RRepoGEO

REPOGEO REPORT · LITE

opendr-eu/opendr

Default branch master · commit d0bf12ad · scanned 6/15/2026, 5:27:18 PM

GitHub: 727 stars · 104 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 opendr-eu/opendr, 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
  • highhomepage#1
    Add the project homepage to the repository metadata

    Why:

    COPY-PASTE FIX
    https://www.opendr.eu/
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    deep-learning, robotics
    COPY-PASTE FIX
    deep-learning, robotics, ros, ros1, ros2, computer-vision, perception, robot-control, industrial-robotics, healthcare-robotics, agri-food-robotics, agile-production
  • mediumreadme#3
    Add a concise introductory sentence to the README to highlight its EU-funded, application-specific nature

    Why:

    COPY-PASTE FIX
    This EU-funded project delivers an open, non-proprietary toolkit tailored for real-world industrial robotics applications in healthcare, agri-food, and agile production.

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 opendr-eu/opendr
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PyTorch
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PyTorch · recommended 2×
  2. TensorFlow · recommended 2×
  3. torchvision · recommended 1×
  4. torchaudio · recommended 1×
  5. torchgeometric · recommended 1×
  • CATEGORY QUERY
    What are the best open-source deep learning toolkits for robotic perception and control?
    you: not recommended
    AI recommended (in order):
    1. PyTorch
    2. torchvision
    3. torchaudio
    4. torchgeometric
    5. TensorFlow
    6. Keras API
    7. TensorFlow Lite
    8. TensorFlow.js
    9. TensorFlow Extended (TFX)
    10. TensorBoard
    11. OpenCV
    12. Caffe
    13. ONNX
    14. JAX
    15. Flax
    16. Haiku
    17. Caffe2
    18. LibTorch

    AI recommended 18 alternatives but never named opendr-eu/opendr. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I integrate deep learning models into my ROS-based robotics projects?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow
    2. PyTorch
    3. NVIDIA DeepStream SDK
    4. ros_deepstream
    5. ONNX Runtime
    6. OpenCV DNN Module
    7. vision_msgs
    8. ros_perception
    9. NVIDIA TensorRT

    AI recommended 9 alternatives but never named opendr-eu/opendr. 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 opendr-eu/opendr?
    pass
    AI named opendr-eu/opendr explicitly

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

  • If a team adopts opendr-eu/opendr in production, what risks or prerequisites should they evaluate first?
    pass
    AI named opendr-eu/opendr 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 opendr-eu/opendr solve, and who is the primary audience?
    pass
    AI named opendr-eu/opendr 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 opendr-eu/opendr. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/opendr-eu/opendr"><img src="https://repogeo.com/badge/opendr-eu/opendr.svg" alt="RepoGEO" /></a>
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  • Brand-free category queries5 vs 2 in Lite
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