RRepoGEO

REPOGEO REPORT · LITE

MadsLorentzen/ai-job-search

Default branch master · commit 974b29ec · scanned 6/6/2026, 8:27:32 PM

GitHub: 2,586 stars · 1,054 forks

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 MadsLorentzen/ai-job-search, 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 README H1 and opening sentence to emphasize 'open-source framework'

    Why:

    CURRENT
    # AI Job Search

An AI-powered job application framework built on Claude Code.
    COPY-PASTE FIX
    # AI Job Search: An Open-Source AI Application Framework

This repository provides an open-source, AI-powered job application framework built on Claude Code.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-job-search, job-application, claude-ai, generative-ai, career-guidance, cv-generator, cover-letter-generator, interview-prep, job-automation, open-source-ai, python
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://mads-lorentzen.github.io/ai-job-search

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 MadsLorentzen/ai-job-search
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rezi
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Rezi · recommended 1×
  2. Jobscan · recommended 1×
  3. Kickresume · recommended 1×
  4. ChatGPT · recommended 1×
  5. Simplify · recommended 1×
  • CATEGORY QUERY
    What AI tools can help me automate job applications and personalize my resume?
    you: not recommended
    AI recommended (in order):
    1. Rezi
    2. Jobscan
    3. Kickresume
    4. ChatGPT
    5. Simplify
    6. Resume.io
    7. Hunter.io

    AI recommended 7 alternatives but never named MadsLorentzen/ai-job-search. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source solution for AI-driven cover letter and interview preparation.
    you: not recommended
    AI recommended (in order):
    1. Job Search AI Assistant
    2. LangChain
    3. Haystack
    4. Llama 3
    5. Mistral
    6. Falcon
    7. Streamlit
    8. Gradio
    9. Flask
    10. Django
    11. Hugging Face Transformers
    12. GPT-2

    AI recommended 12 alternatives but never named MadsLorentzen/ai-job-search. 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 MadsLorentzen/ai-job-search?
    pass
    AI did not name MadsLorentzen/ai-job-search — 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 MadsLorentzen/ai-job-search in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MadsLorentzen/ai-job-search 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 MadsLorentzen/ai-job-search solve, and who is the primary audience?
    pass
    AI did not name MadsLorentzen/ai-job-search — 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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  • Brand-free category queries5 vs 2 in Lite
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