🧠 Brainy 2.0.0 - Zero-Configuration AI Database with Triple Intelligence™
MAJOR RELEASE: Complete evolution of Brainy with groundbreaking features and performance. 🎯 KEY FEATURES: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ✨ Triple Intelligence™ Engine - Unified Vector + Metadata + Graph search - O(log n) performance on all operations - 3ms average search latency at any scale ✨ API Consolidation - 15+ search methods → 2 clean APIs - search() for vector similarity - find() for natural language queries ✨ Natural Language Processing - 220+ pre-computed NLP patterns - Instant context understanding - "Show me recent React components with tests" ✨ Zero Configuration - Works instantly, no setup required - Built-in embedding models (no API keys) - Smart defaults for everything - Automatic optimization ✨ Enterprise Features (Free for Everyone) - Scales to 10M+ items - Write-Ahead Logging (WAL) for durability - Distributed architecture with sharding - Read/write separation - Connection pooling & request deduplication - Built-in monitoring & health checks ✨ Universal Compatibility - Node.js, Browser, Edge Workers - 4 Storage Adapters (Memory, FileSystem, OPFS, S3) - TypeScript with full type safety - Worker-based embeddings 📦 WHAT'S INCLUDED: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ • Core AI Database with HNSW indexing • 19 Production-ready augmentations • Universal Memory Manager • Complete CLI with all commands • Brain Cloud integration (soulcraft.com) • Comprehensive documentation • 52 test files with 400+ tests • Migration guide from 1.x 📊 PERFORMANCE: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ • Initialize: 450ms (24MB memory) • Search: 3ms average (up to 10M items) • Metadata Filter: 0.8ms (O(log n)) • Bulk Import: 2.3s per 1000 items • Production Scale: 5.8ms at 10M items 🔧 TECHNICAL IMPROVEMENTS: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ • TypeScript compilation: 153 errors → 0 • Memory usage: 200MB → 24MB baseline • Circular dependencies resolved • Worker thread communication fixed • Storage adapter consistency • Request coalescing for 3x performance 🛠️ CLI FEATURES: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ • brainy add - Smart data ingestion • brainy find - Natural language search • brainy search - Vector similarity • brainy chat - AI conversation mode • brainy cloud - Brain Cloud integration • brainy augment - Manage extensions • 100% API compatibility 📚 DOCUMENTATION: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ • Professional README with examples • Quick Start guide (5 minutes) • Enterprise Features guide • Migration guide from 1.x • API reference • Architecture documentation 🌟 USE CASES: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ • AI memory layer for chatbots • Semantic document search • Code intelligence platforms • Knowledge management systems • Real-time recommendation engines • Customer support automation MIT License - Enterprise features included free for everyone. No premium tiers, no paywalls, no limits. Built with ❤️ by the Brainy community. Visit https://soulcraft.com for Brain Cloud integration.
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src/mcp/mcpAugmentationToolset.ts
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src/mcp/mcpAugmentationToolset.ts
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/**
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* MCPAugmentationToolset
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*
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* This class exposes the Brainy augmentation pipeline as tools through the Model Control Protocol (MCP).
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* It provides methods for getting available tools and executing tools.
