RRepoGEO

REPOGEO REPORT · LITE

microsoft/workshop-library

Default branch main · commit ce0e8f0d · scanned 6/12/2026, 12:12:16 AM

GitHub: 719 stars · 430 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 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 microsoft/workshop-library, 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
    Reposition the README's opening paragraph to explicitly state its purpose for teaching communities

    Why:

    CURRENT
    Welcome to the [Next Generation Team's Workshop Library], built by Cloud Advocates and their colleagues in partnership with Microsoft Student Ambassadors. In this repo, you'll find grab-and-go resources to help you host your own workshop.
    COPY-PASTE FIX
    Welcome to the [Next Generation Team's Workshop Library]! This repository provides **ready-to-use, customizable instructional materials** designed for educators, community leaders, Microsoft Learn Student Ambassadors, and Cloud Advocates to **teach and educate communities** on AI, ML, and web development topics. You'll find grab-and-go resources to help you host your own workshop, built by Cloud Advocates and their colleagues in partnership with Microsoft Student Ambassadors.
  • mediumtopics#2
    Expand repository topics to include broader educational terms

    Why:

    CURRENT
    ai, javascript, ml, python, webdevelopment, workshops
    COPY-PASTE FIX
    ai, javascript, ml, python, webdevelopment, workshops, education, learning-resources, developer-education, community-workshops
  • lowreadme#3
    Add a 'Why Use This Workshop Library?' section to the README

    Why:

    COPY-PASTE FIX
    ### Why Use This Workshop Library?
While platforms like Microsoft Learn offer extensive self-paced learning, and Google Codelabs provide guided tutorials, this Workshop Library focuses on **ready-to-deliver, customizable instructional content** specifically for **community-led teaching**. Developed by Microsoft Cloud Advocates and Student Ambassadors, these workshops are designed to be easily adapted to local needs, languages, and skill levels, providing a unique blend of official Microsoft content with community-driven flexibility.

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 microsoft/workshop-library
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Codelabs
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Codelabs · recommended 1×
  2. Google AI Platform Documentation · recommended 1×
  3. Web Fundamentals · recommended 1×
  4. Microsoft Learn · recommended 1×
  5. freeCodeCamp.org · recommended 1×
  • CATEGORY QUERY
    Where can I find ready-to-use instructional materials for teaching AI and web development?
    you: not recommended
    AI recommended (in order):
    1. Google Codelabs
    2. Google AI Platform Documentation
    3. Web Fundamentals
    4. Microsoft Learn
    5. freeCodeCamp.org
    6. Mozilla Developer Network (MDN) Web Docs
    7. TensorFlow.org
    8. OpenAI Documentation & Cookbook
    9. The Odin Project
    10. Full Stack Open

    AI recommended 10 alternatives but never named microsoft/workshop-library. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for customizable workshop content to educate a community on AI, ML, and Python.
    you: not recommended
    AI recommended (in order):
    1. Google AI Platform Notebooks / Google Cloud AI Platform Training
    2. Kaggle Learn
    3. fast.ai Practical Deep Learning for Coders
    4. scikit-learn
    5. Towards Data Science (Medium)
    6. Real Python
    7. DataCamp

    AI recommended 7 alternatives but never named microsoft/workshop-library. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 microsoft/workshop-library?
    pass
    AI named microsoft/workshop-library explicitly

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

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

    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
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