main.py

from flask import Flask, request, jsonify, render_template
from chains import Chain
from portfolio import Portfolio
from utils import clean_text
from langchain_community.document_loaders import WebBaseLoader


app = Flask(__name__)

chain = Chain()
portfolio = Portfolio()

@app.route('/')
def index():
    return render_template('index.html')

@app.route('/generate-email', methods=['POST'])
def generate_email():
    url = request.form.get('url')
    if not url:
        return jsonify({"error": "URL is required"}), 400

    try:
        # Load the webpage content
        loader = WebBaseLoader([url])
        data = clean_text(loader.load().pop().page_content)
        
        # Load the portfolio into the vector database
        portfolio.load_portfolio()
        
        # Extract jobs from the cleaned text (use the first job found)
        jobs = chain.extract_jobs(data)
        if not jobs:
            return jsonify({"error": "No jobs found on the provided URL"}), 404
        
        # Generate a single email for the first job
        job = jobs[0]  # Take the first job if multiple are found
        skills = job.get('skills', [])
        links = portfolio.query_links(skills)
        if not links:
            links = "No relevant portfolio links found."
        email = chain.write_mail(job, links)

        return jsonify({"email": email})

    except Exception as e:
        return jsonify({"error": str(e)}), 500

if __name__ == '__main__':
    app.run(debug=True)