RRepoGEO

REPOGEO REPORT · LITE

vanderschaarlab/synthcity

Default branch main · commit 23f322fe · scanned 6/5/2026, 5:36:52 PM

GitHub: 664 stars · 94 forks

AI VISIBILITY SCORE
65 /100
Needs work
Category recall
1 / 2
Avg rank #4.0 when recommended
Rule findings
2 pass · 0 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 vanderschaarlab/synthcity, 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 the README H4 to highlight PyTorch and data augmentation

    Why:

    CURRENT
    <h4 align="center"> A library for generating and evaluating synthetic tabular data. </h4>
    COPY-PASTE FIX
    <h4 align="center"> A PyTorch library for generating, evaluating, and augmenting tabular data with synthetic examples. </h4>
  • mediumabout#2
    Enhance the repository description to emphasize PyTorch and data augmentation

    Why:

    CURRENT
    A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.
    COPY-PASTE FIX
    A PyTorch library for generating and evaluating synthetic tabular data, focusing on privacy, fairness, and data augmentation for machine learning models.
  • mediumhomepage#3
    Update the repository homepage URL to point to the project's documentation

    Why:

    CURRENT
    https://www.vanderschaar-lab.com/
    COPY-PASTE FIX
    https://synthcity.readthedocs.io/en/latest/

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
1 / 2
50% of queries surface vanderschaarlab/synthcity
Avg rank
#4.0
Lower is better. #1 = top recommendation.
Share of voice
8%
Of all named tools, what % are you?
Top rival
sdv-dev/CTGAN
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. sdv-dev/CTGAN · recommended 2×
  2. sdv-dev/TVAE · recommended 2×
  3. sdv-dev/SDV · recommended 2×
  4. data61/PATE-GAN · recommended 1×
  5. Gretel.ai · recommended 1×
  • CATEGORY QUERY
    How to generate synthetic tabular data for privacy-preserving machine learning models?
    you: #4
    AI recommended (in order):
    1. CTGAN (sdv-dev/CTGAN)
    2. TVAE (sdv-dev/TVAE)
    3. SDV (sdv-dev/SDV)
    4. Synthcity (vanderschaarlab/synthcity) ← you
    5. PATE-GAN (data61/PATE-GAN)
    6. Gretel.ai
    7. Synthetic Data Showcase (microsoft/synthetic-data-showcase)
    Show full AI answer
  • CATEGORY QUERY
    What are good PyTorch libraries for augmenting tabular datasets with synthetic examples?
    you: not recommended
    AI recommended (in order):
    1. CTGAN (sdv-dev/CTGAN)
    2. TVAE (sdv-dev/TVAE)
    3. SDV (sdv-dev/SDV)
    4. TabularGAN
    5. Gretel.ai Synthesizer (gretelai/gretel-synthetics)
    6. Pytorch-Tabular (manujosephv/pytorch_tabular)

    AI recommended 6 alternatives but never named vanderschaarlab/synthcity. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 vanderschaarlab/synthcity?
    pass
    AI named vanderschaarlab/synthcity explicitly

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

  • If a team adopts vanderschaarlab/synthcity in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vanderschaarlab/synthcity 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 vanderschaarlab/synthcity solve, and who is the primary audience?
    pass
    AI named vanderschaarlab/synthcity 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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  • Brand-free category queries5 vs 2 in Lite
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