RRepoGEO

REPOGEO REPORT · LITE

RobotecAI/rai

Default branch main · commit 212832a2 · scanned 6/2/2026, 5:46:47 PM

GitHub: 520 stars · 69 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 RobotecAI/rai, 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 H1 to specify its core purpose for physical AI robotics

    Why:

    CURRENT
    # RAI

RAI is a flexible AI agent framework to develop and deploy Embodied AI features for your robots.
    COPY-PASTE FIX
    # RAI: An agentic framework for Physical AI robotics

RAI is a vendor-agnostic agentic framework for Physical AI robotics, integrating generative AI and multi-modal interaction into your ROS 2 stack.
  • hightopics#2
    Add more specific topics to clarify the application of LLM/Gen AI in robotics

    Why:

    CURRENT
    ai, ai-agents-framework, embodied-agent, embodied-agents, embodied-ai, embodied-artificial-intelligence, generative-ai, llm, multi-agent-systems, multimodal, o3de, physical-ai, robotec, robotics, ros2, vlm
    COPY-PASTE FIX
    ai, ai-agents-framework, embodied-agent, embodied-agents, embodied-ai, embodied-artificial-intelligence, generative-ai, generative-ai-for-robots, llm, llm-for-robotics, multi-agent-systems, multimodal, o3de, physical-ai, robotec, robotics, ros2, vlm
  • mediumhomepage#3
    Add the project's documentation URL to the repository homepage field

    Why:

    COPY-PASTE FIX
    robotecai.github.io/rai

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 RobotecAI/rai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
NVIDIA Isaac Sim
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. NVIDIA Isaac Sim · recommended 2×
  2. LangChain · recommended 1×
  3. LlamaIndex · recommended 1×
  4. OpenAI Function Calling · recommended 1×
  5. Isaac ROS · recommended 1×
  • CATEGORY QUERY
    How can I integrate advanced AI agent capabilities into my existing ROS 2 robotics stack?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Function Calling
    4. NVIDIA Isaac Sim
    5. Isaac ROS
    6. rclpy
    7. LLM APIs

    AI recommended 7 alternatives but never named RobotecAI/rai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks enable generative AI and multi-modal human-robot interaction for embodied agents?
    you: not recommended
    AI recommended (in order):
    1. ROS
    2. OpenAI Gym
    3. RLlib
    4. DeepMind's Acme
    5. NVIDIA Isaac Sim
    6. Isaac SDK
    7. Google's Robotics Transformer
    8. TensorFlow
    9. JAX
    10. PyRobot
    11. OpenVINO
    12. TensorRT

    AI recommended 12 alternatives but never named RobotecAI/rai. 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 RobotecAI/rai?
    pass
    AI named RobotecAI/rai explicitly

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

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

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

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