollen-robotics/reachy_mini

Default branch main · commit 15c37be8 · scanned 6/27/2026, 12:47:32 AM

GitHub: 1,302 stars · 255 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)

3 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 pollen-robotics/reachy_mini, 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 improve categorization

    Why:

    COPY-PASTE FIX
    robotics, sdk, ai, open-source, expressive-robot, humanoid-robot, simulation, robot-platform, python, huggingface
  • highabout#2
    Refine the 'About' description for better AI understanding

    Why:

    CURRENT
    Reachy Mini's SDK
    COPY-PASTE FIX
    SDK for Reachy Mini, an open-source expressive robot platform for AI builders, hackers, and researchers, featuring simulation and AI integrations.
  • mediumreadme#3
    Explicitly state 'platform' in the README's opening sentence

    Why:

    CURRENT
    **Reachy Mini is an open-source, expressive robot made for hackers and AI builders.**
    COPY-PASTE FIX
    **Reachy Mini is an open-source, expressive robot platform and SDK made for hackers and AI builders.**

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 pollen-robotics/reachy_mini
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenCR
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenCR · recommended 1×
  2. ROS (Robot Operating System) · recommended 1×
  3. Dynamixel Servos · recommended 1×
  4. TensorFlow · recommended 1×
  5. PyTorch · recommended 1×
  • CATEGORY QUERY
    How can I program an open-source expressive robot for AI applications?
    you: not recommended
    AI recommended (in order):
    1. OpenCR
    2. ROS (Robot Operating System)
    3. Dynamixel Servos
    4. TensorFlow
    5. PyTorch
    6. OpenCV
    7. Google Cloud Text-to-Speech
    8. Mozilla TTS
    9. spaCy
    10. Hugging Face Transformers
    11. Mirobot
    12. InMoov
    13. MyRobotLab
    14. OpenCat
    15. Arduino
    16. Pupper
    17. Raspberry Pi
    18. SG90
    19. MG996R
    20. TensorFlow Lite
    21. PyTorch Mobile
    22. SpeechRecognition
    23. gTTS (Google Text-to-Speech)

    AI recommended 23 alternatives but never named pollen-robotics/reachy_mini. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What SDKs allow prototyping robot behaviors in simulation before hardware deployment?
    you: not recommended
    AI recommended (in order):
    1. ROS
    2. Gazebo
    3. NVIDIA Isaac Sim
    4. Webots
    5. CoppeliaSim
    6. PyBullet
    7. RoboDK

    AI recommended 7 alternatives but never named pollen-robotics/reachy_mini. 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 pollen-robotics/reachy_mini?
    pass
    AI named pollen-robotics/reachy_mini explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite