RRepoGEO

REPOGEO REPORT · LITE

Jason2Brownlee/awesome-llm-books

Default branch main · commit 96baaac1 · scanned 5/18/2026, 12:18:16 AM

GitHub: 1,997 stars · 264 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
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 Jason2Brownlee/awesome-llm-books, 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
    Enhance README opening to highlight curation value

    Why:

    CURRENT
    Some of us learn best by reading high quality books on technical topics. This is a **curated list** of **books** for **engineers** on **development** with **Large Language Models** (LLMs).
    COPY-PASTE FIX
    Some of us learn best by reading high quality books on technical topics. This is a **curated list** of **books** for **engineers** on **development** with **Large Language Models** (LLMs), featuring **detailed annotations, star ratings, and direct links** to help you quickly find the best resources.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, for example, using the `CC-BY-4.0` license for the content of the list.
  • mediumhomepage#3
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    Set the repository's homepage URL in the GitHub repository settings to `https://github.com/Jason2Brownlee/awesome-llm-books`.

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 Jason2Brownlee/awesome-llm-books
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Goodreads
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Goodreads · recommended 1×
  2. GitHub · recommended 1×
  3. Amazon · recommended 1×
  4. O'Reilly Media · recommended 1×
  5. Hugging Face Transformers · recommended 1×
  • CATEGORY QUERY
    Where can I find a curated list of high-quality books to learn about large language models?
    you: not recommended
    AI recommended (in order):
    1. Goodreads
    2. GitHub
    3. Amazon
    4. O'Reilly Media

    AI recommended 4 alternatives but never named Jason2Brownlee/awesome-llm-books. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best books for engineers building applications with large language models?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. TensorFlow 2
    3. fastai
    4. PyTorch

    AI recommended 4 alternatives but never named Jason2Brownlee/awesome-llm-books. 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 Jason2Brownlee/awesome-llm-books?
    pass
    AI named Jason2Brownlee/awesome-llm-books explicitly

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

  • If a team adopts Jason2Brownlee/awesome-llm-books in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Jason2Brownlee/awesome-llm-books 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 Jason2Brownlee/awesome-llm-books solve, and who is the primary audience?
    pass
    AI did not name Jason2Brownlee/awesome-llm-books — 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?

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  • Brand-free category queries5 vs 2 in Lite
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