/**
 * MCP Tools for Emergence System
 * Provides MCP interface to the emergence capabilities
 */
import { EmergenceSystem } from '../../emergence/index.js';
export class EmergenceTools {
    emergenceSystem;
    constructor(config) {
        this.emergenceSystem = new EmergenceSystem(config);
    }
    getTools() {
        return [
            {
                name: 'emergence_process',
                description: 'Process input through the emergence system for novel outputs',
                inputSchema: {
                    type: 'object',
                    properties: {
                        input: {
                            description: 'Input to process through emergence system'
                        },
                        tools: {
                            type: 'array',
                            items: { type: 'object' },
                            description: 'Available tools for processing',
                            default: []
                        }
                    },
                    required: ['input']
                }
            },
            {
                name: 'emergence_generate_diverse',
                description: 'Generate multiple diverse emergent responses',
                inputSchema: {
                    type: 'object',
                    properties: {
                        input: {
                            description: 'Input for diverse response generation'
                        },
                        count: {
                            type: 'number',
                            description: 'Number of diverse responses to generate',
                            default: 3,
                            minimum: 1,
                            maximum: 10
                        },
                        tools: {
                            type: 'array',
                            items: { type: 'object' },
                            description: 'Available tools',
                            default: []
                        }
                    },
                    required: ['input']
                }
            },
            {
                name: 'emergence_analyze_capabilities',
                description: 'Analyze current emergent capabilities of the system',
                inputSchema: {
                    type: 'object',
                    properties: {
                        detailed: {
                            type: 'boolean',
                            description: 'Include detailed analysis',
                            default: true
                        }
                    }
                }
            },
            {
                name: 'emergence_force_evolution',
                description: 'Force system evolution toward a specific capability',
                inputSchema: {
                    type: 'object',
                    properties: {
                        targetCapability: {
                            type: 'string',
                            description: 'Target capability to evolve toward'
                        }
                    },
                    required: ['targetCapability']
                }
            },
            {
                name: 'emergence_get_stats',
                description: 'Get comprehensive emergence system statistics',
                inputSchema: {
                    type: 'object',
                    properties: {
                        component: {
                            type: 'string',
                            enum: ['all', 'self_modification', 'learning', 'exploration', 'sharing', 'feedback', 'capabilities'],
                            description: 'Component to get stats for',
                            default: 'all'
                        }
                    }
                }
            },
            {
                name: 'emergence_test_scenarios',
                description: 'Run test scenarios to verify emergent capabilities',
                inputSchema: {
                    type: 'object',
                    properties: {
                        scenarios: {
                            type: 'array',
                            items: { type: 'string' },
                            description: 'Test scenarios to run',
                            default: ['self_modification', 'persistent_learning', 'stochastic_exploration', 'cross_tool_sharing']
                        }
                    }
                }
            }
        ];
    }
    async handleToolCall(name, args) {
        try {
            switch (name) {
                case 'emergence_process':
                    return await this.emergenceSystem.processWithEmergence(args.input, args.tools || []);
                case 'emergence_generate_diverse':
                    return await this.emergenceSystem.generateEmergentResponses(args.input, args.count || 3, args.tools || []);
                case 'emergence_analyze_capabilities':
                    return await this.emergenceSystem.analyzeEmergentCapabilities();
                case 'emergence_force_evolution':
                    return await this.emergenceSystem.forceEvolution(args.targetCapability);
                case 'emergence_get_stats':
                    const stats = this.emergenceSystem.getEmergenceStats();
                    if (args.component && args.component !== 'all') {
                        return { component: args.component, stats: stats.components[args.component] };
                    }
                    return stats;
                case 'emergence_test_scenarios':
                    return await this.runTestScenarios(args.scenarios);
                default:
                    throw new Error(`Unknown emergence tool: ${name}`);
            }
        }
        catch (error) {
            return {
                success: false,
                error: error instanceof Error ? error.message : 'Unknown error',
                tool: name,
                args
            };
        }
    }
    /**
