RRepoGEO

REPOGEO REPORT · LITE

mjskay/tidybayes

Default branch master · commit fb494368 · scanned 6/3/2026, 7:37:22 PM

GitHub: 745 stars · 63 forks

AI VISIBILITY SCORE
89 /100
Healthy
Category recall
2 / 2
Avg rank #2.0 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 mjskay/tidybayes, 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
  • mediumreadme#1
    Clarify `tidyverse` integration in README introduction

    Why:

    CURRENT
    tidybayes is an R package that aims to make it easy to integrate popular Bayesian modeling methods into a tidy data + ggplot workflow. It builds on top of (and re-exports) several functions for visualizing uncertainty from its sister package, ggdist
    COPY-PASTE FIX
    tidybayes is an R package that aims to make it easy to integrate popular Bayesian modeling methods into a tidy data + ggplot workflow. It extends the `tidyverse` ecosystem, building on and re-exporting functions from its sister package, `ggdist`, to provide a seamless experience for Bayesian analysis within `ggplot2` and `dplyr`.
  • lowtopics#2
    Add 'tidyverse' to repository topics

    Why:

    CURRENT
    bayesian-data-analysis, brms, ggplot2, jags, r, r-package, stan, tidy-data, visualization
    COPY-PASTE FIX
    bayesian-data-analysis, brms, ggplot2, jags, r, r-package, stan, tidy-data, tidyverse, visualization
  • lowreadme#3
    Add a 'Comparison to other packages' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison to other packages

(Add a section here outlining how `tidybayes` complements or differs from `bayesplot`, `MCMCvis`, `rstanarm`, etc., particularly focusing on its `tidyverse` integration and workflow.)

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
2 / 2
100% of queries surface mjskay/tidybayes
Avg rank
#2.0
Lower is better. #1 = top recommendation.
Share of voice
15%
Of all named tools, what % are you?
Top rival
bayesplot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. bayesplot · recommended 2×
  2. ggplot2 · recommended 2×
  3. dplyr · recommended 1×
  4. ggdist · recommended 1×
  5. MCMCvis · recommended 1×
  • CATEGORY QUERY
    How to easily visualize Bayesian model output using tidy data principles in R?
    you: #2
    AI recommended (in order):
    1. bayesplot
    2. tidybayes ← you
    3. ggplot2
    4. dplyr
    5. ggdist
    6. MCMCvis
    7. coda
    Show full AI answer
  • CATEGORY QUERY
    What R packages simplify preparing data for Bayesian models and visualizing posterior distributions?
    you: #2
    AI recommended (in order):
    1. brms
    2. tidybayes ← you
    3. rstanarm
    4. bayesplot
    5. ggplot2
    6. posterior
    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 mjskay/tidybayes?
    pass
    AI named mjskay/tidybayes explicitly

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

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

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

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mjskay/tidybayes — 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