RRepoGEO

REPOGEO REPORT · LITE

youssefHosni/Data-Science-Interview-Preperation-Resources

Default branch main · commit 09d0a72c · scanned 6/22/2026, 6:07:37 PM

GitHub: 1,258 stars · 278 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
23 /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
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 youssefHosni/Data-Science-Interview-Preperation-Resources, 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
    data-science, interview-preparation, data-science-interview, career-development, job-search, resume, portfolio, machine-learning-interview
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with a standard open-source license, such as MIT License.
  • mediumhomepage#3
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    Set the homepage URL in the repository settings to: https://github.com/youssefHosni/Data-Science-Interview-Preperation-Resources

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 youssefHosni/Data-Science-Interview-Preperation-Resources
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
StrataScratch
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. StrataScratch · recommended 2×
  2. Towards Data Science · recommended 2×
  3. DataCamp · recommended 2×
  4. Cracking the Coding Interview · recommended 1×
  5. Ace the Data Science Interview · recommended 1×
  • CATEGORY QUERY
    Where can I find comprehensive resources to prepare for data science job interviews?
    you: not recommended
    AI recommended (in order):
    1. Cracking the Coding Interview
    2. Ace the Data Science Interview
    3. StrataScratch
    4. LeetCode
    5. Towards Data Science
    6. DataCamp
    7. Glassdoor
    8. Levels.fyi

    AI recommended 8 alternatives but never named youssefHosni/Data-Science-Interview-Preperation-Resources. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good resources for building a strong data science resume and portfolio?
    you: not recommended
    AI recommended (in order):
    1. Kaggle
    2. Towards Data Science
    3. StrataScratch
    4. DataCamp
    5. GitHub
    6. LinkedIn
    7. Cracking the Data Science Interview

    AI recommended 7 alternatives but never named youssefHosni/Data-Science-Interview-Preperation-Resources. 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 youssefHosni/Data-Science-Interview-Preperation-Resources?
    pass
    AI named youssefHosni/Data-Science-Interview-Preperation-Resources explicitly

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

  • If a team adopts youssefHosni/Data-Science-Interview-Preperation-Resources in production, what risks or prerequisites should they evaluate first?
    pass
    AI named youssefHosni/Data-Science-Interview-Preperation-Resources 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 youssefHosni/Data-Science-Interview-Preperation-Resources solve, and who is the primary audience?
    pass
    AI did not name youssefHosni/Data-Science-Interview-Preperation-Resources — 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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  • Brand-free category queries5 vs 2 in Lite
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