RRepoGEO

REPOGEO REPORT · LITE

karpathy/jobs

Default branch master · commit d7ecbd7a · scanned 5/12/2026, 6:28:17 PM

GitHub: 1,665 stars · 332 forks

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 karpathy/jobs, 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 improve categorization

    Why:

    COPY-PASTE FIX
    data-visualization, labor-statistics, occupational-outlook, bls-data, ai-scoring, treemap, job-market-analysis, employment-projections
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    (Create a LICENSE file in the root of the repository, e.g., MIT or Apache-2.0, to clarify usage rights.)
  • mediumhomepage#3
    Add the live demo URL as the repository homepage

    Why:

    COPY-PASTE FIX
    https://karpathy.ai/jobs

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 karpathy/jobs
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Tableau Public
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Tableau Public · recommended 1×
  2. Microsoft Power BI Desktop · recommended 1×
  3. Google Data Studio (Looker Studio) · recommended 1×
  4. plotly/dash · recommended 1×
  5. rstudio/shiny · recommended 1×
  • CATEGORY QUERY
    How to visualize US labor statistics and occupational outlook data interactively?
    you: not recommended
    AI recommended (in order):
    1. Tableau Public
    2. Microsoft Power BI Desktop
    3. Google Data Studio (Looker Studio)
    4. Plotly Dash (plotly/dash)
    5. R with Shiny (rstudio/shiny)
    6. Python with Streamlit (streamlit/streamlit)

    AI recommended 6 alternatives but never named karpathy/jobs. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for analyzing job market trends using custom AI-driven scoring?
    you: not recommended
    AI recommended (in order):
    1. TalentNeuron
    2. Burning Glass Technologies
    3. Dataiku
    4. Alteryx
    5. scikit-learn (scikit-learn/scikit-learn)
    6. TensorFlow (tensorflow/tensorflow)
    7. Tableau CRM
    8. Google Cloud AI Platform
    9. AWS SageMaker
    10. Azure Machine Learning

    AI recommended 10 alternatives but never named karpathy/jobs. 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 karpathy/jobs?
    pass
    AI named karpathy/jobs explicitly

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

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