RRepoGEO

REPOGEO REPORT · LITE

fan-ziqi/robot_lab

Default branch main · commit 09f7fb4a · scanned 5/12/2026, 12:52:15 AM

GitHub: 1,685 stars · 195 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 fan-ziqi/robot_lab, 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
  • hightopics#1
    Add specific topics to the repository

    Why:

    COPY-PASTE FIX
    reinforcement-learning, robotics, isaaclab, isaac-sim, simulation, quadruped-robots, wheeled-robots, robot-learning
  • highreadme#2
    Strengthen the README's opening sentence to clarify its role

    Why:

    CURRENT
    robot_lab is a RL extension library for robots, based on IsaacLab.
    COPY-PASTE FIX
    robot_lab is an **RL extension library for robots**, built on **IsaacLab**. It enables researchers and developers to create and test reinforcement learning agents for various robotic platforms, including quadruped and wheeled robots, in an isolated environment.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://isaac-sim.github.io/IsaacLab

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 fan-ziqi/robot_lab
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MuJoCo
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MuJoCo · recommended 2×
  2. Isaac Gym / Isaac Sim · recommended 1×
  3. PyBullet · recommended 1×
  4. Gazebo · recommended 1×
  5. Webots · recommended 1×
  • CATEGORY QUERY
    What tools are available for training reinforcement learning agents on quadruped robot simulations?
    you: not recommended
    AI recommended (in order):
    1. Isaac Gym / Isaac Sim
    2. PyBullet
    3. MuJoCo
    4. Gazebo
    5. Webots
    6. CoppeliaSim

    AI recommended 6 alternatives but never named fan-ziqi/robot_lab. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python library to create custom reinforcement learning environments for robotic platforms.
    you: not recommended
    AI recommended (in order):
    1. Gymnasium (Farama-Foundation/Gymnasium)
    2. PyBullet (bulletphysics/bullet3)
    3. MuJoCo
    4. Isaac Gym
    5. ROS (Robot Operating System)
    6. ros_gym (ros-gym/ros_gym)

    AI recommended 6 alternatives but never named fan-ziqi/robot_lab. 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 fan-ziqi/robot_lab?
    pass
    AI named fan-ziqi/robot_lab explicitly

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

  • If a team adopts fan-ziqi/robot_lab in production, what risks or prerequisites should they evaluate first?
    pass
    AI named fan-ziqi/robot_lab 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 fan-ziqi/robot_lab solve, and who is the primary audience?
    pass
    AI did not name fan-ziqi/robot_lab — 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?

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fan-ziqi/robot_lab — 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