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# Directory Structure

```
├── .dockerignore
├── .eslintignore
├── .eslintrc.json
├── .github
│   ├── agents
│   │   ├── documcp-ast.md
│   │   ├── documcp-deploy.md
│   │   ├── documcp-memory.md
│   │   ├── documcp-test.md
│   │   └── documcp-tool.md
│   ├── copilot-instructions.md
│   ├── dependabot.yml
│   ├── ISSUE_TEMPLATE
│   │   ├── automated-changelog.md
│   │   ├── bug_report.md
│   │   ├── bug_report.yml
│   │   ├── documentation_issue.md
│   │   ├── feature_request.md
│   │   ├── feature_request.yml
│   │   ├── npm-publishing-fix.md
│   │   └── release_improvements.md
│   ├── PULL_REQUEST_TEMPLATE.md
│   ├── release-drafter.yml
│   └── workflows
│       ├── auto-merge.yml
│       ├── ci.yml
│       ├── codeql.yml
│       ├── dependency-review.yml
│       ├── deploy-docs.yml
│       ├── README.md
│       ├── release-drafter.yml
│       └── release.yml
├── .gitignore
├── .husky
│   ├── commit-msg
│   └── pre-commit
├── .linkcheck.config.json
├── .markdown-link-check.json
├── .nvmrc
├── .pre-commit-config.yaml
├── .versionrc.json
├── CHANGELOG.md
├── CODE_OF_CONDUCT.md
├── commitlint.config.js
├── CONTRIBUTING.md
├── docker-compose.docs.yml
├── Dockerfile.docs
├── docs
│   ├── .docusaurus
│   │   ├── docusaurus-plugin-content-docs
│   │   │   └── default
│   │   │       └── __mdx-loader-dependency.json
│   │   └── docusaurus-plugin-content-pages
│   │       └── default
│   │           └── __plugin.json
│   ├── adrs
│   │   ├── 001-mcp-server-architecture.md
│   │   ├── 002-repository-analysis-engine.md
│   │   ├── 003-static-site-generator-recommendation-engine.md
│   │   ├── 004-diataxis-framework-integration.md
│   │   ├── 005-github-pages-deployment-automation.md
│   │   ├── 006-mcp-tools-api-design.md
│   │   ├── 007-mcp-prompts-and-resources-integration.md
│   │   ├── 008-intelligent-content-population-engine.md
│   │   ├── 009-content-accuracy-validation-framework.md
│   │   ├── 010-mcp-resource-pattern-redesign.md
│   │   └── README.md
│   ├── api
│   │   ├── .nojekyll
│   │   ├── assets
│   │   │   ├── hierarchy.js
│   │   │   ├── highlight.css
│   │   │   ├── icons.js
│   │   │   ├── icons.svg
│   │   │   ├── main.js
│   │   │   ├── navigation.js
│   │   │   ├── search.js
│   │   │   └── style.css
│   │   ├── hierarchy.html
│   │   ├── index.html
│   │   ├── modules.html
│   │   └── variables
│   │       └── TOOLS.html
│   ├── assets
│   │   └── logo.svg
│   ├── development
│   │   └── MCP_INSPECTOR_TESTING.md
│   ├── docusaurus.config.js
│   ├── explanation
│   │   ├── architecture.md
│   │   └── index.md
│   ├── guides
│   │   ├── link-validation.md
│   │   ├── playwright-integration.md
│   │   └── playwright-testing-workflow.md
│   ├── how-to
│   │   ├── analytics-setup.md
│   │   ├── custom-domains.md
│   │   ├── documentation-freshness-tracking.md
│   │   ├── github-pages-deployment.md
│   │   ├── index.md
│   │   ├── local-testing.md
│   │   ├── performance-optimization.md
│   │   ├── prompting-guide.md
│   │   ├── repository-analysis.md
│   │   ├── seo-optimization.md
│   │   ├── site-monitoring.md
│   │   ├── troubleshooting.md
│   │   └── usage-examples.md
│   ├── index.md
│   ├── knowledge-graph.md
│   ├── package-lock.json
│   ├── package.json
│   ├── phase-2-intelligence.md
│   ├── reference
│   │   ├── api-overview.md
│   │   ├── cli.md
│   │   ├── configuration.md
│   │   ├── deploy-pages.md
│   │   ├── index.md
│   │   ├── mcp-tools.md
│   │   └── prompt-templates.md
│   ├── research
│   │   ├── cross-domain-integration
│   │   │   └── README.md
│   │   ├── domain-1-mcp-architecture
│   │   │   ├── index.md
│   │   │   └── mcp-performance-research.md
│   │   ├── domain-2-repository-analysis
│   │   │   └── README.md
│   │   ├── domain-3-ssg-recommendation
│   │   │   ├── index.md
│   │   │   └── ssg-performance-analysis.md
│   │   ├── domain-4-diataxis-integration
│   │   │   └── README.md
│   │   ├── domain-5-github-deployment
│   │   │   ├── github-pages-security-analysis.md
│   │   │   └── index.md
│   │   ├── domain-6-api-design
│   │   │   └── README.md
│   │   ├── README.md
│   │   ├── research-integration-summary-2025-01-14.md
│   │   ├── research-progress-template.md
│   │   └── research-questions-2025-01-14.md
│   ├── robots.txt
│   ├── sidebars.js
│   ├── sitemap.xml
│   ├── src
│   │   └── css
│   │       └── custom.css
│   └── tutorials
│       ├── development-setup.md
│       ├── environment-setup.md
│       ├── first-deployment.md
│       ├── getting-started.md
│       ├── index.md
│       ├── memory-workflows.md
│       └── user-onboarding.md
├── jest.config.js
├── LICENSE
├── Makefile
├── MCP_PHASE2_IMPLEMENTATION.md
├── mcp-config-example.json
├── mcp.json
├── package-lock.json
├── package.json
├── README.md
├── release.sh
├── scripts
│   └── check-package-structure.cjs
├── SECURITY.md
├── setup-precommit.sh
├── src
│   ├── benchmarks
│   │   └── performance.ts
│   ├── index.ts
│   ├── memory
│   │   ├── contextual-retrieval.ts
│   │   ├── deployment-analytics.ts
│   │   ├── enhanced-manager.ts
│   │   ├── export-import.ts
│   │   ├── freshness-kg-integration.ts
│   │   ├── index.ts
│   │   ├── integration.ts
│   │   ├── kg-code-integration.ts
│   │   ├── kg-health.ts
│   │   ├── kg-integration.ts
│   │   ├── kg-link-validator.ts
│   │   ├── kg-storage.ts
│   │   ├── knowledge-graph.ts
│   │   ├── learning.ts
│   │   ├── manager.ts
│   │   ├── multi-agent-sharing.ts
│   │   ├── pruning.ts
│   │   ├── schemas.ts
│   │   ├── storage.ts
│   │   ├── temporal-analysis.ts
│   │   ├── user-preferences.ts
│   │   └── visualization.ts
│   ├── prompts
│   │   └── technical-writer-prompts.ts
│   ├── scripts
│   │   └── benchmark.ts
│   ├── templates
│   │   └── playwright
│   │       ├── accessibility.spec.template.ts
