stellar-cyber-mcp-agents
Version:
Model Context Protocol (MCP) server for Stellar Cyber security operations with specialized multi-agent analysis capabilities
836 lines • 32.7 kB
JavaScript
import { BaseAgent } from '../core/base-agent.js';
import { AgentHealth } from '../types/agent.js';
export class MalwareAnalysisAgent extends BaseAgent {
config;
activeAnalyses = new Map();
analysisCache = new Map();
yaraRules = new Map();
knownFamilies = new Map();
accessToken = null;
tokenExpiresAt = 0;
refreshPromise = null;
constructor(metadata, registry, channel, logger, metrics, config) {
super(metadata, registry, channel, logger, metrics);
this.config = {
analysisTimeout: 300000, // 5 minutes
maxConcurrentAnalysis: 5,
sandboxEnabled: true,
...config
};
}
async onInitialize() {
this.logger.info('Initializing Malware Analysis Agent');
// Initialize authentication
await this.refreshToken();
// Load YARA rules
await this.loadYaraRules();
// Load known malware families
await this.loadMalwareFamilies();
this.logger.info('Malware Analysis Agent initialized successfully');
}
async onStart() {
this.logger.info('Starting Malware Analysis Agent');
// Start periodic rule updates
this.startRuleUpdates();
this.logger.info('Malware Analysis Agent started successfully');
}
async onStop() {
this.logger.info('Stopping Malware Analysis Agent');
// Cancel any active analyses
await this.cancelActiveAnalyses();
this.logger.info('Malware Analysis Agent stopped successfully');
}
async onDestroy() {
this.logger.info('Destroying Malware Analysis Agent');
// Clear all state
this.activeAnalyses.clear();
this.analysisCache.clear();
this.yaraRules.clear();
this.knownFamilies.clear();
this.logger.info('Malware Analysis Agent destroyed successfully');
}
async onHealthCheck() {
try {
// Check API connectivity
const response = await this.makeRequest('GET', '/connect/api/v1/health');
// Check active analyses
const activeCount = this.activeAnalyses.size;
if (!response.ok) {
return AgentHealth.DEGRADED;
}
if (activeCount > this.config.maxConcurrentAnalysis * 0.9) {
return AgentHealth.DEGRADED;
}
return AgentHealth.HEALTHY;
}
catch (error) {
this.logger.error('Health check failed', { error });
return AgentHealth.UNHEALTHY;
}
}
async handleRequest(request, context) {
const { capability, payload } = request;
this.logger.debug('Handling Malware Analysis Agent request', {
capability,
requestId: request.id,
sourceAgent: request.sourceAgentId
});
switch (capability) {
case 'analyze_malware':
return await this.analyzeMalware(payload.caseId, payload.artifacts, payload.options);
case 'analyze_artifact':
return await this.analyzeArtifact(payload.artifact, payload.options);
case 'scan_with_yara':
return await this.scanWithYara(payload.artifact, payload.rules);
case 'sandbox_analysis':
return await this.performSandboxAnalysis(payload.artifact, payload.environment);
case 'identify_family':
return await this.identifyMalwareFamily(payload.artifact);
case 'extract_behaviors':
return await this.extractBehaviors(payload.analysisId);
case 'generate_iocs':
return await this.generateIOCs(payload.analysisId);
case 'get_family_info':
return await this.getFamilyInfo(payload.familyName);
case 'bulk_analysis':
return await this.performBulkAnalysis(payload.artifacts, payload.options);
case 'get_analysis_report':
return await this.getAnalysisReport(payload.analysisId);
default:
throw new Error(`Unknown capability: ${capability}`);
}
}
async analyzeMalware(caseId, artifacts, options = {}) {
const analysisId = crypto.randomUUID();
this.logger.info('Starting malware analysis', {
analysisId,
caseId,
artifactCount: artifacts.length
});
// Check cache
const cacheKey = `${caseId}-${JSON.stringify(artifacts)}`;
const cached = this.analysisCache.get(cacheKey);
if (cached) {
return cached;
}
// Check if analysis is already running
const existingAnalysis = this.activeAnalyses.get(cacheKey);
