RRepoGEO

REPOGEO REPORT · LITE

kiloreux/awesome-robotics

Default branch master · commit 067f76e8 · scanned 5/24/2026, 10:57:32 PM

GitHub: 6,615 stars · 1,028 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 kiloreux/awesome-robotics, 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 paragraph to clarify its nature as an 'awesome list' of educational resources

    Why:

    CURRENT
    This is a list of various books, courses and other resources for robotics. It's an attempt to gather useful material in one place for everybody who wants to learn more about the field.
    COPY-PASTE FIX
    This is an awesome list of curated educational resources for robotics, including books, courses, and other learning materials. It aims to be a comprehensive guide for students, researchers, and enthusiasts looking to learn more about the field.
  • hightopics#2
    Add more specific topics to improve categorization as an 'awesome list' of educational content

    Why:

    CURRENT
    robotics
    COPY-PASTE FIX
    awesome-list, robotics, education, learning, courses, books, resources, curriculum, tutorials
  • mediumhomepage#3
    Add the repository URL as the homepage link in the About section

    Why:

    COPY-PASTE FIX
    https://github.com/kiloreux/awesome-robotics

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 kiloreux/awesome-robotics
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
edX
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. edX · recommended 1×
  2. Coursera · recommended 1×
  3. Robotics Academy (Carnegie Mellon University) · recommended 1×
  4. The Construct (ROS Tutorials) · recommended 1×
  5. MIT OpenCourseWare (OCW) · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive list of educational resources for learning robotics fundamentals?
    you: not recommended
    AI recommended (in order):
    1. edX
    2. Coursera
    3. Robotics Academy (Carnegie Mellon University)
    4. The Construct (ROS Tutorials)
    5. MIT OpenCourseWare (OCW)
    6. Udemy
    7. IEEE Robotics and Automation Society (RAS) Educational Resources

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

    Show full AI answer
  • CATEGORY QUERY
    What are the best online courses and books to begin studying robotic systems?
    you: not recommended
    AI recommended (in order):
    1. MATLAB
    2. Octave
    3. Python
    4. Robot Operating System (ROS)

    AI recommended 4 alternatives but never named kiloreux/awesome-robotics. 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 kiloreux/awesome-robotics?
    pass
    AI named kiloreux/awesome-robotics explicitly

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

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

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

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