from praisonaiagents import Agent, Task, AgentTeam import time from typing import Dict, List import asyncio def scan_code_patterns(): """Simulates code pattern scanning""" patterns = [ { "type": "buffer_overflow", "severity": "critical", "location": "memory_management", "frequency": 3 }, { "type": "sql_injection", "severity": "high", "location": "database_interface", "frequency": 2 }, { "type": "race_condition", "severity": "medium", "location": "thread_handling", "frequency": 1 } ] return patterns[int(time.time()) % 3] def analyze_attack_vectors(pattern: Dict): """Analyzes potential attack vectors""" vectors = [] severity_scores = {"critical": 9.5, "high": 8.0, "medium": 6.5} base_score = severity_scores[pattern["type"]] vectors.append({ "type": pattern["type"], "attack_path": f"exploit_{pattern['location']}", "complexity": "high" if pattern["frequency"] < 2 else "medium", "cvss_score": base_score + (time.time() % 1) }) return vectors def simulate_exploitation(vectors: List[Dict]): """Simulates exploitation attempts""" results = [] for vector in vectors: results.append({ "vector": vector["type"], "success_rate": 0.7 + (time.time() % 3) / 10, "detection_time": 100 + (int(time.time()) % 50), "mitigation_possible": vector["complexity"] != "high" }) return results def generate_signatures(results: List[Dict]): """Generates vulnerability signatures""" signatures = [] for result in results: signatures.append({ "pattern": f"signature_{result['vector']}", "reliability": result['success_rate'], "false_positive_rate": 0.1 + (time.time() % 2) / 10, "detection_speed": result['detection_time'] }) return signatures def validate_findings(signatures: List[Dict]): """Validates vulnerability findings""" validations = [] for sig in signatures: validations.append({ "signature": sig["pattern"], "confidence": sig["reliability"] * (1 - sig["false_positive_rate"]), "reproducibility": 0.8 + (time.time() % 2) / 10, "severity": "critical" if sig["reliability"] > 0.8 else "high" }) return validations # Create specialized agents pattern_scanner = Agent( name="Pattern Scanner", role="Code Analysis", goal="Scan for suspicious patterns", instructions="Analyze code for potential vulnerabilities", tools=[scan_code_patterns] ) vector_analyzer = Agent( name="Vector Analyzer", role="Attack Vector Analysis", goal="Analyze attack vectors", instructions="Identify potential attack paths", tools=[analyze_attack_vectors] ) exploit_simulator = Agent( name="Exploit Simulator", role="Exploitation Testing", goal="Simulate exploitation attempts", instructions="Test potential vulnerabilities", tools=[simulate_exploitation] ) signature_generator = Agent( name="Signature Generator", role="Signature Creation", goal="Generate vulnerability signatures", instructions="Create detection signatures", tools=[generate_signatures] ) finding_validator = Agent( name="Finding Validator", role="Validation", goal="Validate findings", instructions="Verify vulnerability findings", tools=[validate_findings] ) # Create workflow tasks scanning_task = Task( name="scan_patterns", description="Scan code patterns", expected_output="Suspicious patterns", agent=pattern_scanner, is_start=True, next_tasks=["analyze_vectors"] ) vector_task = Task( name="analyze_vectors", description="Analyze attack vectors", expected_output="Attack vectors", agent=vector_analyzer, next_tasks=["simulate_exploits"] ) simulation_task = Task( name="simulate_exploits", description="Simulate exploits", expected_output="Exploitation results", agent=exploit_simulator, next_tasks=["generate_signatures"] ) signature_task = Task( name="generate_signatures", description="Generate signatures", expected_output="Vulnerability signatures", agent=signature_generator, next_tasks=["validate_findings"] ) validation_task = Task( name="validate_findings", description="Validate findings", expected_output="Validation results", agent=finding_validator, task_type="decision", condition={ "critical": ["scan_patterns"], # Continue scanning if critical "high": ["analyze_vectors"], # Reanalyze if high "medium": "" # End workflow if medium } ) # Create workflow workflow = AgentTeam( agents=[pattern_scanner, vector_analyzer, exploit_simulator, signature_generator, finding_validator], tasks=[scanning_task, vector_task, simulation_task, signature_task, validation_task], process="workflow", output="verbose" ) async def main(): print("\nStarting Vulnerability Detection Workflow...") print("=" * 50) # Run workflow results = await workflow.astart() # Print results print("\nVulnerability Detection Results:") print("=" * 50) task_results = ( results.get("task_results", {}) if isinstance(results, dict) else {} ) if not task_results and isinstance(results, str): print(f"\nWorkflow output:\n{results}") for task_id, result in task_results.items(): if result: print(f"\nTask: {task_id}") print(f"Result: {result.raw}") print("-" * 50) if __name__ == "__main__": asyncio.run(main())