if (existingAnalysis) {
return await existingAnalysis;
}
// Start new analysis
const analysisPromise = this.performMalwareAnalysis(analysisId, caseId, artifacts, options);
this.activeAnalyses.set(cacheKey, analysisPromise);
try {
const result = await analysisPromise;
// Cache result
this.analysisCache.set(cacheKey, result);
// Cleanup
this.activeAnalyses.delete(cacheKey);
return result;
}
catch (error) {
this.activeAnalyses.delete(cacheKey);
throw error;
}
}
async performMalwareAnalysis(analysisId, caseId, artifacts, options) {
try {
const analyzedArtifacts = [];
const detections = [];
const families = [];
const behaviors = [];
const allIOCs = [];
// Analyze each artifact
for (const artifact of artifacts) {
const artifactAnalysis = await this.analyzeArtifact(artifact, options);
analyzedArtifacts.push(artifactAnalysis);
// Collect detections
if (artifactAnalysis.analysis.engines) {
for (const engine of artifactAnalysis.analysis.engines) {
if (engine.result !== 'clean' && engine.result !== 'unknown') {
detections.push({
id: crypto.randomUUID(),
name: engine.result,
type: 'signature',
description: `Detected by ${engine.engine}`,
severity: this.mapConfidenceToSeverity(engine.confidence),
confidence: engine.confidence,
artifacts: [artifactAnalysis.id],
evidence: [engine.result],
engine: engine.engine,
timestamp: new Date().toISOString()
});
}
}
}
// Identify malware family
if (artifactAnalysis.analysis.family) {
const familyInfo = await this.getFamilyInfo(artifactAnalysis.analysis.family);
if (familyInfo && !families.find(f => f.name === familyInfo.name)) {
families.push(familyInfo);
}
}
// Extract behaviors
if (options.extractBehaviors) {
const artifactBehaviors = await this.extractBehaviorsFromArtifact(artifactAnalysis);
behaviors.push(...artifactBehaviors);
}
// Generate IOCs
const iocs = await this.generateIOCsFromArtifact(artifactAnalysis);
allIOCs.push(...iocs);
}
// Calculate overall statistics
const summary = this.calculateMalwareSummary(analyzedArtifacts, detections);
// Generate recommendations
const recommendations = this.generateMalwareRecommendations(analyzedArtifacts, detections, families);
// Map to MITRE ATT&CK
const mitre = this.mapToMITRE(behaviors, families);
const result = {
id: analysisId,
caseId,
timestamp: new Date().toISOString(),
summary,
artifacts: analyzedArtifacts,
detections,
families,
behaviors,
recommendations,
iocs: [...new Set(allIOCs)], // Remove duplicates
mitre
};
this.logger.info('Malware analysis completed', {
analysisId,
caseId,
totalArtifacts: result.summary.totalArtifacts,
maliciousArtifacts: result.summary.maliciousArtifacts,
detectionsCount: detections.length
});
return result;
}
catch (error) {
this.logger.error('Malware analysis failed', {
analysisId,
caseId,
error
});
throw error;
}
}
async analyzeArtifact(artifact, options = {}) {
this.logger.info('Analyzing artifact', { artifactId: artifact.id, type: artifact.type });
try {
const malwareArtifact = {
id: artifact.id || crypto.randomUUID(),
name: artifact.name || artifact.value,
type: artifact.type,
value: artifact.value,
size: artifact.size,
mimeType: artifact.mimeType,
hashes: artifact.hashes || {},
analysis: {
verdict: 'UNKNOWN',
confidence: 0,
engines: [],
signatures: [],
behaviors: [],
capabilities: [],
persistence: [],
networkActivity: [],
fileOperations: [],
registryOperations: [],
processOperations: []
},
detectedAt: new Date().toISOString(),
source: 'malware-agent'
};
// Perform static analysis
if (options.staticAnalysis !== false) {
await this.performStaticAnalysis(malwareArtifact);
}
// Perform YARA scanning
if (options.yaraScanning !== false) {
await this.performYaraScanning(malwareArtifact);
}
// Perform VirusTotal lookup
if (options.virusTotalLookup !== false && this.config.virusTotalApiKey) {
await this.performVirusTotalLookup(malwareArtifact);
}
// Perform sandbox analysis
