RRepoGEO

REPOGEO REPORT · LITE

virgiliojr94/book-to-skill

Default branch master · commit e4edf61e · scanned 6/24/2026, 2:06:33 PM

GitHub: 6,722 stars · 837 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)

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

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 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, llm-tools, knowledge-base, developer-productivity, claude-code, github-copilot-cli, amp-ai, technical-books, skill-extraction, rag-tool
  • mediumreadme#2
    Refine README's opening statement to highlight unique output

    Why:

    CURRENT
    Turn any technical book, document folder, or collection of sources into a unified agent skill — ready to study, reference, and use while you work in GitHub Copilot CLI, Amp, or Claude Code.
    COPY-PASTE FIX
    Turn any technical book, document folder, or collection of sources into *actionable skills* and a *hierarchical skill tree*, ready to be used as a unified agent skill in GitHub Copilot CLI, Amp, or Claude Code.
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a URL to the project's homepage or documentation (e.g., a dedicated project page, or the GitHub repository URL itself if no other exists).

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
Pinecone
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Pinecone · recommended 2×
  2. OpenAI API · recommended 2×
  3. chroma-core/chroma · recommended 1×
  4. weaviate/weaviate · recommended 1×
  5. run-llama/llama_index · recommended 1×
  • CATEGORY QUERY
    How can I convert technical books into an AI-searchable format for quick reference while coding?
    you: not recommended
    AI recommended (in order):
    1. ChromaDB (chroma-core/chroma)
    2. Pinecone
    3. Weaviate (weaviate/weaviate)
    4. LlamaIndex (run-llama/llama_index)
    5. Haystack (deepset-ai/haystack)
    6. OpenAI API
    7. FAISS (facebookresearch/faiss)
    8. pgvector (pgvector/pgvector)
    9. pdfminer.six (pdfminer/pdfminer.six)
    10. PyMuPDF (pymupdf/PyMuPDF)
    11. pandoc (jgm/pandoc)
    12. sentence-transformers (UKPLab/sentence-transformers)

    AI recommended 12 alternatives but never named virgiliojr94/book-to-skill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to create an AI-powered knowledge base from PDFs for developer productivity?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Pinecone
    4. Weaviate
    5. Qdrant
    6. Haystack
    7. Kofax RPA
    8. UiPath Document Understanding
    9. OpenAI API
    10. Azure OpenAI Service
    11. Anthropic Claude API

    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 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?

  • 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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virgiliojr94/book-to-skill — 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