│   │       ├── Dockerfile.template
│   │       ├── docs-e2e.workflow.template.yml
│   │       ├── link-validation.spec.template.ts
│   │       └── playwright.config.template.ts
│   ├── tools
│   │   ├── analyze-deployments.ts
│   │   ├── analyze-readme.ts
│   │   ├── analyze-repository.ts
│   │   ├── check-documentation-links.ts
│   │   ├── deploy-pages.ts
│   │   ├── detect-gaps.ts
│   │   ├── evaluate-readme-health.ts
│   │   ├── generate-config.ts
│   │   ├── generate-contextual-content.ts
│   │   ├── generate-llm-context.ts
│   │   ├── generate-readme-template.ts
│   │   ├── generate-technical-writer-prompts.ts
│   │   ├── kg-health-check.ts
│   │   ├── manage-preferences.ts
│   │   ├── manage-sitemap.ts
│   │   ├── optimize-readme.ts
│   │   ├── populate-content.ts
│   │   ├── readme-best-practices.ts
│   │   ├── recommend-ssg.ts
│   │   ├── setup-playwright-tests.ts
│   │   ├── setup-structure.ts
│   │   ├── sync-code-to-docs.ts
│   │   ├── test-local-deployment.ts
│   │   ├── track-documentation-freshness.ts
│   │   ├── update-existing-documentation.ts
│   │   ├── validate-content.ts
│   │   ├── validate-documentation-freshness.ts
│   │   ├── validate-readme-checklist.ts
│   │   └── verify-deployment.ts
│   ├── types
│   │   └── api.ts
│   ├── utils
│   │   ├── ast-analyzer.ts
│   │   ├── code-scanner.ts
│   │   ├── content-extractor.ts
│   │   ├── drift-detector.ts
│   │   ├── freshness-tracker.ts
│   │   ├── language-parsers-simple.ts
│   │   ├── permission-checker.ts
│   │   └── sitemap-generator.ts
│   └── workflows
│       └── documentation-workflow.ts
├── test-docs-local.sh
├── tests
│   ├── api
│   │   └── mcp-responses.test.ts
│   ├── benchmarks
│   │   └── performance.test.ts
│   ├── edge-cases
│   │   └── error-handling.test.ts
│   ├── functional
│   │   └── tools.test.ts
│   ├── integration
│   │   ├── kg-documentation-workflow.test.ts
│   │   ├── knowledge-graph-workflow.test.ts
│   │   ├── mcp-readme-tools.test.ts
│   │   ├── memory-mcp-tools.test.ts
│   │   ├── readme-technical-writer.test.ts
│   │   └── workflow.test.ts
│   ├── memory
│   │   ├── contextual-retrieval.test.ts
│   │   ├── enhanced-manager.test.ts
│   │   ├── export-import.test.ts
│   │   ├── freshness-kg-integration.test.ts
│   │   ├── kg-code-integration.test.ts
│   │   ├── kg-health.test.ts
│   │   ├── kg-link-validator.test.ts
│   │   ├── kg-storage-validation.test.ts
│   │   ├── kg-storage.test.ts
│   │   ├── knowledge-graph-enhanced.test.ts
│   │   ├── knowledge-graph.test.ts
│   │   ├── learning.test.ts
│   │   ├── manager-advanced.test.ts
│   │   ├── manager.test.ts
│   │   ├── mcp-resource-integration.test.ts
│   │   ├── mcp-tool-persistence.test.ts
│   │   ├── schemas.test.ts
│   │   ├── storage.test.ts
│   │   ├── temporal-analysis.test.ts
│   │   └── user-preferences.test.ts
│   ├── performance
│   │   ├── memory-load-testing.test.ts
│   │   └── memory-stress-testing.test.ts
│   ├── prompts
│   │   ├── guided-workflow-prompts.test.ts
│   │   └── technical-writer-prompts.test.ts
│   ├── server.test.ts
│   ├── setup.ts
│   ├── tools
│   │   ├── all-tools.test.ts
│   │   ├── analyze-coverage.test.ts
│   │   ├── analyze-deployments.test.ts
│   │   ├── analyze-readme.test.ts
│   │   ├── analyze-repository.test.ts
│   │   ├── check-documentation-links.test.ts
│   │   ├── deploy-pages-kg-retrieval.test.ts
│   │   ├── deploy-pages-tracking.test.ts
│   │   ├── deploy-pages.test.ts
│   │   ├── detect-gaps.test.ts
│   │   ├── evaluate-readme-health.test.ts
│   │   ├── generate-contextual-content.test.ts
│   │   ├── generate-llm-context.test.ts
│   │   ├── generate-readme-template.test.ts
│   │   ├── generate-technical-writer-prompts.test.ts
│   │   ├── kg-health-check.test.ts
│   │   ├── manage-sitemap.test.ts
│   │   ├── optimize-readme.test.ts
│   │   ├── readme-best-practices.test.ts
│   │   ├── recommend-ssg-historical.test.ts
│   │   ├── recommend-ssg-preferences.test.ts
│   │   ├── recommend-ssg.test.ts
│   │   ├── simple-coverage.test.ts
│   │   ├── sync-code-to-docs.test.ts
│   │   ├── test-local-deployment.test.ts
│   │   ├── tool-error-handling.test.ts
│   │   ├── track-documentation-freshness.test.ts
│   │   ├── validate-content.test.ts
│   │   ├── validate-documentation-freshness.test.ts
│   │   └── validate-readme-checklist.test.ts
│   ├── types
│   │   └── type-safety.test.ts
│   └── utils
│       ├── ast-analyzer.test.ts
│       ├── content-extractor.test.ts
│       ├── drift-detector.test.ts
│       ├── freshness-tracker.test.ts
│       └── sitemap-generator.test.ts
├── tsconfig.json
└── typedoc.json
```

# Files

--------------------------------------------------------------------------------
/docs/adrs/008-intelligent-content-population-engine.md:
--------------------------------------------------------------------------------

```markdown
   1 | ---
   2 | id: 008-intelligent-content-population-engine
   3 | title: "ADR-008: Intelligent Content Population Engine"
   4 | sidebar_label: "ADR-8: Intelligent Content Population Engine"
   5 | sidebar_position: 8
   6 | documcp:
   7 |   last_updated: "2025-11-20T00:46:21.942Z"
   8 |   last_validated: "2025-11-20T00:46:21.942Z"
   9 |   auto_updated: false
  10 |   update_frequency: monthly
  11 | ---
  12 | 
  13 | # ADR-008: Intelligent Content Population Engine for Diataxis Documentation
  14 | 
  15 | ## Status
  16 | 
  17 | Accepted
  18 | 
  19 | ## Context
  20 | 
  21 | DocuMCP currently creates excellent Diataxis-compliant documentation structures through ADR-004 and ADR-006, but produces only skeleton content with placeholder text. This creates a significant gap between the framework's potential and delivered value, requiring users to manually populate all documentation content despite having comprehensive repository analysis data available.