if (options.sandboxAnalysis && this.config.sandboxEnabled) {
await this.performSandboxAnalysisInternal(malwareArtifact);
}
// Calculate final verdict
malwareArtifact.analysis.verdict = this.calculateFinalVerdict(malwareArtifact.analysis);
malwareArtifact.analysis.confidence = this.calculateOverallConfidence(malwareArtifact.analysis);
this.logger.info('Artifact analysis completed', {
artifactId: malwareArtifact.id,
verdict: malwareArtifact.analysis.verdict,
confidence: malwareArtifact.analysis.confidence
});
return malwareArtifact;
}
catch (error) {
this.logger.error('Artifact analysis failed', { artifactId: artifact.id, error });
throw error;
}
}
async performStaticAnalysis(artifact) {
// Static analysis implementation
this.logger.debug('Performing static analysis', { artifactId: artifact.id });
// File type analysis
if (artifact.type === 'file') {
artifact.analysis.capabilities.push('file_analysis');
// Check for suspicious file extensions
const suspiciousExtensions = ['.exe', '.scr', '.bat', '.cmd', '.pif', '.com'];
if (suspiciousExtensions.some(ext => artifact.name.toLowerCase().endsWith(ext))) {
artifact.analysis.signatures.push('suspicious_file_extension');
}
// Check file size anomalies
if (artifact.size && artifact.size < 1024) {
artifact.analysis.signatures.push('unusually_small_executable');
}
}
// Hash-based analysis
if (artifact.hashes.md5 || artifact.hashes.sha1 || artifact.hashes.sha256) {
artifact.analysis.capabilities.push('hash_analysis');
// Check against known malware hashes (simplified)
const knownMalwareHashes = this.getKnownMalwareHashes();
const hashes = [artifact.hashes.md5, artifact.hashes.sha1, artifact.hashes.sha256].filter(Boolean);
for (const hash of hashes) {
if (knownMalwareHashes.includes(hash)) {
artifact.analysis.signatures.push(`known_malware_hash:${hash}`);
artifact.analysis.engines.push({
engine: 'internal_hash_db',
version: '1.0',
result: 'MALICIOUS',
confidence: 0.95,
categories: ['malware'],
timestamp: new Date().toISOString()
});
}
}
}
// URL/Domain analysis
if (artifact.type === 'url' || artifact.type === 'domain') {
artifact.analysis.capabilities.push('url_analysis');
// Check for suspicious URL patterns
const suspiciousPatterns = [
/\d+\.\d+\.\d+\.\d+/, // IP addresses
/[a-z]{10,}\.tk|\.ml|\.ga|\.cf/, // Suspicious TLDs
/bit\.ly|tinyurl|short/, // URL shorteners
];
for (const pattern of suspiciousPatterns) {
if (pattern.test(artifact.value)) {
artifact.analysis.signatures.push(`suspicious_url_pattern:${pattern.source}`);
}
}
}
}
async performYaraScanning(artifact) {
this.logger.debug('Performing YARA scanning', { artifactId: artifact.id });
try {
// Simulate YARA rule matching
const rules = Array.from(this.yaraRules.values());
for (const rule of rules) {
// Simplified rule matching simulation
if (this.simulateYaraMatch(artifact, rule)) {
artifact.analysis.signatures.push(`yara:${rule.name}`);
artifact.analysis.engines.push({
engine: 'yara',
version: '4.0',
result: rule.severity || 'SUSPICIOUS',
confidence: rule.confidence || 0.8,
categories: rule.tags || ['malware'],
timestamp: new Date().toISOString()
});
}
}
}
catch (error) {
this.logger.error('YARA scanning failed', { artifactId: artifact.id, error });
}
}
async performVirusTotalLookup(artifact) {
if (!this.config.virusTotalApiKey) {
return;
}
this.logger.debug('Performing VirusTotal lookup', { artifactId: artifact.id });
try {
// Simulate VirusTotal API call
const vtResult = await this.simulateVirusTotalLookup(artifact);
if (vtResult) {
artifact.analysis.engines.push({
engine: 'virustotal',
version: '3.0',
result: vtResult.verdict,
confidence: vtResult.confidence,
categories: vtResult.categories,
timestamp: new Date().toISOString()
});
if (vtResult.family) {
artifact.analysis.family = vtResult.family;
}
}
}
catch (error) {
this.logger.error('VirusTotal lookup failed', { artifactId: artifact.id, error });
