RRepoGEO

REPOGEO REPORT · LITE

MichelNivard/gptstudio

Default branch main · commit c6cb1525 · scanned 6/8/2026, 10:56:59 AM

GitHub: 991 stars · 118 forks

AI VISIBILITY SCORE
82 /100
Healthy
Category recall
2 / 2
Avg rank #4.5 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 MichelNivard/gptstudio, 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
    Reposition README opening to clarify "RStudio addins" and "LLM integration"

    Why:

    CURRENT
    The goal of gptstudio is for R programmers to easily incorporate use of large language models (LLMs) into their project workflows.
    COPY-PASTE FIX
    gptstudio provides a suite of **RStudio addins** designed to seamlessly **integrate** large language models (LLMs) directly into your RStudio workflow, empowering R programmers with AI-assisted coding, writing, and analysis.
  • mediumtopics#2
    Add more specific topics for RStudio LLM integration and AI assistance

    Why:

    CURRENT
    chatgpt, gpt-3, r, rstats, rstats-package, rstudio, rstudio-addin
    COPY-PASTE FIX
    chatgpt, gpt-3, r, rstats, rstats-package, rstudio, rstudio-addin, llm-integration, ai-assistant, code-generation, text-generation, data-analysis-tools
  • lowlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    Add a section to your README, for example: "## License\nThis project is licensed under [Specify Actual License Name(s) Here]. Please refer to the LICENSE file for full details."

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 MichelNivard/gptstudio
Avg rank
#4.5
Lower is better. #1 = top recommendation.
Share of voice
11%
Of all named tools, what % are you?
Top rival
r-lib/openai
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. r-lib/openai · recommended 2×
  2. r-ollama/ollamar · recommended 2×
  3. Azure/AzureOpenAI.R · recommended 2×
  4. GitHub Copilot · recommended 1×
  5. Tabnine · recommended 1×
  • CATEGORY QUERY
    How can I get AI-powered coding and writing assistance directly within R?
    you: #1
    AI recommended (in order):
    1. gptstudio (MichelNivard/gptstudio) ← you
    2. openai (r-lib/openai)
    3. ollamar (r-ollama/ollamar)
    4. AzureOpenAI (Azure/AzureOpenAI.R)
    5. GitHub Copilot
    6. Tabnine
    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for integrating large language models into RStudio for analysis?
    you: #8
    AI recommended (in order):
    1. openai R package (r-lib/openai)
    2. ollamar R package (r-ollama/ollamar)
    3. huggingfaceR R package (huggingface/huggingfaceR)
    4. Hugging Face Inference API
    5. httr2 R package (r-lib/httr2)
    6. httr R package (r-lib/httr)
    7. AzureOpenAI R package (Azure/AzureOpenAI.R)
    8. gptstudio RStudio Addin (MichelNivard/gptstudio) ← you
    9. reticulate R package (rstudio/reticulate)
    10. transformers (huggingface/transformers)
    11. langchain (langchain-ai/langchain)
    12. LlamaIndex (run-llama/llama_index)
    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 MichelNivard/gptstudio?
    pass
    AI named MichelNivard/gptstudio explicitly

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

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

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

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MichelNivard/gptstudio — 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