     * Run test scenarios to verify emergence capabilities
     */
    async runTestScenarios(scenarios) {
        const results = {
            timestamp: Date.now(),
            scenarios: scenarios.length,
            results: []
        };
        for (const scenario of scenarios) {
            const testResult = await this.runSingleTestScenario(scenario);
            results.results.push(testResult);
        }
        const overallSuccess = results.results.every(r => r.success);
        const averageScore = results.results.reduce((sum, r) => sum + (r.score || 0), 0) / results.results.length;
        return {
            ...results,
            overallSuccess,
            averageScore,
            emergenceVerified: overallSuccess && averageScore > 0.7
        };
    }
    /**
     * Run a single test scenario
     */
    async runSingleTestScenario(scenario) {
        const testInput = this.generateTestInput(scenario);
        const startTime = Date.now();
        try {
            switch (scenario) {
                case 'self_modification':
                    return await this.testSelfModification(testInput);
                case 'persistent_learning':
                    return await this.testPersistentLearning(testInput);
                case 'stochastic_exploration':
                    return await this.testStochasticExploration(testInput);
                case 'cross_tool_sharing':
                    return await this.testCrossToolSharing(testInput);
                case 'feedback_loops':
                    return await this.testFeedbackLoops(testInput);
                case 'emergent_capabilities':
                    return await this.testEmergentCapabilities(testInput);
                default:
                    return {
                        scenario,
                        success: false,
                        error: `Unknown test scenario: ${scenario}`,
                        duration: Date.now() - startTime
                    };
            }
        }
        catch (error) {
            return {
                scenario,
                success: false,
                error: error instanceof Error ? error.message : 'Test failed',
                duration: Date.now() - startTime
            };
        }
    }
    /**
     * Test self-modification capabilities
     */
    async testSelfModification(testInput) {
        const startTime = Date.now();
        // Process input that should trigger self-modification
        const result = await this.emergenceSystem.processWithEmergence(testInput.selfModificationTrigger);
        const modifications = result.emergenceSession.results.modifications || [];
        const hasModifications = modifications.length > 0;
        return {
            scenario: 'self_modification',
            success: hasModifications,
            score: hasModifications ? 0.8 : 0.2,
            evidence: {
                modificationsApplied: modifications.length,
                modificationTypes: modifications.map(m => m.modification),
                sessionId: result.emergenceSession.sessionId
            },
            duration: Date.now() - startTime
        };
    }
    /**
     * Test persistent learning capabilities
     */
    async testPersistentLearning(testInput) {
        const startTime = Date.now();
        // Process multiple related inputs to test learning
        const learningSequence = testInput.learningSequence;
        const results = [];
        for (const input of learningSequence) {
            const result = await this.emergenceSystem.processWithEmergence(input);
            results.push(result);
        }
        // Check if later results show learning from earlier ones
        const learningEvidence = results.some(r => r.emergenceSession.results.learning &&
            r.emergenceSession.results.learning.success);
        const stats = this.emergenceSystem.getEmergenceStats();
        const hasLearningTriples = stats.components.learning.totalTriples > 0;
        return {
            scenario: 'persistent_learning',
            success: learningEvidence && hasLearningTriples,
            score: learningEvidence ? 0.9 : 0.3,
            evidence: {
                learningTriples: stats.components.learning.totalTriples,
                sessionsProcessed: results.length,
                learningDetected: learningEvidence
            },
            duration: Date.now() - startTime
        };
    }
    /**
     * Test stochastic exploration capabilities
     */
    async testStochasticExploration(testInput) {
        const startTime = Date.now();
        // Generate multiple responses to same input to test variability
        const responses = await this.emergenceSystem.generateEmergentResponses(testInput.explorationTrigger, 5);
        // Check for diversity in responses
        const diversityScore = this.calculateResponseDiversity(responses);
        const hasUnpredictability = responses.some(r => r.novelty > 0.5);
        return {
            scenario: 'stochastic_exploration',
            success: diversityScore > 0.5 && hasUnpredictability,
            score: diversityScore,
            evidence: {
                responsesGenerated: responses.length,
                diversityScore,
                averageNovelty: responses.reduce((sum, r) => sum + r.novelty, 0) / responses.length,
                maxNovelty: Math.max(...responses.map(r => r.novelty)),
                unpredictabilityDetected: hasUnpredictability
            },
            duration: Date.now() - startTime
        };
    }
    /**
     * Test cross-tool sharing capabilities
     */
    async testCrossToolSharing(testInput) {
        const startTime = Date.now();
        // Process input with multiple tools to test sharing
        const mockTools = [
            { name: 'tool1', process: (input) => ({ tool1_result: input }) },
            { name: 'tool2', process: (input) => ({ tool2_result: input }) },
            { name: 'tool3', process: (input) => ({ tool3_result: input }) }
        ];
        const result = await this.emergenceSystem.processWithEmergence(testInput.sharingTrigger, mockTools);
