RRepoGEO

REPOGEO REPORT · LITE

pollen-robotics/reachy_mini

Default branch main · commit 790f5b62 · scanned 5/16/2026, 5:26:44 AM

GitHub: 1,190 stars · 227 forks

AI VISIBILITY SCORE
28 /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
2 / 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
  • highreadme#1
    Reposition the README's opening statement to clarify its role as a robot SDK

    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 arm and its Python SDK, designed for hackers and AI builders to create interactive applications.**
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    robotics, robot-arm, sdk, python, open-source, ai, llm, simulation, human-robot-interaction, education
  • mediumabout#3
    Enhance the repository description for better clarity

    Why:

    CURRENT
    Reachy Mini's SDK
    COPY-PASTE FIX
    The official Python SDK for Reachy Mini, an open-source, expressive robot arm for AI development, education, and human-robot interaction.

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
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Google Cloud Text-to-Speech · recommended 1×
  3. Amazon Polly · recommended 1×
  4. Picovoice Rhino Speech-to-Intent and Porcupine Wake Word · recommended 1×
  5. Mycroft AI · recommended 1×
  • CATEGORY QUERY
    How can I build an expressive robot that talks using large language models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Google Cloud Text-to-Speech
    3. Amazon Polly
    4. Picovoice Rhino Speech-to-Intent and Porcupine Wake Word
    5. Mycroft AI
    6. Raspberry Pi
    7. Arduino

    AI recommended 7 alternatives but never named pollen-robotics/reachy_mini. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source SDKs are available for developing and simulating small, interactive robots?
    you: not recommended
    AI recommended (in order):
    1. ROS (Robot Operating System)
    2. Gazebo
    3. PyBullet
    4. Webots
    5. CoppeliaSim (formerly V-REP)
    6. OpenRAVE

    AI recommended 6 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 did not name pollen-robotics/reachy_mini — 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 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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