RRepoGEO

REPOGEO REPORT · LITE

rfordatascience/tidytuesday

Default branch main · commit 56075f92 · scanned 5/27/2026, 12:56:49 PM

GitHub: 8,159 stars · 2,568 forks

AI VISIBILITY SCORE
66 /100
Needs work
Category recall
1 / 2
Avg rank #2.0 when recommended
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 rfordatascience/tidytuesday, 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 description to highlight its learning community aspect

    Why:

    CURRENT
    Official repo for the #tidytuesday project
    COPY-PASTE FIX
    A weekly social data project providing real-world datasets for community-driven practice in data analysis and visualization, primarily for R, Python, and Julia learners.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    data-science, rstats, python, julia, data-analysis, data-visualization, learning-community, open-data, weekly-challenge, education
  • mediumhomepage#3
    Add a homepage URL to the repository About section

    Why:

    COPY-PASTE FIX
    https://www.rfordatascience.com/tidytuesday/

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 rfordatascience/tidytuesday
Avg rank
#2.0
Lower is better. #1 = top recommendation.
Share of voice
8%
Of all named tools, what % are you?
Top rival
Data.gov
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Data.gov · recommended 2×
  2. FiveThirtyEight Data · recommended 2×
  3. Kaggle Datasets · recommended 1×
  4. UCI Machine Learning Repository · recommended 1×
  5. Google Dataset Search · recommended 1×
  • CATEGORY QUERY
    Where can I find diverse real-world datasets for practicing data analysis skills weekly?
    you: not recommended
    AI recommended (in order):
    1. Kaggle Datasets
    2. UCI Machine Learning Repository
    3. Google Dataset Search
    4. Data.gov
    5. FiveThirtyEight Data
    6. Awesome Public Datasets (awesomedata/awesome-public-datasets)

    AI recommended 6 alternatives but never named rfordatascience/tidytuesday. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a community project to improve my R data science skills with new datasets.
    you: #2
    AI recommended (in order):
    1. Kaggle
    2. TidyTuesday ← you
    3. DrivenData
    4. Data.gov
    5. FiveThirtyEight Data
    6. Our World in Data
    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 rfordatascience/tidytuesday?
    pass
    AI named rfordatascience/tidytuesday explicitly

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

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

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

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rfordatascience/tidytuesday — 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