}
}
async performSandboxAnalysisInternal(artifact) {
if (!this.config.sandboxEnabled) {
return;
}
this.logger.debug('Performing sandbox analysis', { artifactId: artifact.id });
try {
// Simulate sandbox analysis
const sandboxResult = await this.simulateSandboxAnalysis(artifact);
if (sandboxResult) {
// Add sandbox behaviors
artifact.analysis.behaviors.push(...sandboxResult.behaviors.map(b => b.description));
artifact.analysis.networkActivity.push(...sandboxResult.networkTraffic);
artifact.analysis.fileOperations.push(...sandboxResult.fileChanges);
artifact.analysis.registryOperations.push(...sandboxResult.registryChanges);
artifact.analysis.processOperations.push(...sandboxResult.processActivity);
// Add sandbox engine result
artifact.analysis.engines.push({
engine: 'sandbox',
version: '2.0',
result: sandboxResult.verdict,
confidence: sandboxResult.confidence,
categories: ['behavioral'],
timestamp: new Date().toISOString()
});
}
}
catch (error) {
this.logger.error('Sandbox analysis failed', { artifactId: artifact.id, error });
}
}
calculateFinalVerdict(analysis) {
const verdicts = analysis.engines.map(e => e.result);
if (verdicts.some(v => v === 'MALICIOUS')) {
return 'MALICIOUS';
}
if (verdicts.some(v => v === 'SUSPICIOUS')) {
return 'SUSPICIOUS';
}
if (verdicts.every(v => v === 'CLEAN')) {
return 'CLEAN';
}
return 'UNKNOWN';
}
calculateOverallConfidence(analysis) {
if (analysis.engines.length === 0) {
return 0;
}
const confidences = analysis.engines.map(e => e.confidence);
return confidences.reduce((sum, conf) => sum + conf, 0) / confidences.length;
}
calculateMalwareSummary(artifacts, detections) {
const maliciousCount = artifacts.filter(a => a.analysis.verdict === 'MALICIOUS').length;
const suspiciousCount = artifacts.filter(a => a.analysis.verdict === 'SUSPICIOUS').length;
const cleanCount = artifacts.filter(a => a.analysis.verdict === 'CLEAN').length;
let riskLevel;
let overallVerdict;
if (maliciousCount > 0) {
riskLevel = 'CRITICAL';
overallVerdict = 'MALICIOUS';
}
else if (suspiciousCount > 0) {
riskLevel = 'HIGH';
overallVerdict = 'SUSPICIOUS';
}
else if (cleanCount > 0) {
riskLevel = 'LOW';
overallVerdict = 'CLEAN';
}
else {
riskLevel = 'MEDIUM';
overallVerdict = 'UNKNOWN';
}
return {
totalArtifacts: artifacts.length,
maliciousArtifacts: maliciousCount,
suspiciousArtifacts: suspiciousCount,
cleanArtifacts: cleanCount,
riskLevel,
overallVerdict
};
}
generateMalwareRecommendations(artifacts, detections, families) {
const recommendations = [];
const maliciousArtifacts = artifacts.filter(a => a.analysis.verdict === 'MALICIOUS');
if (maliciousArtifacts.length > 0) {
recommendations.push('Immediately quarantine all malicious artifacts');
recommendations.push('Perform full system scan on affected endpoints');
recommendations.push('Check for lateral movement indicators');
}
if (families.length > 0) {
recommendations.push(`Research known TTPs for detected malware families: ${families.map(f => f.name).join(', ')}`);
recommendations.push('Update detection signatures for identified malware families');
}
const criticalDetections = detections.filter(d => d.severity === 'CRITICAL');
if (criticalDetections.length > 0) {
recommendations.push('Escalate critical detections to incident response team');
recommendations.push('Implement network segmentation to prevent spread');
}
recommendations.push('Monitor network traffic for C2 communication patterns');
recommendations.push('Update endpoint protection signatures');
recommendations.push('Review and enhance detection rules based on findings');
return recommendations;
}
mapToMITRE(behaviors, families) {
const tactics = new Set();
const techniques = new Set();
// Extract from behaviors
behaviors.forEach(behavior => {
if (behavior.mitre.tactic) {
tactics.add(behavior.mitre.tactic);
}
if (behavior.mitre.technique) {
techniques.add(behavior.mitre.technique);
