RRepoGEO

REPOGEO REPORT · LITE

hitsz-ids/synthetic-data-generator

Default branch main · commit f3684582 · scanned 6/27/2026, 12:51:44 PM

GitHub: 2,423 stars · 391 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)

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

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 hitsz-ids/synthetic-data-generator, 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
  • highhomepage#1
    Add project homepage URL

    Why:

    COPY-PASTE FIX
    https://synthetic-data-generator.readthedocs.io/en/latest/
  • highreadme#2
    Reposition README H1 to specify category

    Why:

    CURRENT
    # 🚀 Synthetic Data Generator
    COPY-PASTE FIX
    Change the H1 to: '# 🚀 Synthetic Data Generator: A Framework for High-Quality, Privacy-Preserving Tabular Data'
  • mediumreadme#3
    Add a concise opening paragraph to the README

    Why:

    COPY-PASTE FIX
    Add an opening paragraph immediately after the H1, such as: 'SDG is a specialized framework designed to generate high-quality structured tabular data. It leverages advanced generative AI methods to create realistic and privacy-preserving datasets, making it ideal for machine learning, research, and development where data scarcity or privacy concerns are paramount.'

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 hitsz-ids/synthetic-data-generator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Synthetic Data Vault (SDV)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Synthetic Data Vault (SDV) · recommended 1×
  2. CTGAN (Conditional Tabular Generative Adversarial Network) · recommended 1×
  3. Gretel.ai · recommended 1×
  4. Synthcity · recommended 1×
  5. SmartNoise (OpenDP) · recommended 1×
  • CATEGORY QUERY
    How can I generate realistic, privacy-preserving tabular data for machine learning models?
    you: not recommended
    AI recommended (in order):
    1. Synthetic Data Vault (SDV)
    2. CTGAN (Conditional Tabular Generative Adversarial Network)
    3. Gretel.ai
    4. Synthcity
    5. SmartNoise (OpenDP)
    6. PrivBayes
    7. DataSynthesizer

    AI recommended 7 alternatives but never named hitsz-ids/synthetic-data-generator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help create high-fidelity synthetic structured data using generative AI methods?
    you: not recommended
    AI recommended (in order):
    1. Synthwave
    2. Mostly AI
    3. Synthesized
    4. SDV (sdv-dev/SDV)
    5. YData Fabric
    6. Tonic.ai

    AI recommended 6 alternatives but never named hitsz-ids/synthetic-data-generator. 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 hitsz-ids/synthetic-data-generator?
    pass
    AI named hitsz-ids/synthetic-data-generator explicitly

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

  • If a team adopts hitsz-ids/synthetic-data-generator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named hitsz-ids/synthetic-data-generator 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 hitsz-ids/synthetic-data-generator solve, and who is the primary audience?
    pass
    AI did not name hitsz-ids/synthetic-data-generator — 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?

Embed your GEO score

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MARKDOWN (README)
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hitsz-ids/synthetic-data-generator — 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