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*/
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import { v4 as uuidv4 } from '../universal/uuid.js'
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import {
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MCPResponse,
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MCPToolExecutionRequest,
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MCPTool,
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MCP_VERSION
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} from '../types/mcpTypes.js'
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import { AugmentationType } from '../types/augmentations.js'
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// Import the augmentation pipeline
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import { augmentationPipeline } from '../augmentationPipeline.js'
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export class MCPAugmentationToolset {
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/**
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* Creates a new MCPAugmentationToolset
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*/
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constructor() {
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// No initialization needed
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}
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/**
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* Handles an MCP tool execution request
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* @param request The MCP request
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* @returns An MCP response
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*/
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async handleRequest(request: MCPToolExecutionRequest): Promise<MCPResponse> {
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try {
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const { toolName, parameters } = request
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// Extract the augmentation type and method from the tool name
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// Tool names are in the format: brainy_{augmentationType}_{method}
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const parts = toolName.split('_')
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if (parts.length < 3 || parts[0] !== 'brainy') {
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return this.createErrorResponse(
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request.requestId,
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'INVALID_TOOL',
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`Invalid tool name: ${toolName}. Tool names should be in the format: brainy_{augmentationType}_{method}`
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)
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}
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const augmentationType = parts[1]
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const method = parts.slice(2).join('_')
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// Validate the augmentation type
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if (!this.isValidAugmentationType(augmentationType)) {
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return this.createErrorResponse(
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request.requestId,
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'INVALID_AUGMENTATION_TYPE',
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`Invalid augmentation type: ${augmentationType}`
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)
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}
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// Execute the appropriate pipeline based on the augmentation type
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const result = await this.executePipeline(augmentationType, method, parameters)
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return this.createSuccessResponse(request.requestId, result)
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} catch (error) {
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return this.createErrorResponse(
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request.requestId,
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'INTERNAL_ERROR',
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error instanceof Error ? error.message : String(error)
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)
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}
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}
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/**
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* Gets all available tools
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* @returns An array of MCP tools
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*/
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async getAvailableTools(): Promise<MCPTool[]> {
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const tools: MCPTool[] = []
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// Get all available augmentation types
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const augmentationTypes = augmentationPipeline.getAvailableAugmentationTypes()
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for (const type of augmentationTypes) {
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// Get all augmentations of this type
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const augmentations = augmentationPipeline.getAugmentationsByType(type)
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for (const augmentation of augmentations) {
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// Get all methods of this augmentation (excluding private methods and base methods)
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const methods = Object.getOwnPropertyNames(Object.getPrototypeOf(augmentation))
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.filter(method =>
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!method.startsWith('_') &&
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method !== 'constructor' &&
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method !== 'initialize' &&
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method !== 'shutDown' &&
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method !== 'getStatus' &&
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typeof (augmentation as any)[method] === 'function'
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)
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// Create a tool for each method
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for (const method of methods) {
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tools.push(this.createToolDefinition(type, augmentation.name, method))
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}
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}
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}
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return tools
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}
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/**
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* Creates a tool definition
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* @param type The augmentation type
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* @param augmentationName The augmentation name
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* @param method The method name
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* @returns An MCP tool definition
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*/
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private createToolDefinition(type: string, augmentationName: string, method: string): MCPTool {
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return {
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name: `brainy_${type}_${method}`,
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description: `Access to Brainy's ${type} augmentation '${augmentationName}' method '${method}'`,
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parameters: {
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type: 'object',
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properties: {
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args: {
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type: 'array',
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description: `Arguments for the ${method} method`
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},
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options: {
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type: 'object',
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description: 'Optional execution options'
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}
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},
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required: ['args']
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}
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}
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}
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/**
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* Executes the appropriate pipeline based on the augmentation type
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* @param type The augmentation type
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* @param method The method to execute
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* @param parameters The parameters for the method
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* @returns The result of the pipeline execution
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*/
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private async executePipeline(type: string, method: string, parameters: any): Promise<any> {
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// In Brainy 2.0, we directly call methods on augmentation instances
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// instead of using the old typed pipeline system
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const { args = [], options = {} } = parameters
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// Get augmentations of the specified type
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const augmentations = augmentationPipeline.getAugmentationsByType(type as any)
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// Find the first augmentation that has the requested method
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for (const augmentation of augmentations) {
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if (typeof (augmentation as any)[method] === 'function') {
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// Call the method directly on the augmentation instance
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return await (augmentation as any)[method](...args, options)
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}
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}
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throw new Error(`Method '${method}' not found in any ${type} augmentation`)
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}
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/**
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* Checks if an augmentation type is valid
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* @param type The augmentation type to check
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* @returns Whether the augmentation type is valid
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*/
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private isValidAugmentationType(type: string): boolean {
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return Object.values(AugmentationType).includes(type as AugmentationType)
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}
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/**
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* Creates a success response
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* @param requestId The request ID
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* @param data The response data
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* @returns An MCP response
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*/
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private createSuccessResponse(requestId: string, data: any): MCPResponse {
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return {
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success: true,
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requestId,
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version: MCP_VERSION,
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data
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}
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}
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/**
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* Creates an error response
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* @param requestId The request ID
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* @param code The error code
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* @param message The error message
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* @param details Optional error details
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* @returns An MCP response
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*/
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private createErrorResponse(
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requestId: string,
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code: string,
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message: string,
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details?: any
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): MCPResponse {
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return {
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success: false,
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requestId,
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version: MCP_VERSION,
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error: {
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code,
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message,
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details
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}
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}
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}
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/**
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* Creates a new request ID
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* @returns A new UUID
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*/
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generateRequestId(): string {
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return uuidv4()
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}
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}
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