}
});
// Extract from families
families.forEach(family => {
// Families might have known MITRE mappings
// This would be populated from threat intelligence
});
return {
tactics: Array.from(tactics),
techniques: Array.from(techniques)
};
}
// Authentication and API methods
async refreshToken() {
if (this.refreshPromise) {
return this.refreshPromise;
}
this.refreshPromise = this.performTokenRefresh();
try {
await this.refreshPromise;
}
finally {
this.refreshPromise = null;
}
}
async performTokenRefresh() {
const response = await fetch(`${this.config.apiUrl}/connect/api/v1/access_token`, {
method: 'POST',
headers: {
'Authorization': `Bearer ${this.config.apiToken}`,
'Content-Type': 'application/json'
}
});
if (!response.ok) {
throw new Error(`Token refresh failed: ${response.status}`);
}
const data = await response.json();
this.accessToken = data.access_token;
this.tokenExpiresAt = Date.now() + (data.exp * 1000);
}
async getAccessToken() {
if (this.accessToken && Date.now() < this.tokenExpiresAt - 30000) {
return this.accessToken;
}
await this.refreshToken();
return this.accessToken;
}
async makeRequest(method, endpoint, body) {
const token = await this.getAccessToken();
const options = {
method,
headers: {
'Authorization': `Bearer ${token}`,
'Content-Type': 'application/json',
}
};
if (body) {
options.body = JSON.stringify(body);
}
const response = await fetch(`${this.config.apiUrl}${endpoint}`, options);
return response;
}
// Helper methods and simulations
async loadYaraRules() {
// Load default YARA rules
const defaultRules = [
{
name: 'suspicious_pe',
description: 'Suspicious PE file characteristics',
tags: ['malware', 'pe'],
confidence: 0.7,
severity: 'SUSPICIOUS'
},
{
name: 'malware_strings',
description: 'Common malware strings detected',
tags: ['malware', 'strings'],
confidence: 0.8,
severity: 'MALICIOUS'
},
{
name: 'packed_executable',
description: 'Packed or obfuscated executable',
tags: ['packer', 'obfuscation'],
confidence: 0.6,
severity: 'SUSPICIOUS'
}
];
defaultRules.forEach(rule => {
this.yaraRules.set(rule.name, rule);
});
}
async loadMalwareFamilies() {
// Load known malware families
const knownFamilies = [
{
id: 'emotet',
name: 'Emotet',
aliases: ['Geodo', 'Heodo'],
description: 'Banking trojan and malware loader',
type: 'Trojan',
platforms: ['Windows'],
capabilities: ['Banking', 'Loader', 'Stealer'],
firstSeen: '2014-01-01T00:00:00Z',
lastSeen: new Date().toISOString(),
prevalence: 0.8,
artifacts: [],
iocs: [],
references: ['https://malpedia.caad.fkie.fraunhofer.de/details/win.emotet']
},
{
id: 'trickbot',
name: 'TrickBot',
aliases: ['Trickster'],
description: 'Modular banking trojan',
type: 'Trojan',
platforms: ['Windows'],
capabilities: ['Banking', 'Loader', 'Reconnaissance'],
firstSeen: '2016-01-01T00:00:00Z',
lastSeen: new Date().toISOString(),
prevalence: 0.7,
artifacts: [],
iocs: [],
references: ['https://malpedia.caad.fkie.fraunhofer.de/details/win.trickbot']
}
];
knownFamilies.forEach(family => {
this.knownFamilies.set(family.name.toLowerCase(), family);
});
}
getKnownMalwareHashes() {
// Return list of known malware hashes (simplified)
return [
'44d88612fea8a8f36de82e1278abb02f',
'5d41402abc4b2a76b9719d911017c592',
'098f6bcd4621d373cade4e832627b4f6'
];
}
simulateYaraMatch(artifact, rule) {
// Simplified YARA rule matching simulation
if (rule.name === 'suspicious_pe' && artifact.type === 'file') {
return artifact.name.endsWith('.exe') || artifact.name.endsWith('.dll');
}
if (rule.name === 'malware_strings') {
return Math.random() < 0.3; // 30% chance of match
}
return false;
}
async simulateVirusTotalLookup(artifact) {
// Simulate VirusTotal API response
await new Promise(resolve => setTimeout(resolve, 100));
return {
verdict: Math.random() < 0.2 ? 'MALICIOUS' : 'CLEAN',
confidence: 0.85,
categories: ['trojan', 'malware'],
family: Math.random() < 0.3 ? 'Emotet' : undefined
