RRepoGEO

REPOGEO REPORT · LITE

maksimhorowitz/nflscrapR

Default branch master · commit d203baa3 · scanned 6/7/2026, 11:07:33 PM

GitHub: 546 stars · 137 forks

AI VISIBILITY SCORE
72 /100
Needs work
Category recall
2 / 2
Avg rank #4.5 when recommended
Rule findings
1 pass · 0 warn · 1 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 maksimhorowitz/nflscrapR, 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
    Add a prominent deprecation notice to the README

    Why:

    COPY-PASTE FIX
    ⚠️ **DEPRECATION NOTICE:** This package is no longer actively maintained and its core functionality is broken due to changes in the NFL.com API. Users are strongly encouraged to use `nflreadr`, `nflfastR`, or `nflverse-pbp` for current NFL data analysis.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the text of your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumtopics#3
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    r, nfl, football, data-scraping, sports-analytics, play-by-play, data-analysis

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 maksimhorowitz/nflscrapR
Avg rank
#4.5
Lower is better. #1 = top recommendation.
Share of voice
17%
Of all named tools, what % are you?
Top rival
nflverse/nflreadr
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. nflverse/nflreadr · recommended 1×
  2. nflverse/nflfastR · recommended 1×
  3. nflverse · recommended 1×
  4. DifferentiableProgramming/nfldata · recommended 1×
  5. rstudio/reticulate · recommended 1×
  • CATEGORY QUERY
    How can I programmatically access detailed NFL play-by-play data using R for analysis?
    you: #6
    AI recommended (in order):
    1. nflreadr (nflverse/nflreadr)
    2. nflfastR (nflverse/nflfastR)
    3. nflverse
    4. nfldata (DifferentiableProgramming/nfldata)
    5. reticulate (rstudio/reticulate)
    6. nflscrapR (maksimhorowitz/nflscrapR) ← you
    Show full AI answer
  • CATEGORY QUERY
    What R tools are available for extracting historical NFL game statistics and player performance metrics?
    you: #3
    AI recommended (in order):
    1. nflreadr
    2. nflfastR
    3. nflscrapR ← you
    4. sportr
    5. rvest
    6. httr
    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 maksimhorowitz/nflscrapR?
    pass
    AI named maksimhorowitz/nflscrapR explicitly

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

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

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

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maksimhorowitz/nflscrapR — 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