# 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: ```bash pip install google-generativeai ``` 2. Save the code below as `linkedin_analyzer.py` and run it: ```python 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() ```