        const sharedInfo = result.emergenceSession.results.sharedInformation || [];
        const hasSharing = sharedInfo.length > 0;
        const stats = this.emergenceSystem.getEmergenceStats();
        const sharingStats = stats.components.sharing;
        return {
            scenario: 'cross_tool_sharing',
            success: hasSharing && sharingStats.totalFlows > 0,
            score: hasSharing ? 0.8 : 0.2,
            evidence: {
                sharedInformationCount: sharedInfo.length,
                totalFlows: sharingStats.totalFlows,
                activeConnections: sharingStats.totalConnections,
                sharingDetected: hasSharing
            },
            duration: Date.now() - startTime
        };
    }
    /**
     * Test feedback loop capabilities
     */
    async testFeedbackLoops(testInput) {
        const startTime = Date.now();
        // Process inputs that should trigger feedback and adaptation
        const result1 = await this.emergenceSystem.processWithEmergence(testInput.feedbackTrigger);
        const result2 = await this.emergenceSystem.processWithEmergence(testInput.feedbackTrigger);
        const behaviorMods1 = result1.emergenceSession.results.behaviorModifications || [];
        const behaviorMods2 = result2.emergenceSession.results.behaviorModifications || [];
        const hasFeedback = behaviorMods1.length > 0 || behaviorMods2.length > 0;
        const showsAdaptation = behaviorMods2.length !== behaviorMods1.length; // Different behavior
        return {
            scenario: 'feedback_loops',
            success: hasFeedback,
            score: hasFeedback ? (showsAdaptation ? 0.9 : 0.6) : 0.2,
            evidence: {
                firstSessionMods: behaviorMods1.length,
                secondSessionMods: behaviorMods2.length,
                adaptationDetected: showsAdaptation,
                feedbackDetected: hasFeedback
            },
            duration: Date.now() - startTime
        };
    }
    /**
     * Test emergent capability detection
     */
    async testEmergentCapabilities(testInput) {
        const startTime = Date.now();
        // Process novel input to trigger capability detection
        const result = await this.emergenceSystem.processWithEmergence(testInput.novelTrigger);
        const emergentCapabilities = result.emergenceSession.results.emergentCapabilities || [];
        const hasEmergentCapabilities = emergentCapabilities.length > 0;
        const capabilityAnalysis = await this.emergenceSystem.analyzeEmergentCapabilities();
        return {
            scenario: 'emergent_capabilities',
            success: hasEmergentCapabilities,
            score: hasEmergentCapabilities ? 0.9 : 0.3,
            evidence: {
                capabilitiesDetected: emergentCapabilities.length,
                capabilityTypes: emergentCapabilities.map(c => c.type),
                overallEmergenceLevel: capabilityAnalysis.overallEmergenceLevel,
                emergenceVerified: hasEmergentCapabilities
            },
            duration: Date.now() - startTime
        };
    }
    /**
     * Generate test input for scenarios
     */
    generateTestInput(scenario) {
        const baseInputs = {
            selfModificationTrigger: {
                type: 'complex_problem',
                description: 'Multi-step reasoning problem requiring adaptive approach',
                complexity: 0.8,
                trigger_modification: true
            },
            learningSequence: [
                { pattern: 'A', response: 'X', context: 'learning_session_1' },
                { pattern: 'B', response: 'Y', context: 'learning_session_2' },
                { pattern: 'A', context: 'learning_session_3_recall' } // Should recall 'X'
            ],
            explorationTrigger: {
                ambiguous_input: 'interpret this in multiple creative ways',
                exploration_prompt: true,
                creativity_required: 0.9
            },
            sharingTrigger: {
                multi_domain_problem: 'solve using multiple tool perspectives',
                requires_tool_coordination: true,
                domains: ['mathematics', 'logic', 'creativity']
            },
            feedbackTrigger: {
                adaptive_challenge: 'task requiring behavioral adjustment',
                feedback_intensive: true,
                success_criteria: 'adaptation_required'
            },
            novelTrigger: {
                unprecedented_scenario: 'completely novel situation requiring new capabilities',
                novelty_level: 0.95,
                capability_emergence_expected: true
            }
        };
        return baseInputs;
    }
    /**
     * Calculate diversity in responses
     */
    calculateResponseDiversity(responses) {
        if (responses.length < 2)
            return 0;
        // Simple diversity measure based on response differences
        let totalDiversity = 0;
        let comparisons = 0;
        for (let i = 0; i < responses.length; i++) {
            for (let j = i + 1; j < responses.length; j++) {
                const similarity = this.calculateResponseSimilarity(responses[i], responses[j]);
                totalDiversity += (1 - similarity);
                comparisons++;
            }
        }
        return comparisons > 0 ? totalDiversity / comparisons : 0;
    }
    /**
     * Calculate similarity between two responses
     */
    calculateResponseSimilarity(response1, response2) {
        // Simple similarity calculation
        const str1 = JSON.stringify(response1.response);
        const str2 = JSON.stringify(response2.response);
        if (str1 === str2)
            return 1.0;
        // Character-level similarity
        const maxLength = Math.max(str1.length, str2.length);
        let matches = 0;
        for (let i = 0; i < Math.min(str1.length, str2.length); i++) {
            if (str1[i] === str2[i])
                matches++;
        }
        return matches / maxLength;
    }
}