REPOGEO REPORT · LITE
LLMBook-zh/LLMBook-zh.github.io
Default branch main · commit 7be1a805 · scanned 5/19/2026, 1:42:54 AM
GitHub: 4,469 stars · 334 forks
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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 LLMBook-zh/LLMBook-zh.github.io, 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.
- highabout#1Update the repository description to be more specific
Why:
CURRENT《大语言模型》作者:赵鑫,李军毅,周昆,唐天一,文继荣
COPY-PASTE FIX《大语言模型》:一本面向中文读者的全面大语言模型技术参考书籍,由赵鑫、李军毅、周昆、唐天一、文继荣合著。
- highreadme#2Add licensing information to the README
Why:
COPY-PASTE FIXAdd a new section to the README, for example, under '关于本书' (About This Book), stating the intended license for the book's content. For instance: '本书内容采用 [Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License](https://creativecommons.org/licenses/by-nc-nd/4.0/deed.zh) 授权。' (This book's content is licensed under [Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License]).
- mediumtopics#3Add more specific topics to improve categorization
Why:
CURRENTartificial-intelligence, deep-learning, deep-neural-networks, deep-reinforcement-learning, fine-tuning, language-model, large-language-models, natural-language-processing, nlp, pretrained-models
COPY-PASTE FIXartificial-intelligence, deep-learning, deep-neural-networks, deep-reinforcement-learning, fine-tuning, language-model, large-language-models, natural-language-processing, nlp, pretrained-models, chinese-language, educational-resource, book, reference-book
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.
- The Illustrated Transformer · recommended 1×
- Attention Is All You Need · recommended 1×
- Neural Networks: Zero to Hero · recommended 1×
- Deep Learning · recommended 1×
- Hugging Face's Transformers · recommended 1×
- CATEGORY QUERYWhere can I find a comprehensive guide for understanding large language models?you: not recommendedAI recommended (in order):
- The Illustrated Transformer
- Attention Is All You Need
- Neural Networks: Zero to Hero
- Deep Learning
- Hugging Face's Transformers
- Language Models are Few-Shot Learners
- Google Cloud
AI recommended 7 alternatives but never named LLMBook-zh/LLMBook-zh.github.io. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking structured resources to learn about deep learning foundations for LLM development.you: not recommendedAI recommended (in order):
- Deep Learning Specialization by Andrew Ng
- Deep Learning by Ian Goodfellow, Yoshua Bengio, and Aaron Courville
- Neural Networks and Deep Learning by Michael Nielsen
- Hugging Face Transformers Course
- Speech and Language Processing by Daniel Jurafsky and James H. Martin
- fast.ai's Practical Deep Learning for Coders
AI recommended 6 alternatives but never named LLMBook-zh/LLMBook-zh.github.io. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
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 LLMBook-zh/LLMBook-zh.github.io?passAI did not name LLMBook-zh/LLMBook-zh.github.io — 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 LLMBook-zh/LLMBook-zh.github.io in production, what risks or prerequisites should they evaluate first?passAI named LLMBook-zh/LLMBook-zh.github.io 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 LLMBook-zh/LLMBook-zh.github.io solve, and who is the primary audience?passAI did not name LLMBook-zh/LLMBook-zh.github.io — 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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LLMBook-zh/LLMBook-zh.github.io — 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