REPOGEO REPORT · LITE

Jason2Brownlee/awesome-llm-books

Default branch main · commit 96baaac1 · scanned 6/29/2026, 5:47:50 AM

GitHub: 2,128 stars · 283 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

22 /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

1 / 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

Reinforce the 'books only' differentiator in the README

Why:

CURRENT

This is a **curated list** of **books** for **engineers** on **development** with **Large Language Models** (LLMs).

COPY-PASTE FIX

This is a **curated list** of **books** for **engineers** on **development** with **Large Language Models** (LLMs). Unlike other 'awesome LLM' lists, this repository focuses *exclusively* on high-quality books, not papers, tools, or courses.

highlicense#2

Add a LICENSE file to the repository

Why:

COPY-PASTE FIX

Create a `LICENSE` file in the root of the repository with the text of the Creative Commons Attribution 4.0 International License (CC-BY-4.0), which is suitable for content-based repositories.

mediumhomepage#3

Set the repository's 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

Of all named tools, what % are you?

Top rival

Hannibal046/Awesome-LLM

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Hannibal046/Awesome-LLM · recommended 1×
Mooler0410/LLMsPracticalGuide · recommended 1×
O'Reilly Media · recommended 1×
Manning Publications · recommended 1×
Amazon · recommended 1×

CATEGORY QUERY
Where can I find a curated list of high-quality books on large language models?
you: not recommended
AI recommended (in order):
1. Hannibal046/Awesome-LLM (Hannibal046/Awesome-LLM)
2. Mooler0410/LLMsPracticalGuide (Mooler0410/LLMsPracticalGuide)
3. O'Reilly Media
4. Manning Publications
5. Amazon
6. Goodreads
AI recommended 6 alternatives but never named Jason2Brownlee/awesome-llm-books. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are the best comprehensive book resources for learning large language model development?
you: not recommended
AI recommended (in order):
1. Hugging Face Transformers (huggingface/transformers)
2. fastai (fastai/fastai)
3. PyTorch (pytorch/pytorch)
4. TensorFlow (tensorflow/tensorflow)
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 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?
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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MARKDOWN (README)

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Jason2Brownlee/awesome-llm-books — 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