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cv/linkedin_analyzer.md

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Python LinkedIn Analyzer (Gemini AI)

This is a standalone Python version of the LinkedIn Job Analyzer, utilizing the latest gemini-2.5-flash model.

Setup

  1. Install the required Google Generative AI SDK:
pip install google-generativeai
  1. Save the code below as linkedin_analyzer.py and run it:
import os
import google.generativeai as genai

# ==========================================
# 1. Configuration
# ==========================================
# Replace with your actual Gemini API Key
API_KEY = "YOUR_API_KEY_HERE"

# Configure the API with the key
genai.configure(api_key=API_KEY)

# Use the latest, stable model supported by generateContent
MODEL_NAME = "gemini-2.5-flash"

try:
    model = genai.GenerativeModel(MODEL_NAME)
except Exception as e:
    print(f"Error loading model: {e}")
    exit(1)

# ==========================================
# 2. User & Job Data
# ==========================================
USER_PROFILE = """
HAMZA AYED — Solutions Architect | Senior Flutter Developer | GIS & Mapping Expert

SUMMARY:
Solutions Architect with 6+ years building complete mobile ecosystems. Built two ride-hailing platforms (Fawry & Sayig) with 1,200+ users. Created proprietary offline map technology (Mapss) replacing Google Maps API and saving $10k+/month. Specialized in Dart, Python, and scalable backend infrastructure.
"""

JOB_POSTING = """
Job Title: Technical Architect (AI, Cloud, Distributed Systems & Banking Payments)
Company: International Turnkey Systems - ITS
Location: Cairo, Egypt (Hybrid)
Description:
We are looking for a highly skilled Technical Architect with deep experience in AI, cloud-native architectures, distributed systems, and banking payments...
"""

# ==========================================
# 3. AI Analysis Function
# ==========================================
def analyze_job():
    print(f"🔄 Analyzing job with {MODEL_NAME}...\n")
    
    prompt = f"""
    You are an elite career strategist with 15+ years hiring for top tech companies in MENA.
    Respond entirely in Arabic.
    Perform a DEEP strategic analysis of this job against my profile. Be brutally honest.

    MY PROFILE:
    {USER_PROFILE}

    JOB POSTING:
    {JOB_POSTING}

    Respond in this EXACT structure:

    ## MATCH SCORE: X/100

    ### Score Breakdown:
    - **Technical Skills Match:** X/30
    - **Experience Level Match:** X/25
    - **Domain/Industry Match:** X/20
    - **Location & Logistics:** X/15
    - **Culture & Soft Skills:** X/10

    ## WHERE I CRUSH IT
    - [Specific matching skills]

    ## HONEST GAPS
    - [Missing requirements]

    ## VERDICT
    [APPLY NOW / APPLY WITH PREP / LONG SHOT / SKIP]
    """

    try:
        # Generate the response
        response = model.generate_content(prompt)
        
        print("✅ ANALYSIS COMPLETE:\n")
        print("="*60)
        print(response.text)
        print("="*60)
        
    except Exception as e:
        print(f"❌ API Error: {e}")
        print("\nNote: If you get a 'Model not supported' error, ensure your API key has access to the 2.5/2.0 series or check your Google AI Studio project settings.")

# ==========================================
# Run the script
# ==========================================
if __name__ == "__main__":
    if API_KEY == "YOUR_API_KEY_HERE":
        print("⚠️ Please update the API_KEY variable at the top of the script first!")
    else:
        analyze_job()