};
}
async simulateSandboxAnalysis(artifact) {
// Simulate sandbox analysis
await new Promise(resolve => setTimeout(resolve, 200));
return {
id: crypto.randomUUID(),
artifactId: artifact.id,
environment: 'Windows 10',
duration: 300,
status: 'COMPLETED',
verdict: Math.random() < 0.25 ? 'MALICIOUS' : 'CLEAN',
confidence: 0.8,
behaviors: [],
networkTraffic: [],
fileChanges: [],
registryChanges: [],
processActivity: [],
screenshots: [],
logs: []
};
}
mapConfidenceToSeverity(confidence) {
if (confidence >= 0.9)
return 'CRITICAL';
if (confidence >= 0.7)
return 'HIGH';
if (confidence >= 0.5)
return 'MEDIUM';
return 'LOW';
}
// Placeholder implementations for remaining methods
async scanWithYara(artifact, rules) {
return [];
}
async performSandboxAnalysis(artifact, environment) {
return {};
}
async identifyMalwareFamily(artifact) {
return null;
}
async extractBehaviors(analysisId) {
return [];
}
async generateIOCs(analysisId) {
return [];
}
async getFamilyInfo(familyName) {
return this.knownFamilies.get(familyName.toLowerCase()) || null;
}
async performBulkAnalysis(artifacts, options) {
return [];
}
async getAnalysisReport(analysisId) {
return this.analysisCache.get(analysisId) || null;
}
async extractBehaviorsFromArtifact(artifact) {
return [];
}
async generateIOCsFromArtifact(artifact) {
const iocs = [];
// Extract IOCs from analysis
if (artifact.hashes.md5)
iocs.push(artifact.hashes.md5);
if (artifact.hashes.sha1)
iocs.push(artifact.hashes.sha1);
if (artifact.hashes.sha256)
iocs.push(artifact.hashes.sha256);
// Extract network IOCs
artifact.analysis.networkActivity.forEach(activity => {
if (activity.suspicious) {
iocs.push(activity.destination);
}
});
return iocs;
}
startRuleUpdates() {
// Skip background timers in MCP mode to prevent EPIPE errors
if (process.env.MCP_MODE === 'true')
return;
setInterval(() => {
this.updateRules().catch(error => {
this.logger.error('Failed to update rules', { error });
});
}, 3600000); // Update every hour
}
async updateRules() {
// Update YARA rules and malware signatures
this.logger.debug('Updating malware detection rules');
}
async cancelActiveAnalyses() {
// Cancel any running analyses
this.activeAnalyses.clear();
}
}
export function createMalwareAnalysisAgentMetadata() {
const capabilities = [
{
name: 'analyze_malware',
description: 'Comprehensive malware analysis of artifacts',
inputSchema: {
type: 'object',
properties: {
caseId: { type: 'string' },
artifacts: { type: 'array' },
options: { type: 'object' }
},
required: ['caseId', 'artifacts']
},
outputSchema: {
type: 'object',
properties: {
summary: { type: 'object' },
artifacts: { type: 'array' },
detections: { type: 'array' },
recommendations: { type: 'array' }
}
}
},
{
name: 'analyze_artifact',
description: 'Analyze individual artifact for malware',
inputSchema: {
type: 'object',
properties: {
artifact: { type: 'object' },
options: { type: 'object' }
},
required: ['artifact']
},
outputSchema: {
type: 'object',
properties: {
verdict: { type: 'string' },
confidence: { type: 'number' },
analysis: { type: 'object' }
}
}
},
{
name: 'scan_with_yara',
description: 'Scan artifacts with YARA rules',
inputSchema: {
type: 'object',
properties: {
artifact: { type: 'object' },
rules: { type: 'array' }
},
required: ['artifact']
},
outputSchema: {
type: 'array',
items: { type: 'object' }
}
},
{
name: 'identify_family',
description: 'Identify malware family of artifact',
inputSchema: {
type: 'object',
properties: {
artifact: { type: 'object' }
},
required: ['artifact']
},
outputSchema: {
type: 'object'
}
}
];
return {
id: {
type: 'malware',
instance: 'primary',
uuid: crypto.randomUUID()
},
name: 'Malware Analysis Agent',
description: 'Advanced malware detection and analysis agent',
version: '1.0.0',
capabilities,
dependencies: [],
resources: {
memory: 1024,
cpu: 2
}
};
}
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