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jay-code

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Streamlined AI CLI orchestration engine with mathematical rigor and enterprise-grade reliability

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/** * DAA (Decentralized Autonomous Agents) Tools Implementation * Ported from UI console implementation to MCP tools */ class DAAManager { constructor() { this.agents = new Map(); this.resources = new Map(); this.communications = new Map(); this.consensus = new Map(); this.capabilities = new Map(); // Metrics tracking this.metrics = { totalAgents: 0, activeAgents: 0, resourceUtilization: 0, communicationLatency: 0, consensusTime: 0, faultCount: 0, }; } // Tool 1: Dynamic Agent Creation daa_agent_create(config) { const agentId = `daa_agent_${Date.now()}_${Math.random().toString(36).substr(2, 6)}`; const agent = { id: agentId, type: config.agent_type || config.type || 'generic', capabilities: config.capabilities || [], resources: config.resources || {}, status: 'initializing', created: new Date().toISOString(), lastActivity: new Date().toISOString(), tasks: [], metadata: config.metadata || {}, }; this.agents.set(agentId, agent); this.metrics.totalAgents++; this.metrics.activeAgents++; // Initialize agent this.initializeAgent(agent); // Track in global agent tracker if available if (global.agentTracker) { global.agentTracker.trackAgent(agentId, agent); } return { success: true, agentId: agentId, agent: agent, timestamp: new Date().toISOString(), }; } // Tool 2: Capability Matching System daa_capability_match(args) { const requirements = args.task_requirements || []; const availableAgents = args.available_agents || []; const matches = []; // If specific agents provided, use those; otherwise use all DAA agents const agentsToCheck = availableAgents.length > 0 ? availableAgents.map(id => this.agents.get(id)).filter(Boolean) : Array.from(this.agents.values()); for (const agent of agentsToCheck) { if (agent.status !== 'active' && agent.status !== 'initializing') continue; const score = this.calculateCapabilityScore(agent.capabilities, requirements); if (score > 0) { matches.push({ agentId: agent.id, agentType: agent.type, score: score, capabilities: agent.capabilities, matchedRequirements: agent.capabilities.filter(cap => requirements.some(req => this.matchCapability(cap, req)) ), }); } } // Sort by score descending matches.sort((a, b) => b.score - a.score); return { success: true, matches: matches, totalCandidates: matches.length, bestMatch: matches[0] || null, timestamp: new Date().toISOString(), }; } // Tool 3: Resource Allocation daa_resource_alloc(args) { const resources = args.resources || {}; const agents = args.agents || []; const allocationId = `alloc_${Date.now()}_${Math.random().toString(36).substr(2, 6)}`; const allocation = { id: allocationId, resources: resources, agents: agents, allocated: {}, timestamp: new Date().toISOString(), }; // Simple allocation strategy: divide resources equally among agents const agentCount = agents.length || 1; const allocatedPerAgent = {}; for (const [resourceType, amount] of Object.entries(resources)) { allocatedPerAgent[resourceType] = Math.floor(amount / agentCount); } // Assign resources to each agent for (const agentId of agents) { allocation.allocated[agentId] = allocatedPerAgent; // Update agent resources const agent = this.agents.get(agentId); if (agent) { agent.resources = { ...agent.resources, ...allocatedPerAgent }; agent.lastActivity = new Date().toISOString(); } } this.resources.set(allocationId, allocation); this.metrics.resourceUtilization = this.calculateResourceUtilization(); return { success: true, allocationId: allocationId, allocation: allocation, utilization: this.metrics.resourceUtilization, timestamp: new Date().toISOString(), }; } // Tool 4: Lifecycle Management daa_lifecycle_manage(args) { const agentId = args.agentId || args.agent_id; const action = args.action; const agent = this.agents.get(agentId); if (!agent) { return { success: false, error: `Agent ${agentId} not found`, timestamp: new Date().toISOString(), }; } let result = { success: true }; const previousStatus = agent.status; switch (action) { case 'start': agent.status = 'active'; this.metrics.activeAgents++; result.message = 'Agent started'; break; case 'stop': agent.status = 'stopped'; this.metrics.activeAgents--; result.message = 'Agent stopped'; break; case 'pause': agent.status = 'paused'; result.message = 'Agent paused'; break; case 'resume': agent.status = 'active'; result.message = 'Agent resumed'; break; case 'terminate': agent.status = 'terminated'; this.metrics.activeAgents--; this.metrics.totalAgents--; result.message = 'Agent terminated'; break; default: result.success = false; result.error = `Unknown action: ${action}`; } if (result.success) { agent.lastActivity = new Date().toISOString(); result.agentId = agentId; result.previousStatus = previousStatus; result.currentStatus = agent.status; } result.timestamp = new Date().toISOString(); return result; } // Tool 5: Communication System daa_communication(args) { const from = args.from; const to = args.to; const message = args.message; const messageId = `msg_${Date.now()}_${Math.random().toString(36).substr(2, 6)}`; const communication = { id: messageId, from: from, to: to, message: message, timestamp: new Date().toISOString(), delivered: false, }; // Check if sender and receiver exist const sender = this.agents.get(from); const receiver = this.agents.get(to); if (!sender) { return { success: false, error: `Sender agent ${from} not found`, timestamp: new Date().toISOString(), }; } if (!receiver) { return { success: false, error: `Receiver agent ${to} not found`, timestamp: new Date().toISOString(), }; } // Store communication this.communications.set(messageId, communication); // Simulate delivery communication.delivered = true; communication.deliveredAt = new Date().toISOString(); // Update agent activity sender.lastActivity = new Date().toISOString(); receiver.lastActivity = new Date().toISOString(); return { success: true, messageId: messageId, from: from, to: to, delivered: true, timestamp: new Date().toISOString(), }; } // Tool 6: Consensus Mechanism daa_consensus(args) { const agents = args.agents || []; const proposal = args.proposal || {}; const consensusId = `consensus_${Date.now()}_${Math.random().toString(36).substr(2, 6)}`; const votes = new Map(); // Simulate voting - each agent votes based on simple criteria for (const agentId of agents) { const agent = this.agents.get(agentId); if (agent && agent.status === 'active') { // Simple voting logic: 70% chance of approval const vote = Math.random() > 0.3; votes.set(agentId, vote); } } const totalVotes = votes.size; const approvals = Array.from(votes.values()).filter(v => v).length; const approved = approvals > totalVotes / 2; const consensus = { id: consensusId, proposal: proposal, agents: agents, votes: Object.fromEntries(votes), totalVotes: totalVotes, approvals: approvals, rejections: totalVotes - approvals, approved: approved, timestamp: new Date().toISOString(), }; this.consensus.set(consensusId, consensus); return { success: true, consensusId: consensusId, approved: approved, votes: consensus.votes, summary: { total: totalVotes, approvals: approvals, rejections: totalVotes - approvals, approvalRate: totalVotes > 0 ? (approvals / totalVotes) : 0, }, timestamp: new Date().toISOString(), }; } // Helper methods initializeAgent(agent) { setTimeout(() => { agent.status = 'active'; agent.lastActivity = new Date().toISOString(); }, 100); } calculateCapabilityScore(agentCaps, requirements) { if (!agentCaps || !requirements) return 0; let matches = 0; for (const req of requirements) { if (agentCaps.some(cap => this.matchCapability(cap, req))) { matches++; } } return requirements.length > 0 ? (matches / requirements.length) : 0; } matchCapability(capability, requirement) { // Simple string matching for now return capability.toLowerCase().includes(requirement.toLowerCase()) || requirement.toLowerCase().includes(capability.toLowerCase()); } calculateResourceUtilization() { let totalAllocated = 0; let totalCapacity = 0; for (const allocation of this.resources.values()) { for (const amount of Object.values(allocation.resources)) { totalCapacity += amount; } for (const agentAlloc of Object.values(allocation.allocated)) { for (const amount of Object.values(agentAlloc)) { totalAllocated += amount; } } } return totalCapacity > 0 ? (totalAllocated / totalCapacity) : 0; } } // Create singleton instance const daaManager = new DAAManager(); // Export for use in MCP tools if (typeof module !== 'undefined' && module.exports) { module.exports = daaManager; } // Also make available globally if (typeof global !== 'undefined') { global.daaManager = daaManager; }