PhishGuardian/backend/backend.py

391 lines
14 KiB
Python

from flask import Flask, request, jsonify, session, redirect, url_for
from flask_cors import CORS
import google.oauth2.credentials
import google_auth_oauthlib.flow
import googleapiclient.discovery
import os
import json
import traceback
from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.naive_bayes import MultinomialNB
import pandas as pd
import re
import joblib
import imaplib
import email
from email.header import decode_header
import base64
import csv
app = Flask(__name__)
CORS(app)
app.secret_key = 'your_secret_key'
os.environ['OAUTHLIB_INSECURE_TRANSPORT'] = '1'
CLIENT_SECRETS_FILE = "client_secret.json"
SCOPES = ['https://www.googleapis.com/auth/gmail.readonly','https://www.googleapis.com/auth/gmail.modify']
API_SERVICE_NAME = 'gmail'
API_VERSION = 'v1'
SAFE_EMAILS_FILE = 'safe_emails.json'
SAFE_TRASH_FILE = 'safe_trash.csv'
# Load safe emails from file
def load_safe_emails():
if os.path.exists(SAFE_EMAILS_FILE):
with open(SAFE_EMAILS_FILE, 'r') as file:
return json.load(file)
return []
# Save safe emails to file
def save_safe_emails(safe_emails):
with open(SAFE_EMAILS_FILE, 'w') as file:
json.dump(safe_emails, file)
def save_safe_trash(safe_trash):
file_exists = os.path.isfile(SAFE_TRASH_FILE)
with open(SAFE_TRASH_FILE, 'a', newline='', encoding='utf-8') as file:
fieldnames = ['from', 'subject', 'body']
writer = csv.DictWriter(file, fieldnames=fieldnames)
if not file_exists:
writer.writeheader()
writer.writerow(safe_trash)
safe_emails = load_safe_emails()
model = joblib.load('spam_classifier_model.pkl')
vectorizer = joblib.load('vectorizer.pkl')
def load_client_secrets():
with open(CLIENT_SECRETS_FILE) as f:
return json.load(f)
def save_credentials(credentials):
session['credentials'] = credentials_to_dict(credentials)
app.logger.info("Credentials saved in session.")
def load_credentials():
if 'credentials' in session:
return google.oauth2.credentials.Credentials(
**session['credentials'])
return None
@app.route('/authorize')
def authorize():
client_secrets = load_client_secrets()
flow = google_auth_oauthlib.flow.Flow.from_client_secrets_file(
CLIENT_SECRETS_FILE, scopes=SCOPES)
flow.redirect_uri = url_for('oauth2callback', _external=True)
authorization_url, state = flow.authorization_url(
access_type='offline',
include_granted_scopes='true')
session['state'] = state
app.logger.info(f"Authorization URL: {authorization_url}, State: {state}")
return jsonify({'url': authorization_url, 'state': state})
@app.route('/oauth2callback')
def oauth2callback():
state = session.pop('state', None)
if not state:
app.logger.error('CSRF Warning: State mismatch')
return jsonify({'error': 'CSRF Warning: State mismatch'}), 400
client_secrets = load_client_secrets()
flow = google_auth_oauthlib.flow.Flow.from_client_secrets_file(
CLIENT_SECRETS_FILE, scopes=SCOPES, state=state)
flow.redirect_uri = url_for('oauth2callback', _external=True)
authorization_response = request.url
app.logger.info(f"Authorization response: {authorization_response}")
try:
flow.fetch_token(authorization_response=authorization_response)
credentials = flow.credentials
save_credentials(credentials)
app.logger.info(f"Token received and saved: {credentials.token}")
return """
<script>
window.opener.postMessage('auth_complete', 'http://localhost:5000');
window.close();
</script>
"""
except KeyError as e:
app.logger.error(f"KeyError: {str(e)}")
app.logger.error("Client secrets: " + json.dumps(client_secrets, indent=2))
app.logger.error("Authorization response: " + authorization_response)
return jsonify({'error': 'KeyError', 'message': str(e)}), 500
except Exception as e:
app.logger.error(f"Exception: {str(e)}")
app.logger.error("Traceback: " + traceback.format_exc())
return jsonify({'error': 'Exception', 'message': str(e)}), 500
@app.route('/validate-outlook-login', methods=['POST'])
def validate_outlook_login():
data = request.json
username = data['email']
password = data['password']
try:
mail = imaplib.IMAP4_SSL("outlook.office365.com")
mail.login(username, password)
mail.logout()
return jsonify({"success": True}), 200
except imaplib.IMAP4.error:
return jsonify({"success": False, "error": "Invalid credentials"}), 401
except UnicodeEncodeError:
return jsonify({"success": False, "error": "Encoding error"}), 400
@app.route('/fetch-emails', methods=['POST'])
def fetch_emails():
data = request.json
username = data['username']
password = data['password']
try:
mail = imaplib.IMAP4_SSL("outlook.office365.com")
mail.login(username, password)
mail.select("inbox")
except imaplib.IMAP4.error:
return jsonify({"error": "Login failed. Check your email and password."}), 401
except UnicodeEncodeError:
return jsonify({"error": "Encoding error. Ensure your email and password contain only valid characters."}), 400
status, messages = mail.search(None, "ALL")
if status != "OK":
return jsonify({"error": "Failed to retrieve emails."}), 500
status, messages = mail.search(None, "ALL")
email_ids = messages[0].split()
emails = []
for email_id in email_ids:
res, msg = mail.fetch(email_id, "(RFC822)")
for response_part in msg:
if isinstance(response_part, tuple):
msg = email.message_from_bytes(response_part[1])
subject, encoding = decode_header(msg["Subject"])[0]
if isinstance(subject, bytes):
subject = subject.decode(encoding if encoding else "utf-8")
from_ = msg.get("From")
name, email_address = email.utils.parseaddr(from_)
body = ""
if msg.is_multipart():
for part in msg.walk():
if part.get_content_type() == "text/plain" and part.get("Content-Disposition") is None:
body += part.get_payload(decode=True).decode(part.get_content_charset() or "utf-8")
else:
body = msg.get_payload(decode=True).decode(msg.get_content_charset() or "utf-8")
email_vectorized = vectorizer.transform([body])
prediction = model.predict(email_vectorized)
result = True if prediction == 1 or contains_suspicious_links(body) or contains_phishing_indicators(subject, email_address,body) else False
emails.append({"id": email_id.decode(),
"from": email_address,
"subject": subject,
"snippet": body,
"suspicious": result})
return jsonify(emails)
@app.route('/check_auth_status', methods=['GET'])
def check_auth_status():
if 'credentials' in session:
credentials = google.oauth2.credentials.Credentials(**session['credentials'])
if credentials and credentials.valid:
return jsonify({'logged_in': True})
return jsonify({'logged_in': False})
@app.route('/check_mail')
def check_mail():
if 'credentials' not in session:
return redirect('authorize')
credentials = google.oauth2.credentials.Credentials(
**session['credentials'])
gmail = googleapiclient.discovery.build(
'gmail', 'v1', credentials=credentials)
results = gmail.users().messages().list(userId='me', labelIds=['INBOX']).execute()
messages = results.get('messages', [])
emails = []
for message in messages:
msg = gmail.users().messages().get(userId='me', id=message['id']).execute()
snippet = msg.get('snippet', '')
payload = msg.get('payload', {})
headers = payload.get('headers', [])
subject = ''
sender = ''
result = False
for header in headers:
if header['name'] == 'Subject':
subject = header['value']
if header['name'] == 'From':
sender = header['value']
email_vectorized = vectorizer.transform([snippet])
prediction = model.predict(email_vectorized)
if message['id'] not in safe_emails:
result = True if prediction == 1 or contains_suspicious_links(snippet) or contains_phishing_indicators(subject, sender,snippet) else False
emails.append({
'subject': subject,
'from': sender,
'snippet': snippet,
'id': message['id'],
'suspicious': result
})
return jsonify(emails)
@app.route('/logout', methods=['POST'])
def logout():
session.clear()
app.logger.info("Session cleared. User logged out.")
return jsonify({'message': 'Logged out'}), 200
@app.route('/mark_safe/<email_id>', methods=['POST'])
def mark_safe(email_id):
global safe_emails
safe_emails.append(email_id)
save_safe_emails(safe_emails)
app.logger.info(f'Email {email_id} marked as safe')
return jsonify({"message": f"Email {email_id} marked as safe"}), 200
@app.route('/move_trash/<email_id>', methods=['POST'])
def move_trash(email_id):
if 'credentials' not in session:
return jsonify({'message': 'Not logged in'}), 401
credentials = google.oauth2.credentials.Credentials(
**session['credentials'])
gmail = googleapiclient.discovery.build(
'gmail', 'v1', credentials=credentials)
try:
message = gmail.users().messages().get(userId='me', id=email_id).execute()
payload = message.get('payload', {})
headers = payload.get('headers', [])
subject = ''
sender = ''
body = ''
for header in headers:
if header['name'] == 'Subject':
subject = header['value']
if header['name'] == 'From':
sender = header['value']
if 'parts' in payload:
for part in payload['parts']:
if part['mimeType'] == 'text/plain':
body = part['body']['data']
body = base64.urlsafe_b64decode(body).decode('utf-8')
safe_trash = {
"from": sender,
"subject": subject,
"body": body
}
save_safe_trash(safe_trash)
gmail.users().messages().modify(
userId='me',
id=email_id,
body={'removeLabelIds': ['INBOX'], 'addLabelIds': ['TRASH']}
).execute()
app.logger.info(f'Email {email_id} moved to trash')
return jsonify({"message": f"Email {email_id} moved to trash"}), 200
except Exception as e:
app.logger.error(f"Exception moving email to trash: {str(e)}")
return jsonify({"error": str(e)}), 500
@app.route('/delete-email', methods=['POST'])
def delete_email():
data = request.json
email_id = data['email_id']
username = data['username']
password = data['password']
try:
mail = imaplib.IMAP4_SSL("outlook.office365.com")
mail.login(username, password)
mail.select("inbox")
status, message_data = mail.fetch(email_id, "(RFC822)")
if status != "OK":
return jsonify({"error": "Failed to fetch email"}), 500
msg = email.message_from_bytes(message_data[0][1])
subject, encoding = decode_header(msg["Subject"])[0]
if isinstance(subject, bytes):
subject = subject.decode(encoding if encoding else "utf-8")
from_ = msg.get("From")
name, email_address = email.utils.parseaddr(from_)
body = ""
if msg.is_multipart():
for part in msg.walk():
if part.get_content_type() == "text/plain" and part.get("Content-Disposition") is None:
body += part.get_payload(decode=True).decode(part.get_content_charset() or "utf-8")
else:
body = msg.get_payload(decode=True).decode(msg.get_content_charset() or "utf-8")
safe_trash = {
"from": from_,
"subject": subject,
"body": body
}
save_safe_trash(safe_trash)
mail.store(email_id, '+FLAGS', '\\Deleted')
mail.expunge()
return jsonify({"message": f"Email {email_id} deleted"})
except imaplib.IMAP4.error:
return jsonify({"error": "Failed to delete email"}), 500
def contains_suspicious_links(snippet):
url_pattern = re.compile(r'http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+]|[!*\\(\\),]|(?:%[0-9a-fA-F][0-9a-fA-F]))+')
urls = url_pattern.findall(snippet)
suspicious_domains = ['phishingsite.com', 'malicious.com']
for url in urls:
for domain in suspicious_domains:
if domain in url:
return True
return False
def contains_phishing_indicators(subject, sender, body):
phishing_subject_keywords = ['urgent', 'important', 'update', 'verification', 'account', 'password', 'verify']
phishing_senders = ['no-reply@phishingsite.com', 'support@malicious.com']
phishing_body_keywords = ['click', 'verify', 'confirm']
for keyword in phishing_subject_keywords:
if keyword in subject.lower():
return True
for phishing_sender in phishing_senders:
if phishing_sender in sender.lower():
return True
for keyword in phishing_body_keywords:
if keyword in body.lower():
return True
return False
def credentials_to_dict(credentials):
return {
'token': credentials.token,
'refresh_token': credentials.refresh_token,
'token_uri': credentials.token_uri,
'client_id': credentials.client_id,
'client_secret': credentials.client_secret,
'scopes': credentials.scopes
}
if __name__ == '__main__':
app.run(port=5000, debug=True)