RRepoGEO

REPOGEO REPORT · LITE

DUOMO/TransGPT

Default branch main · commit 9fab4924 · scanned 6/15/2026, 10:47:56 AM

GitHub: 839 stars · 84 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 DUOMO/TransGPT, 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
  • highabout#1
    Update the repository's 'About' description

    Why:

    COPY-PASTE FIX
    TransGPT is the first open-source large language model (LLM) specifically designed for the transportation industry, offering capabilities like traffic prediction, planning, and autonomous driving assistance.
  • hightopics#2
    Add specific topics to the repository

    Why:

    COPY-PASTE FIX
    large-language-model, llm, transportation, traffic-prediction, autonomous-driving, ai-model, multimodal-llm
  • mediumhomepage#3
    Set the repository's homepage URL

    Why:

    COPY-PASTE FIX
    https://huggingface.co/DUOMO-Lab/TransGPT-v0

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 DUOMO/TransGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Llama 3
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Llama 3 · recommended 1×
  2. Mistral 7B / Mixtral 8x7B · recommended 1×
  3. Gemma · recommended 1×
  4. Falcon · recommended 1×
  5. Open LLaMA · recommended 1×
  • CATEGORY QUERY
    What open-source large language models are available for transportation industry applications?
    you: not recommended
    AI recommended (in order):
    1. Llama 3
    2. Mistral 7B / Mixtral 8x7B
    3. Gemma
    4. Falcon
    5. Open LLaMA
    6. MPT-7B / MPT-30B

    AI recommended 6 alternatives but never named DUOMO/TransGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking AI models to assist with traffic prediction, planning, or autonomous driving systems.
    you: not recommended
    AI recommended (in order):
    1. Waymo Driver
    2. NVIDIA DriveWorks
    3. NVIDIA Drive AGX
    4. Apollo (Baidu) (ApolloAuto/apollo)
    5. OpenPilot (Comma.ai) (commaai/openpilot)
    6. TensorFlow (tensorflow/tensorflow)
    7. PyTorch (pytorch/pytorch)
    8. STGCN (Spatial-Temporal Graph Convolutional Networks)
    9. DCRNN (Diffusion Convolutional Recurrent Neural Networks)
    10. YOLO (You Only Look Once)
    11. Mask R-CNN
    12. DETR
    13. Social-GAN
    14. TrajGRU
    15. CARLA Simulator (carla-simulator/carla)

    AI recommended 15 alternatives but never named DUOMO/TransGPT. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 DUOMO/TransGPT?
    pass
    AI named DUOMO/TransGPT explicitly

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

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

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

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DUOMO/TransGPT — 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