RRepoGEO

REPOGEO REPORT · LITE

zou-group/virtual-lab

Default branch main · commit 8a3a4fd9 · scanned 6/8/2026, 8:18:08 AM

GitHub: 689 stars · 183 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 zou-group/virtual-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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening statement to clarify its unique purpose

    Why:

    CURRENT
    The **Virtual Lab** is an AI-human collaboration for science research. In the Virtual Lab, a human researcher works with a team of large language model (LLM) **agents** to perform scientific research.
    COPY-PASTE FIX
    The **Virtual Lab** is an AI-powered platform designed for accelerating scientific research through human-LLM agent collaboration. It provides an interactive environment where researchers can direct a team of specialized LLM agents to perform complex scientific tasks and discoveries.
  • mediumhomepage#2
    Add the paper's DOI as the repository homepage

    Why:

    COPY-PASTE FIX
    https://doi.org/10.1038/s41586-025-09442-9

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 zou-group/virtual-lab
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. GPT-4 API · recommended 1×
  3. AutoGPT · recommended 1×
  4. BabyAGI · recommended 1×
  5. AgentGPT · recommended 1×
  • CATEGORY QUERY
    How can I leverage LLM agents to accelerate my scientific research and discovery process?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. GPT-4 API
    3. AutoGPT
    4. BabyAGI
    5. AgentGPT
    6. AlphaFold
    7. ESMFold
    8. ChemCrow
    9. BioGrafter
    10. Galactica
    11. Sci-Fi
    12. OpenAI API
    13. Hugging Face Agents
    14. Transformers Agents

    AI recommended 14 alternatives but never named zou-group/virtual-lab. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platforms facilitate AI-human collaboration for complex scientific problem-solving in a virtual setting?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Spaces
    2. Weights & Biases (W&B)
    3. Anvil
    4. Streamlit
    5. Google Cloud AI Platform
    6. Vertex AI Workbench
    7. Flask
    8. Django
    9. App Engine
    10. Cloud Run
    11. Microsoft Azure Machine Learning
    12. Azure App Service
    13. Azure Notebooks
    14. Amazon SageMaker
    15. AWS Amplify
    16. EC2

    AI recommended 16 alternatives but never named zou-group/virtual-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 zou-group/virtual-lab?
    pass
    AI did not name zou-group/virtual-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?

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

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

Embed your GEO score

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zou-group/virtual-lab — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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