RRepoGEO

REPOGEO REPORT · LITE

ramsrigouthamg/Questgen.ai

Default branch master · commit edf8f6aa · scanned 6/11/2026, 7:53:13 AM

GitHub: 947 stars · 304 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
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 ramsrigouthamg/Questgen.ai, 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 H1/H2 to emphasize open-source library nature

    Why:

    CURRENT
    # Questgen AI   <br>
## Try advanced question generation models for free:  https://questgen.ai/
    COPY-PASTE FIX
    # Questgen.ai: Open-Source Python Library for Advanced Question Generation <br>
## Automate MCQs, Yes/No, and FAQs from Text with State-of-the-Art NLP
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    question-answering, question-gen, question-generation, question-generator
    COPY-PASTE FIX
    question-answering, question-gen, question-generation, question-generator, nlp-library, python-library, text-to-quiz, educational-tools, e-learning, quiz-generation
  • mediumreadme#3
    Add a sentence clarifying the target audience and use cases

    Why:

    CURRENT
    Questgen AI is an opensource NLP library focused on developing easy to use Question generation algorithms.
    COPY-PASTE FIX
    Questgen AI is an opensource NLP library focused on developing easy to use Question generation algorithms. Designed for developers, educators, and content creators, Questgen.ai provides a robust toolkit to integrate automated question generation into e-learning platforms, quiz applications, and content creation workflows.

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 ramsrigouthamg/Questgen.ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT / GPT-4
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT / GPT-4 · recommended 1×
  2. Claude · recommended 1×
  3. Gemini · recommended 1×
  4. Quizizz · recommended 1×
  5. Question.ai · recommended 1×
  • CATEGORY QUERY
    How to automatically generate multiple choice questions from text content for quizzes?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT / GPT-4
    2. Claude
    3. Gemini
    4. Quizizz
    5. Question.ai
    6. Conker
    7. Examplify
    8. AhaSlides
    9. OnlineExamMaker

    AI recommended 9 alternatives but never named ramsrigouthamg/Questgen.ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source libraries can create yes/no questions and FAQs from documents?
    you: not recommended
    AI recommended (in order):
    1. Haystack
    2. Hugging Face Transformers
    3. distilbert-base-uncased-finetuned-sst-2-english
    4. roberta-large-mnli
    5. t5-base
    6. bart-large-cnn
    7. spaCy
    8. NLTK
    9. Gensim

    AI recommended 9 alternatives but never named ramsrigouthamg/Questgen.ai. This is the gap to close.

    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 ramsrigouthamg/Questgen.ai?
    pass
    AI named ramsrigouthamg/Questgen.ai explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of ramsrigouthamg/Questgen.ai. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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