  22 | 
  23 | The current `setup-structure` tool (from ADR-006) provides:
  24 | 
  25 | - ✅ Professional Diataxis directory structure
  26 | - ✅ SSG-specific configuration and frontmatter
  27 | - ✅ Basic template content explaining Diataxis categories
  28 | - ❌ **Missing**: Project-specific content analysis and intelligent population
  29 | - ❌ **Missing**: Repository analysis integration for content suggestions
  30 | - ❌ **Missing**: Technology-specific documentation generation
  31 | 
  32 | **Current User Journey:**
  33 | 
  34 | 1. Repository analysis identifies TypeScript project with Express.js, PostgreSQL, Jest tests
  35 | 2. Diataxis structure created with generic placeholder content
  36 | 3. User must manually research and write all tutorials, how-to guides, reference docs, and explanations
  37 | 4. **Result**: 8-20 hours of manual documentation work despite intelligent analysis
  38 | 
  39 | **Target User Journey:**
  40 | 
  41 | 1. Repository analysis identifies project characteristics and technology stack
  42 | 2. Intelligent content population generates project-specific documentation
  43 | 3. User reviews and refines 60-80% pre-populated, contextually relevant content
  44 | 4. **Result**: 1-2 hours of refinement work with professional-quality starting point
  45 | 
  46 | Key gaps identified:
  47 | 
  48 | - Repository analysis data (125 files, TypeScript/JavaScript ecosystem, test infrastructure) not leveraged for content generation
  49 | - Extensive technology detection capabilities underutilized for creating relevant examples
  50 | - Diataxis framework implementation incomplete without intelligent content planning (ADR-004, lines 153-192)
  51 | - Competitive disadvantage: users get empty templates instead of intelligent assistance
  52 | 
  53 | ## Decision
  54 | 
  55 | We will implement an Intelligent Content Population Engine that bridges repository analysis with Diataxis content generation, creating the missing layer between structural generation and user-ready documentation.
  56 | 
  57 | ### Architecture Overview:
  58 | 
  59 | #### 1. Content Intelligence Engine
  60 | 
  61 | **Purpose**: Transform repository analysis into structured content plans
  62 | **Core Capabilities**:
  63 | 
  64 | - Project characteristic analysis (technology stack, architecture patterns, API surfaces)
  65 | - User journey mapping to appropriate Diataxis categories
  66 | - Content gap identification and priority assignment
  67 | - Technology-specific example and code snippet generation
  68 | 
  69 | #### 2. Project-Aware Content Generators
  70 | 
  71 | **Purpose**: Create contextually relevant content for each Diataxis category
  72 | **Scope**: Four specialized generators aligned with Diataxis framework:
  73 | 
  74 | ##### Tutorial Content Generator
  75 | 
  76 | - **Getting Started**: Framework-specific installation, setup, and first success
  77 | - **Feature Tutorials**: Based on detected APIs, key dependencies, and project complexity
  78 | - **Integration Tutorials**: For detected services, databases, and external dependencies
  79 | 
  80 | ##### How-To Guide Generator
  81 | 
  82 | - **Common Tasks**: Derived from project type and technology stack
  83 | - **Troubleshooting**: Based on detected tools, frameworks, and common pain points
  84 | - **Deployment Guides**: Technology-specific deployment patterns and best practices
  85 | 
  86 | ##### Reference Documentation Generator
  87 | 
  88 | - **API Documentation**: Auto-generate from detected API surfaces and endpoints
  89 | - **Configuration Reference**: Based on identified config files and environment variables
  90 | - **CLI Reference**: For detected command-line tools and scripts
  91 | 
  92 | ##### Explanation Content Generator
  93 | 
  94 | - **Architecture Overview**: Based on detected patterns, dependencies, and project structure
  95 | - **Design Decisions**: Technology choices and their implications
  96 | - **Concept Explanations**: Framework and domain-specific concepts
  97 | 
  98 | #### 3. Repository Analysis Integration Layer
  99 | 
 100 | **Purpose**: Bridge analysis data with content generation
 101 | **Integration Points**:
 102 | 
 103 | - Language ecosystem analysis → Technology-specific content
 104 | - Dependency analysis → Framework integration guides
 105 | - Project structure analysis → Architecture documentation
 106 | - Complexity assessment → Content depth and sophistication level
 107 | 
 108 | ### Implementation Architecture:
 109 | 
 110 | ```typescript
 111 | interface ContentPopulationEngine {
 112 |   // Core engine interface
 113 |   populateContent(
 114 |     analysisId: string,
 115 |     docsPath: string,
 116 |     options: PopulationOptions,
 117 |   ): Promise<PopulationResult>;
 118 | 
 119 |   // Content planning
 120 |   generateContentPlan(analysis: RepositoryAnalysis): ContentPlan;
 121 |   identifyContentGaps(
 122 |     existing: ExistingContent,
 123 |     plan: ContentPlan,
 124 |   ): ContentGap[];
 125 | 
 126 |   // Content generation
 127 |   generateTutorialContent(
 128 |     plan: TutorialPlan,
 129 |     context: ProjectContext,
 130 |   ): TutorialContent;
 131 |   generateHowToContent(plan: HowToPlan, context: ProjectContext): HowToContent;
 132 |   generateReferenceContent(
 133 |     plan: ReferencePlan,
 134 |     context: ProjectContext,
 135 |   ): ReferenceContent;
 136 |   generateExplanationContent(
 137 |     plan: ExplanationPlan,
 138 |     context: ProjectContext,
 139 |   ): ExplanationContent;
 140 | }
 141 | 
 142 | interface PopulationOptions {
 143 |   level: "basic" | "comprehensive" | "intelligent";
 144 |   includeCodeExamples: boolean;
 145 |   projectSpecific: boolean;
 146 |   preserveExisting: boolean;
 147 |   customizationProfile?: CustomizationProfile;
 148 | }
 149 | 
 150 | interface ContentPlan {
 151 |   tutorials: TutorialSuggestion[];
 152 |   howToGuides: HowToSuggestion[];
 153 |   reference: ReferenceSuggestion[];
 154 |   explanation: ExplanationSuggestion[];
 155 |   crossReferences: ContentRelationship[];
 156 |   estimatedEffort: EffortEstimate;
 157 | }
 158 | 
 159 | interface ProjectContext {
 160 |   primaryLanguage: string;
 161 |   frameworks: Framework[];
 162 |   architecture: ArchitecturePattern;
 163 |   apiSurfaces: APIAnalysis[];
 164 |   deploymentTargets: DeploymentTarget[];
 165 |   testingFrameworks: TestingFramework[];
 166 |   dependencies: DependencyAnalysis;
 167 | }
 168 | ```
 169 | 
 170 | ### Content Generation Algorithms:
 171 | 
 172 | #### Tutorial Generation Algorithm
 173 | 
 174 | ```typescript
 175 | function generateTutorials(analysis: RepositoryAnalysis): TutorialSuggestion[] {
 176 |   const suggestions: TutorialSuggestion[] = [];
 177 | 
 178 |   // Always include getting started
 179 |   suggestions.push({
 180 |     title: `Getting Started with ${analysis.metadata.projectName}`,
 181 |     description: `Learn ${analysis.recommendations.primaryLanguage} development with ${analysis.metadata.projectName}`,
 182 |     priority: "high",
 183 |     sections: generateGettingStartedSections(analysis),
 184 |     codeExamples: generateTechnologySpecificExamples(
 185 |       analysis.dependencies.ecosystem,
 186 |     ),
 187 |   });
 188 | 
 189 |   // Framework-specific tutorials
 190 |   if (analysis.dependencies.packages.includes("express")) {
 191 |     suggestions.push({
 192 |       title: "Building REST APIs with Express.js",
 193 |       description: "Complete guide to creating RESTful services",
 194 |       priority: "high",
 195 |       sections: generateExpressTutorialSections(analysis),
 196 |     });
 197 |   }
 198 | 
 199 |   // Database integration tutorials
 200 |   const dbDeps = detectDatabaseDependencies(analysis.dependencies.packages);
 201 |   dbDeps.forEach((db) => {
 202 |     suggestions.push({
 203 |       title: `Database Integration with ${db.name}`,
 204 |       description: `Connect and interact with ${db.name} databases`,
 205 |       priority: "medium",
 206 |       sections: generateDatabaseTutorialSections(db, analysis),
 207 |     });
 208 |   });
 209 | 
 210 |   return suggestions;
 211 | }
 212 | ```
 213 | 
 214 | #### Reference Generation Algorithm
 215 | 
 216 | ```typescript
 217 | function generateReference(
 218 |   analysis: RepositoryAnalysis,
 219 | ): ReferenceSuggestion[] {
 220 |   const suggestions: ReferenceSuggestion[] = [];
 221 | 
 222 |   // API documentation from detected endpoints
 223 |   const apiSurfaces = detectAPIEndpoints(analysis);
 224 |   if (apiSurfaces.length > 0) {
 225 |     suggestions.push({
 226 |       title: "API Reference",
 227 |       description: "Complete API endpoint documentation",
 228 |       content: generateAPIDocumentation(apiSurfaces),
 229 |       format: "openapi-spec",
 230 |     });
 231 |   }
 232 | 
 233 |   // Configuration reference from detected config files
 234 |   const configFiles = detectConfigurationFiles(analysis);
 235 |   configFiles.forEach((config) => {
 236 |     suggestions.push({
 237 |       title: `${config.type} Configuration`,
 238 |       description: `Configuration options for ${config.name}`,
 239 |       content: generateConfigurationReference(config),
 240 |       format: "configuration-table",
 241 |     });
 242 |   });
 243 | 
 244 |   // CLI reference from detected scripts
 245 |   const cliCommands = detectCLICommands(analysis);
 246 |   if (cliCommands.length > 0) {
 247 |     suggestions.push({
 248 |       title: "Command Line Interface",
 249 |       description: "Available commands and options",
 250 |       content: generateCLIReference(cliCommands),
 251 |       format: "cli-documentation",
 252 |     });
 253 |   }
 254 | 
 255 |   return suggestions;
 256 | }
 257 | ```
 258 | 
 259 | ### Technology-Specific Content Templates:
 260 | 
 261 | #### JavaScript/TypeScript Ecosystem
 262 | 
 263 | ```typescript
 264 | const JAVASCRIPT_TEMPLATES = {
 265 |   gettingStarted: {
 266 |     prerequisites: ["Node.js 20.0.0+", "npm or yarn", "Git"],
 267 |     installationSteps: [
 268 |       "Clone the repository",
 269 |       "Install dependencies with npm install",
 270 |       "Copy environment variables",
 271 |       "Run development server",
 272 |     ],
 273 |     verificationSteps: [
 274 |       "Check server starts successfully",
 275 |       "Access application in browser",
 276 |       "Run test suite to verify setup",
 277 |     ],
 278 |   },
 279 | 
 280 |   expressAPI: {
 281 |     sections: [
 282 |       "Project Structure Overview",
 283 |       "Creating Your First Route",
 284 |       "Middleware Configuration",
 285 |       "Database Integration",
 286 |       "Error Handling",
 287 |       "Testing Your API",
 288 |     ],
 289 |     codeExamples: generateExpressCodeExamples,
 290 |   },
 291 | 
 292 |   testingGuides: {
 293 |     jest: generateJestHowToGuides,
 294 |     cypress: generateCypressHowToGuides,
 295 |     playwright: generatePlaywrightHowToGuides,
 296 |   },
 297 | };
 298 | ```
 299 | 
 300 | #### Multi-Language Framework Support
 301 | 
 302 | ##### JavaScript/TypeScript Ecosystem
 303 | 
 304 | ```typescript
 305 | const JAVASCRIPT_TEMPLATES = {
 306 |   gettingStarted: {
 307 |     prerequisites: ["Node.js 20.0.0+", "npm or yarn", "Git"],
 308 |     installationSteps: [
 309 |       "Clone the repository",
 310 |       "Install dependencies with npm install",
 311 |       "Copy environment variables",
 312 |       "Run development server",
 313 |     ],
 314 |     verificationSteps: [
 315 |       "Check server starts successfully",
 316 |       "Access application in browser",
 317 |       "Run test suite to verify setup",
 318 |     ],
 319 |   },
 320 | 
 321 |   frameworks: {
 322 |     express: {
 323 |       tutorials: [
 324 |         "REST API Development",
 325 |         "Middleware Configuration",
 326 |         "Database Integration",
 327 |       ],
 328 |       howToGuides: [
 329 |         "Performance Optimization",
 330 |         "Error Handling",
 331 |         "Authentication Setup",
 332 |       ],
 333 |       reference: [
 334 |         "Route Configuration",
 335 |         "Middleware Reference",
 336 |         "Configuration Options",
 337 |       ],
 338 |       explanation: [
 339 |         "Express Architecture",
 340 |         "Middleware Pattern",
 341 |         "Async Handling",
 342 |       ],
 343 |     },
 344 |     react: {
 345 |       tutorials: ["Component Development", "State Management", "React Router"],
 346 |       howToGuides: [
 347 |         "Performance Optimization",
 348 |         "Testing Components",
 349 |         "Deployment",
 350 |       ],
 351 |       reference: ["Component API", "Hooks Reference", "Build Configuration"],
 352 |       explanation: [
 353 |         "Component Architecture",
 354 |         "State Flow",
 355 |         "Rendering Lifecycle",
 356 |       ],
 357 |     },
 358 |     nestjs: {
 359 |       tutorials: [
 360 |         "Dependency Injection",
 361 |         "Controllers and Services",
 362 |         "Database Integration",
 363 |       ],
 364 |       howToGuides: [
 365 |         "Custom Decorators",
 366 |         "Microservices",
 367 |         "GraphQL Integration",
 368 |       ],
 369 |       reference: ["Decorator Reference", "Module System", "Configuration"],
 370 |       explanation: ["DI Architecture", "Module Design", "Enterprise Patterns"],
 371 |     },
 372 |   },
 373 | };
 374 | ```
 375 | 
 376 | ##### Python Ecosystem Support
 377 | 
 378 | ```typescript
 379 | const PYTHON_TEMPLATES = {
 380 |   gettingStarted: {
 381 |     prerequisites: ["Python 3.8+", "pip or poetry", "Virtual environment"],
 382 |     installationSteps: [
 383 |       "Create virtual environment",
 384 |       "Activate virtual environment",
 385 |       "Install dependencies from requirements.txt/pyproject.toml",
 386 |       "Set up environment variables",
 387 |       "Run development server",
 388 |     ],
 389 |     verificationSteps: [
 390 |       "Check application starts successfully",
 391 |       "Run test suite with pytest",
 392 |       "Verify API endpoints respond correctly",
 393 |     ],
 394 |   },
 395 | 
 396 |   frameworks: {
 397 |     django: {
 398 |       tutorials: [
 399 |         "Django Project Setup and Configuration",
 400 |         "Models and Database Integration",
 401 |         "Views and URL Routing",
 402 |         "Django REST Framework APIs",
 403 |         "User Authentication and Permissions",
 404 |       ],
 405 |       howToGuides: [
 406 |         "Deploy Django to Production",
 407 |         "Optimize Database Queries",
 408 |         "Implement Caching Strategies",
 409 |         "Handle File Uploads",
 410 |         "Configure CORS and Security",
 411 |       ],
 412 |       reference: [
 413 |         "Django Settings Reference",
 414 |         "Model Field Types",
 415 |         "URL Configuration Patterns",
 416 |         "Middleware Reference",
 417 |         "Management Commands",
 418 |       ],
 419 |       explanation: [
 420 |         "Django MTV Architecture",
 421 |         "ORM Design Decisions",
 422 |         "Security Model",
 423 |         "Scalability Patterns",
 424 |       ],
 425 |     },
 426 |     fastapi: {
 427 |       tutorials: [
 428 |         "FastAPI Application Structure",
 429 |         "Pydantic Models and Validation",
 430 |         "Dependency Injection System",
 431 |         "Database Integration with SQLAlchemy",
 432 |         "Authentication and Security",
 433 |       ],
 434 |       howToGuides: [
 435 |         "Optimize FastAPI Performance",
 436 |         "Implement Background Tasks",
 437 |         "Handle File Processing",
 438 |         "Set up Monitoring and Logging",
 439 |         "Deploy with Docker and Kubernetes",
 440 |       ],
 441 |       reference: [
 442 |         "FastAPI Decorators Reference",
 443 |         "Pydantic Model Configuration",
 444 |         "Dependency System Reference",
 445 |         "Security Utilities",
 446 |         "Testing Utilities",
 447 |       ],
 448 |       explanation: [
 449 |         "ASGI vs WSGI Architecture",
 450 |         "Type Hints and Validation",
 451 |         "Dependency Injection Benefits",
 452 |         "Performance Characteristics",
 453 |       ],
 454 |     },
 455 |     flask: {
 456 |       tutorials: [
 457 |         "Flask Application Factory Pattern",
 458 |         "Blueprint Organization",
 459 |         "Database Integration with SQLAlchemy",
 460 |         "User Session Management",
 461 |         "RESTful API Development",
 462 |       ],
 463 |       howToGuides: [
 464 |         "Structure Large Flask Applications",
 465 |         "Implement Rate Limiting",
 466 |         "Handle Background Jobs",
 467 |         "Configure Production Deployment",
 468 |         "Debug Flask Applications",
 469 |       ],
 470 |       reference: [
 471 |         "Flask Configuration Reference",
 472 |         "Request and Response Objects",
 473 |         "Template Engine Reference",
 474 |         "Extension Integration",
 475 |         "CLI Commands",
 476 |       ],
 477 |       explanation: [
 478 |         "Flask Philosophy and Design",
 479 |         "WSGI Application Structure",
 480 |         "Extension Ecosystem",
 481 |         "Microframework Benefits",
 482 |       ],
 483 |     },
 484 |   },
 485 | };
 486 | 
 487 | class PythonContentGenerator implements FrameworkContentGenerator {
 488 |   detectFramework(analysis: RepositoryAnalysis): Framework[] {
 489 |     const frameworks: Framework[] = [];
 490 | 
 491 |     // Django detection
 492 |     if (
 493 |       this.hasDependency(analysis, "django") ||
 494 |       this.hasFile(analysis, "manage.py") ||
 495 |       this.hasFile(analysis, "settings.py")
 496 |     ) {
 497 |       frameworks.push({
 498 |         name: "django",
 499 |         version: this.extractVersion(analysis, "django"),
 500 |         configFiles: ["settings.py", "urls.py", "wsgi.py"],
 501 |         appStructure: this.analyzeDjangoApps(analysis),
 502 |       });
 503 |     }
 504 | 
 505 |     // FastAPI detection
 506 |     if (
 507 |       this.hasDependency(analysis, "fastapi") ||
 508 |       this.hasImport(analysis, "from fastapi import")
 509 |     ) {
 510 |       frameworks.push({
 511 |         name: "fastapi",
 512 |         version: this.extractVersion(analysis, "fastapi"),
 513 |         configFiles: this.getFastAPIConfigFiles(analysis),
 514 |         routerStructure: this.analyzeFastAPIRouters(analysis),
 515 |       });
 516 |     }
 517 | 
 518 |     // Flask detection
 519 |     if (
 520 |       this.hasDependency(analysis, "flask") ||
 521 |       this.hasImport(analysis, "from flask import")
 522 |     ) {
 523 |       frameworks.push({
 524 |         name: "flask",
 525 |         version: this.extractVersion(analysis, "flask"),
 526 |         configFiles: this.getFlaskConfigFiles(analysis),
 527 |         blueprintStructure: this.analyzeFlaskBlueprints(analysis),
 528 |       });
 529 |     }
 530 | 
 531 |     return frameworks;
 532 |   }
 533 | 
 534 |   generateFrameworkContent(
 535 |     framework: Framework,
 536 |     context: ProjectContext,
 537 |   ): FrameworkContent {
 538 |     const templates = PYTHON_TEMPLATES.frameworks[framework.name];
 539 | 
 540 |     return {
 541 |       tutorials: templates.tutorials.map((title) => ({
 542 |         title: `${title} for ${context.projectName}`,
 543 |         content: this.generatePythonTutorialContent(framework, title, context),
 544 |         codeExamples: this.generatePythonCodeExamples(
 545 |           framework,
 546 |           title,
 547 |           context,
 548 |         ),
 549 |       })),
 550 |       howToGuides: templates.howToGuides.map((title) => ({
 551 |         title,
 552 |         content: this.generatePythonHowToContent(framework, title, context),
 553 |         tasks: this.generatePythonTasks(framework, title, context),
 554 |       })),
 555 |       reference: templates.reference.map((title) => ({
 556 |         title,
 557 |         content: this.generatePythonReferenceContent(framework, title, context),
 558 |       })),
 559 |       explanation: templates.explanation.map((title) => ({
 560 |         title,
 561 |         content: this.generatePythonExplanationContent(
 562 |           framework,
 563 |           title,
 564 |           context,
 565 |         ),
 566 |       })),
 567 |     };
 568 |   }
 569 | }
 570 | ```
 571 | 
 572 | #### Framework-Specific Content Generation
 573 | 
 574 | ```typescript
 575 | interface FrameworkContentGenerator {
 576 |   detectFramework(dependencies: string[]): Framework | null;
 577 |   generateFrameworkContent(
 578 |     framework: Framework,
 579 |     context: ProjectContext,
 580 |   ): FrameworkContent;
 581 | }
 582 | 
 583 | const FRAMEWORK_GENERATORS: Record<string, FrameworkContentGenerator> = {
 584 |   // JavaScript/TypeScript frameworks
 585 |   express: new ExpressContentGenerator(),
 586 |   react: new ReactContentGenerator(),
 587 |   vue: new VueContentGenerator(),
 588 |   angular: new AngularContentGenerator(),
 589 |   nestjs: new NestJSContentGenerator(),
 590 |   fastify: new FastifyContentGenerator(),
 591 | 
 592 |   // Python frameworks
 593 |   django: new DjangoContentGenerator(),
 594 |   fastapi: new FastAPIContentGenerator(),
 595 |   flask: new FlaskContentGenerator(),
 596 |   pyramid: new PyramidContentGenerator(),
 597 | 
 598 |   // Future language support
 599 |   "spring-boot": new SpringBootContentGenerator(), // Java
 600 |   gin: new GinContentGenerator(), // Go
 601 |   "actix-web": new ActixContentGenerator(), // Rust
 602 | };
 603 | ```
 604 | 
 605 | ## Alternatives Considered
 606 | 
 607 | ### Manual Content Creation Only
 608 | 
 609 | - **Pros**: Simple implementation, full user control, no AI dependency
 610 | - **Cons**: Massive user effort, inconsistent quality, underutilizes analysis capabilities
 611 | - **Decision**: Rejected - provides minimal value over generic templates
 612 | 
 613 | ### AI-Generated Content via External APIs
 614 | 
 615 | - **Pros**: Advanced content generation, natural language processing
 616 | - **Cons**: External dependencies, costs, inconsistent quality, latency issues
 617 | - **Decision**: Rejected for initial version - adds complexity without guaranteed quality
 618 | 
 619 | ### Community-Contributed Content Templates
 620 | 
 621 | - **Pros**: Diverse perspectives, battle-tested content, community engagement
 622 | - **Cons**: Quality control challenges, maintenance overhead, incomplete coverage
 623 | - **Decision**: Considered for future enhancement - focus on algorithmic generation first
 624 | 
 625 | ### Generic Template Expansion
 626 | 
 627 | - **Pros**: Easier implementation, consistent structure
 628 | - **Cons**: Still requires significant manual work, doesn't leverage analysis intelligence
 629 | - **Decision**: Rejected - doesn't address core value proposition gap
 630 | 
 631 | ## Consequences
 632 | 
 633 | ### Positive
 634 | 
 635 | - **Dramatic User Value Increase**: 60-80% content pre-population vs. empty templates
 636 | - **Competitive Differentiation**: Only documentation tool with intelligent content generation
 637 | - **Analysis ROI**: Comprehensive repository analysis finally delivers proportional value
 638 | - **Framework Completion**: Fulfills ADR-004 vision for content planning intelligence
 639 | - **User Experience**: Transform from "structure generator" to "documentation assistant"
 640 | 
 641 | ### Negative
 642 | 
 643 | - **Implementation Complexity**: Significant engineering effort for content generation algorithms
 644 | - **Content Quality Risk**: Generated content may require refinement for accuracy
 645 | - **Technology Coverage**: Initial version limited to well-known frameworks and patterns
 646 | - **Maintenance Overhead**: Content templates require updates as technologies evolve
 647 | 
 648 | ### Risks and Mitigations
 649 | 
 650 | - **Quality Control**: Implement content validation and user review workflows
 651 | - **Technology Coverage**: Start with most common frameworks, expand based on usage
 652 | - **Algorithm Accuracy**: Validate generated content against project reality
 653 | - **User Expectations**: Clear communication about generated vs. curated content
 654 | 
 655 | ## Implementation Details
 656 | 
 657 | ### MCP Tool Interface
 658 | 
 659 | ```typescript
 660 | // New tool: populate_diataxis_content
 661 | interface PopulateDiataxisContentTool {
 662 |   name: "populate_diataxis_content";
 663 |   description: "Intelligently populate Diataxis documentation with project-specific content";
 664 |   inputSchema: {
 665 |     type: "object";
 666 |     properties: {
 667 |       analysisId: {
 668 |         type: "string";
 669 |         description: "Repository analysis ID from analyze_repository tool";
 670 |       };
 671 |       docsPath: {
 672 |         type: "string";
 673 |         description: "Path to documentation directory";
 674 |       };
 675 |       populationLevel: {
 676 |         type: "string";
 677 |         enum: ["basic", "comprehensive", "intelligent"];
 678 |         default: "comprehensive";
 679 |         description: "Level of content generation detail";
 680 |       };
 681 |       includeProjectSpecific: {
 682 |         type: "boolean";
 683 |         default: true;
 684 |         description: "Generate project-specific examples and code";
 685 |       };
 686 |       preserveExisting: {
 687 |         type: "boolean";
 688 |         default: true;
 689 |         description: "Preserve any existing content";
 690 |       };
 691 |       technologyFocus: {
 692 |         type: "array";
 693 |         items: { type: "string" };
 694 |         description: "Specific technologies to emphasize in content";
 695 |       };
 696 |     };
 697 |     required: ["analysisId", "docsPath"];
 698 |   };
 699 | }
 700 | ```
 701 | 
 702 | ### Content Generation Pipeline
 703 | 
 704 | ```typescript
 705 | class ContentPopulationEngine {
 706 |   async populateContent(args: PopulationArgs): Promise<PopulationResult> {
 707 |     try {
 708 |       // 1. Retrieve and validate repository analysis
 709 |       const analysis = await this.getRepositoryAnalysis(args.analysisId);
 710 |       this.validateAnalysis(analysis);
 711 | 
 712 |       // 2. Generate content plan based on project characteristics
 713 |       const contentPlan = await this.generateContentPlan(
 714 |         analysis,
 715 |         args.populationLevel,
 716 |       );
 717 | 
 718 |       // 3. Generate content for each Diataxis category
 719 |       const [tutorials, howTos, reference, explanation] = await Promise.all([
 720 |         this.generateTutorialContent(contentPlan.tutorials, analysis),
 721 |         this.generateHowToContent(contentPlan.howToGuides, analysis),
 722 |         this.generateReferenceContent(contentPlan.reference, analysis),
 723 |         this.generateExplanationContent(contentPlan.explanation, analysis),
 724 |       ]);
 725 | 
 726 |       // 4. Write content to documentation structure
 727 |       const filesCreated = await this.writeContentToStructure(
 728 |         args.docsPath,
 729 |         { tutorials, howTos, reference, explanation },
 730 |         args.preserveExisting,
 731 |       );
 732 | 
 733 |       // 5. Generate cross-references and navigation updates
 734 |       await this.updateNavigationAndCrossReferences(args.docsPath, contentPlan);
 735 | 
 736 |       return {
 737 |         success: true,
 738 |         filesCreated,
 739 |         contentPlan,
 740 |         populationMetrics: this.calculatePopulationMetrics(filesCreated),
 741 |         nextSteps: this.generateNextSteps(analysis, contentPlan),
 742 |       };
 743 |     } catch (error) {
 744 |       console.error("Content population failed:", error);
 745 |       return {
 746 |         success: false,
 747 |         error: {
 748 |           code: "CONTENT_POPULATION_FAILED",
 749 |           message: `Failed to populate content: ${
 750 |             error instanceof Error ? error.message : "Unknown error"
 751 |           }`,
 752 |           resolution:
 753 |             "Check repository analysis and documentation path accessibility",
 754 |         },
 755 |         filesCreated: [],
 756 |         populationMetrics: { totalFiles: 0, totalWords: 0, totalSections: 0 },
 757 |       };
 758 |     }
 759 |   }
 760 | }
 761 | ```
 762 | 
 763 | ### Technology Detection and Content Mapping
 764 | 
 765 | ```typescript
 766 | interface TechnologyMapper {
 767 |   detectTechnologies(analysis: RepositoryAnalysis): TechnologyProfile;
 768 |   mapToContentTemplates(technologies: TechnologyProfile): ContentTemplateSet;
 769 |   generateTechnologySpecificExamples(
 770 |     technology: Technology,
 771 |     context: ProjectContext,
 772 |   ): CodeExample[];
 773 | }
 774 | 
 775 | class JavaScriptTechnologyMapper implements TechnologyMapper {
 776 |   detectTechnologies(analysis: RepositoryAnalysis): TechnologyProfile {
 777 |     const profile: TechnologyProfile = {
 778 |       runtime: this.detectRuntime(analysis), // Node.js, Deno, Bun
 779 |       framework: this.detectFramework(analysis), // Express, Fastify, Koa
 780 |       frontend: this.detectFrontend(analysis), // React, Vue, Angular
 781 |       database: this.detectDatabase(analysis), // PostgreSQL, MongoDB, Redis
 782 |       testing: this.detectTesting(analysis), // Jest, Mocha, Playwright
 783 |       deployment: this.detectDeployment(analysis), // Docker, Kubernetes, Vercel
 784 |       devops: this.detectDevOpsTools(analysis), // Ansible, Tekton, OpenShift, Podman
 785 |     };
 786 | 
 787 |     return profile;
 788 |   }
 789 | 
 790 |   mapToContentTemplates(technologies: TechnologyProfile): ContentTemplateSet {
 791 |     return {
 792 |       tutorials: this.generateTutorialTemplates(technologies),
 793 |       howToGuides: this.generateHowToTemplates(technologies),
 794 |       reference: this.generateReferenceTemplates(technologies),
 795 |       explanation: this.generateExplanationTemplates(technologies),
 796 |     };
 797 |   }
 798 | }
 799 | ```
 800 | 
 801 | ### DevOps and Infrastructure Tooling Support
 802 | 
 803 | #### DevOps Tool Detection and Content Generation
 804 | 
 805 | ```typescript
 806 | interface DevOpsToolMapper {
 807 |   detectDevOpsTools(analysis: RepositoryAnalysis): DevOpsToolProfile;
 808 |   generateDevOpsContent(
 809 |     tools: DevOpsToolProfile,
 810 |     context: ProjectContext,
 811 |   ): DevOpsContent;
 812 |   createInfrastructureDocumentation(
 813 |     infrastructure: InfrastructureProfile,
 814 |     deploymentPattern: DeploymentPattern,
 815 |   ): InfrastructureDocumentation;
 816 | }
 817 | 
 818 | interface DevOpsToolProfile {
 819 |   containerization: ContainerTechnology[]; // Docker, Podman, Buildah
 820 |   orchestration: OrchestrationTechnology[]; // Kubernetes, OpenShift, Nomad
 821 |   cicd: CICDTechnology[]; // Tekton, GitHub Actions, Jenkins, GitLab CI
 822 |   configuration: ConfigManagementTechnology[]; // Ansible, Terraform, Helm
 823 |   monitoring: MonitoringTechnology[]; // Prometheus, Grafana, Jaeger
 824 |   security: SecurityTechnology[]; // Falco, OPA, Vault
 825 | }
 826 | 
 827 | class DevOpsContentGenerator implements DevOpsToolMapper {
 828 |   detectDevOpsTools(analysis: RepositoryAnalysis): DevOpsToolProfile {
 829 |     return {
 830 |       containerization: this.detectContainerization(analysis),
 831 |       orchestration: this.detectOrchestration(analysis),
 832 |       cicd: this.detectCICD(analysis),
 833 |       configuration: this.detectConfigManagement(analysis),
 834 |       monitoring: this.detectMonitoring(analysis),
 835 |       security: this.detectSecurity(analysis),
 836 |     };
 837 |   }
 838 | 
 839 |   private detectContainerization(
 840 |     analysis: RepositoryAnalysis,
 841 |   ): ContainerTechnology[] {
 842 |     const detected: ContainerTechnology[] = [];
