Enhanced Architecture MCP

Instructions

Implementation Reference

• local-ai-server.js:261-305 (handler)

  Core handler function for the 'hybrid_analysis' tool. Constructs approach-specific prompts (reasoning, technical, creative) with the input data and delegates execution to the local AI via queryLocalAI method.

    async hybridAnalysis(data, approach = 'reasoning', model = 'architecture-reasoning:latest') {
      const analysisPrompts = {
        reasoning: `Analyze this data using logical reasoning and chain of thought:
  
  Data: ${data}
  
  Provide:
  1. Initial observations
  2. Logical deductions
  3. Pattern recognition
  4. Reasoning chain
  5. Conclusions
  
  Focus on logical analysis and reasoning patterns.`,
  
        technical: `Perform technical analysis of this data:
  
  Data: ${data}
  
  Provide:
  1. Technical specifications or characteristics
  2. Implementation considerations
  3. Performance implications
  4. Best practices
  5. Technical recommendations
  
  Focus on technical depth and accuracy.`,
  
        creative: `Analyze this data from creative and innovative perspectives:
  
  Data: ${data}
  
  Provide:
  1. Creative interpretations
  2. Alternative approaches
  3. Innovative applications
  4. Cross-domain connections
  5. Novel insights
  
  Focus on creativity and innovation.`
      };
  
      const prompt = analysisPrompts[approach] || analysisPrompts.reasoning;
      return await this.queryLocalAI(prompt, model, 0.7);
    }

• local-ai-server.js:93-112 (schema)

  Input schema validation for hybrid_analysis tool, defining required 'data' parameter and optional 'approach' and 'model' with defaults.

  inputSchema: {
    type: 'object',
    properties: {
      data: {
        type: 'string',
        description: 'Data to analyze'
      },
      approach: {
        type: 'string',
        description: 'Analysis approach: reasoning, technical, creative',
        default: 'reasoning'
      },
      model: {
        type: 'string',
        description: 'Local model for analysis',
        default: 'architecture-reasoning:latest'
      }
    },
    required: ['data']
  }

• local-ai-server.js:90-113 (registration)

  Tool registration entry in ListToolsRequestSchema handler, specifying name, description, and input schema.

  {
    name: 'hybrid_analysis',
    description: 'Hybrid local+cloud analysis for complex data',
    inputSchema: {
      type: 'object',
      properties: {
        data: {
          type: 'string',
          description: 'Data to analyze'
        },
        approach: {
          type: 'string',
          description: 'Analysis approach: reasoning, technical, creative',
          default: 'reasoning'
        },
        model: {
          type: 'string',
          description: 'Local model for analysis',
          default: 'architecture-reasoning:latest'
        }
      },
      required: ['data']
    }
  },

• local-ai-server.js:155-156 (registration)

  Dispatch/registration in CallToolRequestSchema switch statement, mapping tool call to hybridAnalysis handler.

  case 'hybrid_analysis':
    return await this.hybridAnalysis(args.data, args.approach, args.model);