RRepoGEO

REPOGEO REPORT · LITE

Nebius-Academy/LLM-Engineering-Essentials

Default branch main · commit 15ca340f · scanned 6/15/2026, 11:58:19 AM

GitHub: 818 stars · 179 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 Nebius-Academy/LLM-Engineering-Essentials, 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
    llm-engineering, large-language-models, llm-course, prompt-engineering, ai-agents, rag, vector-stores, nlp, machine-learning, deep-learning, ai-powered-npcs, course-materials
  • highreadme#2
    Reposition the core course description immediately after the H1 title

    Why:

    CURRENT
    # LLM Engineering Essentials course by Nebius Academy
    
    ## 📹 Our event calendar — join Q&A sessions and webinars
    
    Want to stay updated on future events?
    
    👉Subscribe to our calendar
    
     
    
    # 🎓 What is this course about?
    
    ## 📌 Quick start
    
    Get hands-on with LLM APIs and self-hosted models as you code, experiment, and build your own platform for custom AI-powered NPCs.
    
    This 12-week course, created by experts from academia and industry, is designed specifically for developers and engineers. You’ll have a chance to get guidance from experienced pros, join regular Q&A sessions to stay on track, and connect with peers along the way.
    COPY-PASTE FIX
    # LLM Engineering Essentials course by Nebius Academy
    
    Get hands-on with LLM APIs and self-hosted models as you code, experiment, and build your own platform for custom AI-powered NPCs.
    
    This 12-week course, created by experts from academia and industry, is designed specifically for developers and engineers. You’ll have a chance to get guidance from experienced pros, join regular Q&A sessions to stay on track, and connect with peers along the way.
    
    ## 📹 Our event calendar — join Q&A sessions and webinars
    
    Want to stay updated on future events?
    
    👉Subscribe to our calendar
  • mediumabout#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://nebius.academy/llm-engineering-essentials (or the most relevant course page)

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 Nebius-Academy/LLM-Engineering-Essentials
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Generative AI with Large Language Models
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Generative AI with Large Language Models · recommended 1×
  2. LangChain for LLM Application Development · recommended 1×
  3. LangChain · recommended 1×
  4. Building Systems with the ChatGPT API · recommended 1×
  5. ChatGPT API · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive course to learn LLM engineering essentials for developers?
    you: not recommended
    AI recommended (in order):
    1. Generative AI with Large Language Models
    2. LangChain for LLM Application Development
    3. LangChain
    4. Building Systems with the ChatGPT API
    5. ChatGPT API
    6. Generative AI Learning Path
    7. Google Cloud
    8. Vertex AI
    9. Large Language Models (LLMs) for Developers
    10. Azure OpenAI Service
    11. Large Language Models (LLMs) Crash Course
    12. Natural Language Processing Course
    13. Hugging Face

    AI recommended 13 alternatives but never named Nebius-Academy/LLM-Engineering-Essentials. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build AI-powered NPCs using LLM APIs and self-hosted models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Anthropic Claude API
    3. Google Cloud Vertex AI
    4. Hugging Face Transformers Library (huggingface/transformers)
    5. Ollama (ollama/ollama)
    6. vLLM (vllm-project/vllm)
    7. LangChain (langchain-ai/langchain)
    8. LlamaIndex (run-llama/llama_index)

    AI recommended 8 alternatives but never named Nebius-Academy/LLM-Engineering-Essentials. 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 Nebius-Academy/LLM-Engineering-Essentials?
    pass
    AI named Nebius-Academy/LLM-Engineering-Essentials explicitly

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

  • If a team adopts Nebius-Academy/LLM-Engineering-Essentials in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Nebius-Academy/LLM-Engineering-Essentials 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 Nebius-Academy/LLM-Engineering-Essentials solve, and who is the primary audience?
    pass
    AI did not name Nebius-Academy/LLM-Engineering-Essentials — 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
  • Prioritized action items8 vs 3 in Lite