RRepoGEO

REPOGEO REPORT · LITE

Robbyant/lingbot-va

Default branch main · commit 58c2ae5b · scanned 6/24/2026, 2:12:39 AM

GitHub: 1,369 stars · 119 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 Robbyant/lingbot-va, 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
    Add a direct summary sentence after the H1

    Why:

    CURRENT
    The README does not contain a concise, explicit summary sentence immediately following the H1.
    COPY-PASTE FIX
    LingBot-VA is a cutting-edge causal video-action world model designed for generalist robot control, enabling advanced robot learning and simulation.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    robotics, robot-control, world-model, causal-inference, video-action-generation, generalist-robot, reinforcement-learning, diffusion-models
  • mediumreadme#3
    Clarify the project's research context and active status

    Why:

    CURRENT
    The README excerpt does not explicitly state the project's research context or active development status, leading to AI mischaracterizing it as 'personal, unmaintained.'
    COPY-PASTE FIX
    This project is an active research endeavor from Robbyant, presented at RSS 2026, focusing on advancing robot autonomy through novel world modeling.

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 Robbyant/lingbot-va
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
microsoft/dowhy
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/dowhy · recommended 1×
  2. quantumblacklabs/causalnex · recommended 1×
  3. pyro-ppl/pyro · recommended 1×
  4. danijar/dreamerv3 · recommended 1×
  5. danijar/planet · recommended 1×
  • CATEGORY QUERY
    How to implement a causal world model for generalist robot control systems?
    you: not recommended
    AI recommended (in order):
    1. DoWhy (microsoft/dowhy)
    2. CausalNex (quantumblacklabs/causalnex)
    3. Pyro (pyro-ppl/pyro)
    4. DreamerV3 (danijar/dreamerv3)
    5. PlaNet (danijar/planet)
    6. Acme (deepmind/acme)
    7. DeepMind's Neuro-Symbolic Concept Learner (NS-CL)
    8. Logic Tensor Networks (LTN) (logictensornetworks/logictensornetworks)

    AI recommended 8 alternatives but never named Robbyant/lingbot-va. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What libraries assist with video-action generation for robot learning and simulation?
    you: not recommended
    AI recommended (in order):
    1. PyTorch
    2. TensorFlow (with Keras)
    3. OpenCV
    4. Gymnasium (formerly OpenAI Gym)
    5. RLlib (part of Ray)
    6. ROS (Robot Operating System)
    7. ManiSkill2

    AI recommended 7 alternatives but never named Robbyant/lingbot-va. 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 Robbyant/lingbot-va?
    pass
    AI named Robbyant/lingbot-va explicitly

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

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

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

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Robbyant/lingbot-va — 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