MCP Self-Learning Server

Instructions

Implementation Reference

• mcp-self-learning-server.js:1183-1195 (handler)

  The handler function for the 'trigger_learning' MCP tool. It triggers a learning cycle on the LearningEngine and returns completion stats.

  async handleTriggerLearning() {
    await this.learningEngine.performLearningCycle();
    
    return {
      success: true,
      message: 'Learning cycle completed',
      stats: {
        patterns: this.learningEngine.patterns.size,
        knowledge: this.learningEngine.knowledge.size,
        cycles: this.learningEngine.metrics.learningCycles
      }
    };
  }

• mcp-self-learning-server.js:983-990 (schema)

  Tool definition in ListTools response, including schema with no input parameters.

  {
    name: 'trigger_learning',
    description: 'Manually trigger a learning cycle',
    inputSchema: {
      type: 'object',
      properties: {}
    }
  },

• mcp-self-learning-server.js:1078-1080 (registration)

  Registration of the tool handler in the CallToolRequestSchema switch statement.

  case 'trigger_learning':
    result = await this.handleTriggerLearning();
    break;

• mcp-self-learning-server.js:269-290 (helper)

  Core learning cycle implementation called by the trigger_learning handler.

  async performLearningCycle() {
    logger.info('Performing learning cycle', { cycle: this.metrics.learningCycles + 1 });
    this.metrics.learningCycles++;
  
    // Consolidate patterns
    await this.consolidatePatterns();
    
    // Update knowledge base
    await this.updateKnowledgeBase();
    
    // Optimize performance
    await this.optimizePerformance();
    
    // Prune outdated patterns
    await this.pruneOutdatedPatterns();
  
    this.emit('learning-complete', {
      cycle: this.metrics.learningCycles,
      patternsLearned: this.patterns.size,
      knowledgeItems: this.knowledge.size
    });
  }