RRepoGEO

REPOGEO REPORT · LITE

youssefHosni/Data-Science-Interview-Preperation-Resources

Default branch main · commit 09d0a72c · scanned 5/12/2026, 11:57:56 AM

GitHub: 1,245 stars · 278 forks

AI VISIBILITY SCORE
17 /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
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 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, career-development, machine-learning, deep-learning, statistics, python, sql, resume, portfolio
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    MIT License

Copyright (c) [year] [fullname]

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    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
Towards Data Science
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Towards Data Science · recommended 2×
  2. Cracking the Coding Interview · recommended 1×
  3. Ace the Data Science Interview · recommended 1×
  4. StrataScratch · recommended 1×
  5. LeetCode · recommended 1×
  • CATEGORY QUERY
    Where can I find comprehensive resources to prepare for a data science job interview?
    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 the best resources for crafting a strong data science resume and portfolio?
    you: not recommended
    AI recommended (in order):
    1. Cracking the Data Science Interview
    2. Kaggle
    3. Towards Data Science
    4. Strata Data & AI Conference Talks
    5. LinkedIn Learning
    6. Coursera
    7. The Data Science Handbook

    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 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?

  • 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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