RRepoGEO

REPOGEO REPORT · LITE

tidyverse/ellmer

Default branch main · commit 405b6725 · scanned 6/7/2026, 6:51:44 PM

GitHub: 603 stars · 133 forks

AI VISIBILITY SCORE
35 /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
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 tidyverse/ellmer, 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
    Clarify the README's opening statement to explicitly state it's an R package for LLMs

    Why:

    CURRENT
    ellmer makes it easy to use large language models (LLM) from R. It supports a wide variety of LLM providers and implements a rich set of features including streaming outputs, tool/function calling, structured data extraction, and more.
    COPY-PASTE FIX
    ellmer is an R package that simplifies the integration and use of large language models (LLM) directly within R environments. It supports a wide variety of LLM providers and implements a rich set of features including streaming outputs, tool/function calling, structured data extraction, and more.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    r, r-package, llm, large-language-models, ai, generative-ai, api-client, openai, anthropic, google-gemini, mistral, ollama, bedrock, huggingface
  • mediumreadme#3
    Add a clear statement about the license in the README

    Why:

    COPY-PASTE FIX
    ellmer is licensed under the terms detailed in the `LICENSE` file. Please refer to that file for specific conditions and permissions.

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 tidyverse/ellmer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ropensci/openai
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ropensci/openai · recommended 1×
  2. Azure/azure.openai.R · recommended 1×
  3. huggingfaceR/huggingfaceR · recommended 1×
  4. rstudio/reticulate · recommended 1×
  5. huggingface/transformers · recommended 1×
  • CATEGORY QUERY
    How to integrate large language models into R applications for data analysis?
    you: not recommended
    AI recommended (in order):
    1. openai R package (ropensci/openai)
    2. azure.openai R package (Azure/azure.openai.R)
    3. huggingfaceR R package (huggingfaceR/huggingfaceR)
    4. reticulate (rstudio/reticulate)
    5. transformers (huggingface/transformers)
    6. langchain (langchain-ai/langchain)
    7. llama-cpp-python (abetlen/llama-cpp-python)
    8. ollamar R package (ollamar/ollamar)
    9. gptstudio R package (rstudio/gptstudio)

    AI recommended 9 alternatives but never named tidyverse/ellmer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What R packages allow calling LLM APIs with streaming and function calling capabilities?
    you: not recommended
    AI recommended (in order):
    1. openai
    2. litegpt
    3. gptstudio
    4. httr2
    5. ollama

    AI recommended 5 alternatives but never named tidyverse/ellmer. 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 tidyverse/ellmer?
    pass
    AI named tidyverse/ellmer explicitly

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

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

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

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tidyverse/ellmer — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite