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Atlas - MCP Server for comprehensive startup project management

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/** * Local AI Module - 12-Factor MCP Implementation * * This module provides AI-powered code analysis, semantic search, and embeddings * using local processing with SQLite storage for persistence. * * Key Features: * - Semantic code search using local embeddings * - Code similarity detection * - Dependency analysis * - Code change tracking * - Pattern recognition * * 12-Factor Compliance: * Factor 1: Separation of Concerns - Pure function-based tools * Factor 2: Deterministic Execution - Consistent outputs * Factor 3: Stateless Processes - No module-level state * Factor 4: Structured Outputs - JSON Schema validation * Factor 5: Contextual Memory - SQLite persistence * Factor 6: Configuration as Code - Environment-driven config * Factor 7: Contact Humans - Approval for destructive operations * Factor 8: Capabilities-based Authorization - Security layer * Factor 9: Error Self-Healing - Structured error handling * Factor 10: Performance Observability - Metrics and monitoring * Factor 11: Request Context - Full tracing support * Factor 12: Production Infrastructure - Deployment ready */ import { setupLocalAITools } from './tools.js'; // Re-export the setup function for the new architecture export { setupLocalAITools }; // Module metadata export const LOCAL_AI_MODULE = { name: 'local-ai', version: '2.0.0', description: 'AI-powered code analysis and semantic search with local processing', // 12-Factor compliance indicators factors: { separationOfConcerns: true, deterministicExecution: true, statelessProcesses: true, structuredOutputs: true, contextualMemory: true, configurationAsCode: true, contactHumans: true, capabilitiesAuth: true, errorSelfHealing: true, performanceObservability: true, requestContext: true, productionInfrastructure: true }, // Migration status migration: { from: 'file-based', to: 'sqlite', status: 'migrated', version: '2.0.0' }, // Dependencies dependencies: { storage: ['ai_embeddings', 'ai_indexing_sessions', 'ai_search_sessions', 'ai_code_changes', 'ai_dependency_analyses'], core: ['tool-framework', 'validation', 'sqlite-manager'], optional: [] } } as const;