RRepoGEO

REPOGEO REPORT · LITE

DataTalksClub/llm-zoomcamp

Default branch main · commit 5d9b0f84 · scanned 5/23/2026, 12:58:21 AM

GitHub: 5,210 stars · 951 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
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 DataTalksClub/llm-zoomcamp, 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 specific topics to the repository

    Why:

    COPY-PASTE FIX
    llm, large-language-models, rag, retrieval-augmented-generation, vector-search, ai-agents, function-calling, llm-course, online-course, free-course, education, bootcamp, data-science, machine-learning, python
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root. For example, consider the MIT License for code components and a Creative Commons license (e.g., CC BY-NC-SA 4.0) for the course materials, or a single license that covers both as appropriate.
  • mediumhomepage#3
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    Set the repository homepage to `https://courses.datatalks.club/llm-zoomcamp-2025/`.

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 DataTalksClub/llm-zoomcamp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. ChatGPT API · recommended 1×
  4. Hugging Face · recommended 1×
  5. Transformers · recommended 1×
  • CATEGORY QUERY
    Where can I find a free course to learn building LLM applications with RAG?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT API
    2. LangChain
    3. Hugging Face
    4. Transformers
    5. Google Cloud
    6. Vertex AI
    7. Datacamp
    8. freeCodeCamp
    9. LlamaIndex
    10. OpenAI

    AI recommended 10 alternatives but never named DataTalksClub/llm-zoomcamp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a practical guide to develop production-ready AI assistants using vector search.
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Pinecone
    4. Weaviate
    5. Databricks
    6. Milvus
    7. Awesome Vector Search

    AI recommended 7 alternatives but never named DataTalksClub/llm-zoomcamp. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 DataTalksClub/llm-zoomcamp?
    pass
    AI named DataTalksClub/llm-zoomcamp explicitly

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

  • If a team adopts DataTalksClub/llm-zoomcamp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named DataTalksClub/llm-zoomcamp 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 DataTalksClub/llm-zoomcamp solve, and who is the primary audience?
    pass
    AI named DataTalksClub/llm-zoomcamp explicitly

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

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DataTalksClub/llm-zoomcamp — 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