RRepoGEO

REPOGEO REPORT · LITE

virgiliojr94/book-to-skill

Default branch master · commit 8afa49b7 · scanned 5/25/2026, 2:02:52 PM

GitHub: 1,804 stars · 222 forks

AI VISIBILITY SCORE
28 /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
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 virgiliojr94/book-to-skill, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    claude-ai, llm-skills, pdf-to-skill, technical-books, ai-assistant, knowledge-base, rag, anthropic-claude
  • highreadme#2
    Clarify the 'Claude Code skill' concept in the README's opening

    Why:

    CURRENT
    <strong>Turn any technical book or document into a Claude Code skill — ready to study, reference, and use while you work.</strong>
    COPY-PASTE FIX
    <strong>Turn any technical book or document into a Claude Code skill — a custom, hallucination-free tool for Anthropic's Claude AI assistant — ready to study, reference, and use while you work.</strong>
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://github.com/virgiliojr94/book-to-skill

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 virgiliojr94/book-to-skill
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. Pinecone · recommended 2×
  3. Weaviate · recommended 2×
  4. Azure AI Search · recommended 2×
  5. LlamaIndex · recommended 2×
  • CATEGORY QUERY
    How can I make technical book content easily searchable and recallable with an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. text-embedding-ada-002
    3. Pinecone
    4. Weaviate
    5. Milvus
    6. Chroma
    7. GPT-4
    8. GPT-3.5 Turbo
    9. Azure AI Search
    10. Azure OpenAI Service
    11. Google Cloud Vertex AI Search
    12. Elasticsearch
    13. ELSER (Elastic Learned Sparse Encoder)
    14. Kibana
    15. Haystack (by deepset)
    16. Llama 2
    17. Mistral
    18. Flan-T5
    19. Hugging Face Inference Endpoints
    20. OpenSearch
    21. LlamaIndex

    AI recommended 21 alternatives but never named virgiliojr94/book-to-skill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good way to create an AI-powered reference guide from my technical PDFs?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack
    4. OpenAI API
    5. PyPDF2
    6. pdfminer.six
    7. Pinecone
    8. Weaviate
    9. Qdrant
    10. Azure AI Search
    11. Google Cloud Vertex AI Search and Conversation

    AI recommended 11 alternatives but never named virgiliojr94/book-to-skill. 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 virgiliojr94/book-to-skill?
    pass
    AI did not name virgiliojr94/book-to-skill — 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?

  • If a team adopts virgiliojr94/book-to-skill in production, what risks or prerequisites should they evaluate first?
    pass
    AI named virgiliojr94/book-to-skill 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 virgiliojr94/book-to-skill solve, and who is the primary audience?
    pass
    AI named virgiliojr94/book-to-skill explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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