RRepoGEO

REPOGEO REPORT · LITE

jiangranlv/embodied-ai-start

Default branch main · commit e07742dd · scanned 6/2/2026, 4:18:23 PM

GitHub: 954 stars · 33 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 jiangranlv/embodied-ai-start, 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 to explicitly state it's a beginner's guide

    Why:

    CURRENT
    # How to Get Started with Embodied AI Research
    COPY-PASTE FIX
    # Embodied AI Research: A Beginner's Guide

This repository, from PKU EPIC Lab, serves as a comprehensive and accessible guide for newcomers to the field of Embodied AI research, particularly focusing on robotics. Our aim is to provide a clear roadmap, foundational concepts, and best practices to help beginners navigate this rapidly evolving domain.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    embodied-ai, robotics, ai-research, beginner-guide, education, pku-epic-lab, tutorial, deep-learning, machine-learning
  • highlicense#3
    Clarify the repository's licensing terms in the README

    Why:

    COPY-PASTE FIX
    ## License

© PKU EPIC Lab. All rights reserved. This work is intended for educational and research purposes only. Commercial distribution, use, or adaptation is strictly prohibited without explicit written permission from PKU EPIC Lab.

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 jiangranlv/embodied-ai-start
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ROS (Robot Operating System)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ROS (Robot Operating System) · recommended 1×
  2. Gazebo · recommended 1×
  3. PyBullet · recommended 1×
  4. Unity · recommended 1×
  5. ML-Agents Toolkit · recommended 1×
  • CATEGORY QUERY
    How can I begin learning about embodied AI, especially for robotics research?
    you: not recommended
    AI recommended (in order):
    1. ROS (Robot Operating System)
    2. Gazebo
    3. PyBullet
    4. Unity
    5. ML-Agents Toolkit
    6. Isaac Sim
    7. NVIDIA Omniverse
    8. Gymnasium
    9. OpenAI Gym
    10. MuJoCo
    11. Habitat

    AI recommended 11 alternatives but never named jiangranlv/embodied-ai-start. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the foundational concepts and challenges in developing interactive AI agents for physical environments?
    you: not recommended
    AI recommended (in order):
    1. Kalman Filters
    2. Particle Filters
    3. Simultaneous Localization and Mapping (SLAM)
    4. STRIPS
    5. PDDL
    6. Partially Observable Markov Decision Processes (POMDPs)

    AI recommended 6 alternatives but never named jiangranlv/embodied-ai-start. 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 jiangranlv/embodied-ai-start?
    pass
    AI did not name jiangranlv/embodied-ai-start — 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 jiangranlv/embodied-ai-start in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jiangranlv/embodied-ai-start 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 jiangranlv/embodied-ai-start solve, and who is the primary audience?
    pass
    AI named jiangranlv/embodied-ai-start explicitly

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

Embed your GEO score

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jiangranlv/embodied-ai-start — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite