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#!/usr/bin/env python3
"""
Content Classifier for Threat Intelligence RSS Bot
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Extracts CVEs, threat actors, malware families, and MITRE technique IDs.
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"""
import re
from typing import Dict, List
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from datetime import datetime, timezone
import logging
logger = logging.getLogger(__name__)
class ContentClassifier:
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THREAT_ACTORS = {
'apt1', 'apt28', 'apt29', 'apt32', 'apt33', 'apt34', 'apt35', 'apt37', 'apt38', 'apt39', 'apt40', 'apt41',
'lazarus', 'kimsuky', 'andariel', 'fancy bear', 'cozy bear', 'sandworm',
'turla', 'equation group', 'carbanak', 'fin7', 'fin6', 'fin8',
'nobelium', 'hafnium', 'phosphorus', 'holmium', 'strontium',
'volt typhoon', 'flax typhoon', 'mustang panda', 'winnti',
'scattered spider', 'lapsus', 'lapsus$', 'unc2452', 'unc3944',
'ta505', 'ta577', 'ta558', 'gold southfield', 'gold dupont',
}
# Stored as display names; matched case-insensitively
MALWARE_FAMILIES = {
# Ransomware
'LockBit', 'REvil', 'BlackCat', 'ALPHV', 'Cl0p', 'Conti', 'DarkSide',
'Ryuk', 'BlackMatter', 'Akira', 'Black Basta', 'RansomHub', 'Rhysida',
'Medusa Locker', 'Cactus Ransomware', '8Base', 'Play Ransomware',
'Hunters International', 'Inc Ransom', 'Monti', 'Nokoyawa',
# C2 frameworks / RATs
'Cobalt Strike', 'Mimikatz', 'Sliver', 'Brute Ratel', 'Havoc',
'AsyncRAT', 'Remcos', 'njRAT', 'NanoCore', 'XWorm', 'QuasarRAT',
'DarkComet', 'NetWire', 'Metasploit',
# Loaders / droppers
'Emotet', 'TrickBot', 'QakBot', 'IcedID', 'BazarLoader', 'Dridex',
'GootLoader', 'BumbleBee', 'PikaBot', 'DarkGate',
# Stealers
'AgentTesla', 'FormBook', 'RedLine', 'Vidar', 'Raccoon', 'Lumma',
'Rhadamanthys', 'StealC', 'Meduza', 'Aurora',
# APT tooling
'PlugX', 'ShadowPad', 'Gh0stRAT', 'PoisonIvy',
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}
MITRE_PATTERN = re.compile(r'T\d{4}(?:\.\d{3})?', re.IGNORECASE)
CVE_PATTERN = re.compile(r'CVE-\d{4}-\d{4,7}', re.IGNORECASE)
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def extract_cves(self, text: str) -> List[str]:
return list(set(cve.upper() for cve in self.CVE_PATTERN.findall(text)))
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def extract_mitre_techniques(self, text: str) -> List[str]:
return list(set(t.upper() for t in self.MITRE_PATTERN.findall(text)))
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def extract_threat_actors(self, text: str) -> List[str]:
text_lower = text.lower()
return list(set(
actor.upper()
for actor in self.THREAT_ACTORS
if re.search(r'\b' + re.escape(actor) + r'\b', text_lower)
))
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def extract_malware_families(self, text: str) -> List[str]:
text_lower = text.lower()
return list(set(
family
for family in self.MALWARE_FAMILIES
if re.search(r'\b' + re.escape(family.lower()) + r'\b', text_lower)
))
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def classify_article(self, article: Dict) -> Dict:
combined_text = f"{article.get('title', '')} {article.get('description', '')}"
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cves = self.extract_cves(combined_text)
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mitre_techniques = self.extract_mitre_techniques(combined_text)
threat_actors = self.extract_threat_actors(combined_text)
malware_families = self.extract_malware_families(combined_text)
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article['cves'] = cves
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article['mitre_techniques'] = mitre_techniques
article['threat_actors'] = threat_actors
article['malware_families'] = malware_families
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logger.info(
f"Classified: {article.get('title', '')[:50]}... | "
f"CVEs: {len(cves)} | Actors: {len(threat_actors)} | Malware: {len(malware_families)}"
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)
return article
if __name__ == "__main__":
test_article = {
'title': 'APT28 Deploys Cobalt Strike via CVE-2024-12345 Zero-Day in Apache Struts',
'description': 'Fancy Bear exploited a critical RCE flaw. LockBit ransomware also observed. '
'Hash: e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855',
'source': 'watchTowr Labs',
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'url': 'https://example.com',
'category': 'research',
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'published': datetime.now(timezone.utc).isoformat(),
'published_human': 'test',
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}
c = ContentClassifier()
result = c.classify_article(test_article)
print(f"CVEs: {result['cves']}")
print(f"Actors: {result['threat_actors']}")
print(f"Malware: {result['malware_families']}")
print(f"MITRE: {result['mitre_techniques']}")