RRepoGEO

REPOGEO REPORT · LITE

turtlesoupy/this-word-does-not-exist

Default branch master · commit a69c141c · scanned 5/21/2026, 3:18:04 AM

GitHub: 1,019 stars · 84 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
33 /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
2 / 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 turtlesoupy/this-word-does-not-exist, 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 highlight unique word generation

    Why:

    CURRENT
    This is a project allows people to train a variant of GPT-2 that makes up words, definitions and examples from scratch.
    COPY-PASTE FIX
    This project provides a specialized variant of GPT-2 designed specifically to invent unique, non-existent words, complete with AI-generated definitions and usage examples. It's ideal for creative writing, world-building, or expanding fictional lexicons.
  • hightopics#2
    Add specific topics for novel word generation

    Why:

    CURRENT
    gpt-2, machine-learning, natural-language-generation, natural-language-processing, natural-language-understanding, transformers
    COPY-PASTE FIX
    gpt-2, machine-learning, natural-language-generation, natural-language-processing, transformers, neologism-generation, word-creation, fictional-language, lexicon-builder, creative-ai
  • mediumabout#3
    Expand the repository description

    Why:

    CURRENT
    This Word Does Not Exist
    COPY-PASTE FIX
    Generate unique, non-existent words with AI-driven definitions and examples using a specialized GPT-2 model. Perfect for creative writing, world-building, and expanding fictional lexicons.

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 turtlesoupy/this-word-does-not-exist
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hugging Face Transformers
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Transformers · recommended 3×
  2. OpenAI API · recommended 3×
  3. gpt2-large · recommended 1×
  4. EleutherAI/gpt-neo-2.7B · recommended 1×
  5. Markov Chains · recommended 1×
  • CATEGORY QUERY
    How can I programmatically generate unique words with AI-driven definitions and usage examples?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. gpt2-large
    3. EleutherAI/gpt-neo-2.7B
    4. Markov Chains
    5. markovify
    6. OpenAI API
    7. t5-large
    8. flan-t5-large
    9. Google's PaLM 2
    10. Google Cloud Vertex AI
    11. text-bison@001
    12. OpenAI API
    13. Hugging Face Transformers

    AI recommended 13 alternatives but never named turtlesoupy/this-word-does-not-exist. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What libraries help create novel vocabulary and corresponding explanations using large language models?
    you: not recommended
    AI recommended (in order):
    1. Haystack
    2. LangChain
    3. LlamaIndex
    4. OpenAI API
    5. Hugging Face Transformers
    6. spaCy
    7. NLTK

    AI recommended 7 alternatives but never named turtlesoupy/this-word-does-not-exist. 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 turtlesoupy/this-word-does-not-exist?
    pass
    AI named turtlesoupy/this-word-does-not-exist explicitly

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

  • If a team adopts turtlesoupy/this-word-does-not-exist in production, what risks or prerequisites should they evaluate first?
    pass
    AI named turtlesoupy/this-word-does-not-exist 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 turtlesoupy/this-word-does-not-exist solve, and who is the primary audience?
    pass
    AI did not name turtlesoupy/this-word-does-not-exist — likely talking about a different project

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

Embed your GEO score

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MARKDOWN (README)
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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite