RRepoGEO

REPOGEO REPORT · LITE

Robbyant/lingbot-vla

Default branch main · commit 4eb34b76 · scanned 6/23/2026, 7:43:07 AM

GitHub: 1,490 stars · 157 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-vla, 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 README opening to specify robotics application

    Why:

    CURRENT
    ## 🥳 We are excited to introduce **LingBot-VLA**, a pragmatic Vision-Language-Action foundation model.
    COPY-PASTE FIX
    ## 🥳 We are excited to introduce **LingBot-VLA**, a pragmatic Vision-Language-Action (VLA) foundation model specifically designed for **real-world robot control and manipulation**.
  • mediumtopics#2
    Add more specific robotics-related topics

    Why:

    CURRENT
    embodied-ai, vla
    COPY-PASTE FIX
    embodied-ai, vla, robotics, robot-control, robot-manipulation
  • mediumhomepage#3
    Add the project homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    https://technology.robbyant.com/lingbot-vla

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-vla
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
RT-2
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. RT-2 · recommended 2×
  2. OpenAI Robotics · recommended 1×
  3. RT-1 · recommended 1×
  4. Hugging Face Transformers · recommended 1×
  5. ViT · recommended 1×
  • CATEGORY QUERY
    How can I train a vision-language-action model for real-world robot control?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Robotics
    2. RT-1
    3. RT-2
    4. Hugging Face Transformers
    5. ViT
    6. Swin Transformer
    7. BERT
    8. T5
    9. LLaMA
    10. PyTorch Lightning
    11. TensorFlow Keras
    12. ResNet
    13. EfficientNet
    14. RoBERTa
    15. ROS
    16. MoveIt!
    17. Gazebo
    18. RLlib
    19. RoboStack

    AI recommended 19 alternatives but never named Robbyant/lingbot-vla. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an efficient VLA foundation model for controlling dual-arm robots.
    you: not recommended
    AI recommended (in order):
    1. RT-X
    2. RT-2
    3. Open-VLA
    4. Diffusion Policy
    5. Perceiver IO
    6. RoboCat

    AI recommended 6 alternatives but never named Robbyant/lingbot-vla. 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-vla?
    pass
    AI named Robbyant/lingbot-vla 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-vla in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Robbyant/lingbot-vla 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-vla solve, and who is the primary audience?
    pass
    AI named Robbyant/lingbot-vla explicitly

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

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