RRepoGEO

REPOGEO REPORT · LITE

DataTalksClub/ai-dev-tools-zoomcamp

Default branch main · commit dbc654fe · scanned 5/23/2026, 12:17:31 PM

GitHub: 1,097 stars · 181 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 DataTalksClub/ai-dev-tools-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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, specifying the terms under which the course materials are distributed (e.g., Creative Commons Attribution 4.0 International).
  • highreadme#2
    Reposition README H1 and opening paragraph to emphasize 'course' and 'bootcamp'

    Why:

    CURRENT
    <h1 align="center">
    <strong>AI Dev Tools Zoomcamp: Write Better Code Faster</strong>
</h1>
<p align="center">
Welcome to the AI Dev Tools Zoomcamp, a free course that helps you use AI tools to write better code, faster.
</p>
    COPY-PASTE FIX
    <h1 align="center">
    <strong>AI Dev Tools Zoomcamp: A Free Online Course to Write Better Code Faster with AI Tools</strong>
</h1>
<p align="center">
Welcome to the AI Dev Tools Zoomcamp, a comprehensive and free online bootcamp designed to help you master AI tools for software development, enabling you to write better code, faster.
</p>
  • mediumtopics#3
    Add more specific course-related topics

    Why:

    CURRENT
    ai, ai-agents, automation, cicd, coding-agent, course, devops, free, mcp
    COPY-PASTE FIX
    ai, ai-agents, automation, cicd, coding-agent, course, devops, free, mcp, online-course, bootcamp, educational-resource, software-development-course

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/ai-dev-tools-zoomcamp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 1×
  2. Cursor · recommended 1×
  3. Tabnine · recommended 1×
  4. CodeWhisperer · recommended 1×
  5. Google Gemini · recommended 1×
  • CATEGORY QUERY
    How can I leverage AI tools to write code more efficiently and quickly?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Cursor
    3. Tabnine
    4. CodeWhisperer
    5. Google Gemini
    6. CodePal
    7. ChatGPT
    8. GPT-4
    9. Claude 3
    10. Llama 3

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

    Show full AI answer
  • CATEGORY QUERY
    Where can I find a free course to learn about AI tools for software development?
    you: not recommended
    AI recommended (in order):
    1. Google's Introduction to Generative AI
    2. DeepLearning.AI's ChatGPT Prompt Engineering for Developers
    3. Microsoft Learn's Generative AI for Developers Learning Path
    4. Transformers library (huggingface/transformers)
    5. freeCodeCamp's Machine Learning for Everybody
    6. Google's Machine Learning Crash Course

    AI recommended 6 alternatives but never named DataTalksClub/ai-dev-tools-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
    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 DataTalksClub/ai-dev-tools-zoomcamp?
    pass
    AI did not name DataTalksClub/ai-dev-tools-zoomcamp — 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 DataTalksClub/ai-dev-tools-zoomcamp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named DataTalksClub/ai-dev-tools-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/ai-dev-tools-zoomcamp solve, and who is the primary audience?
    pass
    AI did not name DataTalksClub/ai-dev-tools-zoomcamp — 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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DataTalksClub/ai-dev-tools-zoomcamp — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite