RRepoGEO

REPOGEO REPORT · LITE

terminators2025/RealMirror

Default branch main · commit 7829dcf2 · scanned 5/31/2026, 2:18:11 PM

GitHub: 798 stars · 50 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 terminators2025/RealMirror, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    embodied-ai, vla, robotics, robot-control, teleoperation, trajectory-generation, large-language-model, multimodal-ai
  • highreadme#2
    Clarify the project's core purpose at the very top of the README

    Why:

    CURRENT
    The README starts with a div and then '# 🎉News'.
    COPY-PASTE FIX
    Add this sentence at the very top of the README, before any other content: 'RealMirror is a comprehensive, open-source embodied AI VLA platform designed for advanced robot control, trajectory generation, and gesture-based teleoperation.'
  • mediumreadme#3
    Add a concise 'What is RealMirror?' section to the README

    Why:

    COPY-PASTE FIX
    Add a section after the initial positioning statement and before the news section: '## What is RealMirror? RealMirror is an open-source embodied AI VLA platform that enables advanced robot control and data acquisition. Key features include: - **Seed2Scale:** An automatic large-scale upper limb trajectory generation scheme. - **MirrorLimb:** Gesture teleoperation functionality for precise robot control. - A comprehensive evaluation framework, official model weights, and robot/scene assets.'

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 terminators2025/RealMirror
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ros/ros
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ros/ros · recommended 1×
  2. Isaac Sim (NVIDIA Isaac SDK) · recommended 1×
  3. Farama-Foundation/Gymnasium · recommended 1×
  4. deepmind/mujoco · recommended 1×
  5. bulletphysics/bullet3 · recommended 1×
  • CATEGORY QUERY
    What open-source platforms are available for developing embodied AI agents with robot control?
    you: not recommended
    AI recommended (in order):
    1. ROS (Robot Operating System) (ros/ros)
    2. Isaac Sim (NVIDIA Isaac SDK)
    3. Gymnasium (formerly OpenAI Gym) (Farama-Foundation/Gymnasium)
    4. MuJoCo (deepmind/mujoco)
    5. PyBullet (bulletphysics/bullet3)
    6. Habitat (Facebook AI Research) (facebookresearch/habitat-lab)
    7. RLBench (Google DeepMind) (deepmind/rlbench)
    8. RoboStack (RoboStack/robostack)

    AI recommended 8 alternatives but never named terminators2025/RealMirror. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a library to generate robot trajectories and enable gesture-based teleoperation for robotic arms.
    you: not recommended
    AI recommended (in order):
    1. MoveIt!
    2. Open Motion Planning Library (OMPL)
    3. PyBullet
    4. Robotics Toolbox for MATLAB
    5. libfranka
    6. ROS-Industrial
    7. URScript

    AI recommended 7 alternatives but never named terminators2025/RealMirror. 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 terminators2025/RealMirror?
    pass
    AI did not name terminators2025/RealMirror — 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 terminators2025/RealMirror in production, what risks or prerequisites should they evaluate first?
    pass
    AI named terminators2025/RealMirror 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 terminators2025/RealMirror solve, and who is the primary audience?
    pass
    AI named terminators2025/RealMirror 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 terminators2025/RealMirror. 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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terminators2025/RealMirror — 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