 843 | 
 844 |     // Docker detection
 845 |     if (
 846 |       this.hasFile(analysis, "Dockerfile") ||
 847 |       this.hasFile(analysis, "docker-compose.yml") ||
 848 |       this.hasFile(analysis, "docker-compose.yaml")
 849 |     ) {
 850 |       detected.push({
 851 |         name: "docker",
 852 |         version: this.extractDockerVersion(analysis),
 853 |         configFiles: this.getDockerFiles(analysis),
 854 |         usage: this.analyzeDockerUsage(analysis),
 855 |       });
 856 |     }
 857 | 
 858 |     // Podman detection
 859 |     if (
 860 |       this.hasFile(analysis, "Containerfile") ||
 861 |       this.hasReference(analysis, "podman") ||
 862 |       this.hasFile(analysis, "podman-compose.yml")
 863 |     ) {
 864 |       detected.push({
 865 |         name: "podman",
 866 |         version: this.extractPodmanVersion(analysis),
 867 |         configFiles: this.getPodmanFiles(analysis),
 868 |         usage: this.analyzePodmanUsage(analysis),
 869 |       });
 870 |     }
 871 | 
 872 |     return detected;
 873 |   }
 874 | 
 875 |   private detectOrchestration(
 876 |     analysis: RepositoryAnalysis,
 877 |   ): OrchestrationTechnology[] {
 878 |     const detected: OrchestrationTechnology[] = [];
 879 | 
 880 |     // Kubernetes detection
 881 |     if (
 882 |       this.hasDirectory(analysis, "k8s/") ||
 883 |       this.hasDirectory(analysis, "kubernetes/") ||
 884 |       this.hasFilePattern(analysis, "*.yaml", "apiVersion: apps/v1") ||
 885 |       this.hasFilePattern(analysis, "*.yml", "kind: Deployment")
 886 |     ) {
 887 |       detected.push({
 888 |         name: "kubernetes",
 889 |         manifests: this.getKubernetesManifests(analysis),
 890 |         resources: this.analyzeKubernetesResources(analysis),
 891 |         namespaces: this.extractNamespaces(analysis),
 892 |       });
 893 |     }
 894 | 
 895 |     // OpenShift detection
 896 |     if (
 897 |       this.hasDirectory(analysis, ".s2i/") ||
 898 |       this.hasReference(analysis, "openshift") ||
 899 |       this.hasFileContent(analysis, "kind: DeploymentConfig") ||
 900 |       this.hasFileContent(analysis, "kind: Route")
 901 |     ) {
 902 |       detected.push({
 903 |         name: "openshift",
 904 |         templates: this.getOpenShiftTemplates(analysis),
 905 |         buildConfigs: this.getBuildConfigs(analysis),
 906 |         routes: this.getRoutes(analysis),
 907 |       });
 908 |     }
 909 | 
 910 |     return detected;
 911 |   }
 912 | 
 913 |   private detectCICD(analysis: RepositoryAnalysis): CICDTechnology[] {
 914 |     const detected: CICDTechnology[] = [];
 915 | 
 916 |     // Tekton detection
 917 |     if (
 918 |       this.hasDirectory(analysis, ".tekton/") ||
 919 |       this.hasFileContent(analysis, "apiVersion: tekton.dev") ||
 920 |       this.hasFilePattern(analysis, "*.yaml", "kind: Pipeline")
 921 |     ) {
 922 |       detected.push({
 923 |         name: "tekton",
 924 |         pipelines: this.getTektonPipelines(analysis),
 925 |         tasks: this.getTektonTasks(analysis),
 926 |         triggers: this.getTektonTriggers(analysis),
 927 |       });
 928 |     }
 929 | 
 930 |     return detected;
 931 |   }
 932 | 
 933 |   private detectConfigManagement(
 934 |     analysis: RepositoryAnalysis,
 935 |   ): ConfigManagementTechnology[] {
 936 |     const detected: ConfigManagementTechnology[] = [];
 937 | 
 938 |     // Ansible detection
 939 |     if (
 940 |       this.hasFile(analysis, "ansible.cfg") ||
 941 |       this.hasDirectory(analysis, "playbooks/") ||
 942 |       this.hasDirectory(analysis, "roles/") ||
 943 |       this.hasFile(analysis, "inventory") ||
 944 |       this.hasFilePattern(analysis, "*.yml", "hosts:") ||
 945 |       this.hasFilePattern(analysis, "*.yaml", "tasks:")
 946 |     ) {
 947 |       detected.push({
 948 |         name: "ansible",
 949 |         playbooks: this.getAnsiblePlaybooks(analysis),
 950 |         roles: this.getAnsibleRoles(analysis),
 951 |         inventory: this.getAnsibleInventory(analysis),
 952 |         vaultFiles: this.getAnsibleVault(analysis),
 953 |       });
 954 |     }
 955 | 
 956 |     return detected;
 957 |   }
 958 | }
 959 | ```
 960 | 
 961 | #### DevOps-Specific Content Templates and Generation
 962 | 
 963 | **Key DevOps Documentation Patterns**:
 964 | 
 965 | - **Container Tutorials**: Project-specific Dockerfile optimization, multi-stage builds
 966 | - **Orchestration Guides**: Kubernetes/OpenShift deployment strategies
 967 | - **Infrastructure as Code**: Ansible playbooks for application deployment
 968 | - **CI/CD Pipelines**: Tekton pipeline configuration and best practices
 969 | 
 970 | ```typescript
 971 | const DEVOPS_CONTENT_TEMPLATES = {
 972 |   docker: {
 973 |     tutorial: "Containerizing {projectName} with Docker",
 974 |     howto: ["Optimize Docker Images", "Debug Container Issues"],
 975 |     reference: "Dockerfile Configuration Reference",
 976 |     explanation: "Container Architecture Decisions",
 977 |   },
 978 |   kubernetes: {
 979 |     tutorial: "Deploying {projectName} to Kubernetes",
 980 |     howto: ["Scale Applications", "Troubleshoot Deployments"],
 981 |     reference: "Kubernetes Manifest Specifications",
 982 |     explanation: "Orchestration Strategy",
 983 |   },
 984 |   ansible: {
 985 |     tutorial: "Infrastructure as Code with Ansible",
 986 |     howto: ["Automate Deployment", "Manage Multi-Environment"],
 987 |     reference: "Playbook and Role Reference",
 988 |     explanation: "Configuration Management Strategy",
 989 |   },
 990 |   tekton: {
 991 |     tutorial: "CI/CD Pipeline with Tekton",
 992 |     howto: ["Build and Deploy", "Manage Secrets"],
 993 |     reference: "Pipeline Specifications",
 994 |     explanation: "Cloud Native CI/CD Architecture",
 995 |   },
 996 | };
 997 | 
 998 | function generateDevOpsContent(
 999 |   devopsProfile: DevOpsToolProfile,
1000 |   projectContext: ProjectContext,
1001 | ): DevOpsContentPlan {
1002 |   // Generate project-specific DevOps documentation
1003 |   // based on detected tools and project characteristics
1004 | }
1005 | ```
1006 | 
1007 | ### Community Contribution Framework for Language and Tool Support
1008 | 
1009 | #### Language Extension Architecture
1010 | 
1011 | ```typescript
1012 | interface LanguageExtension {
1013 |   name: string;
1014 |   ecosystem: string;
1015 |   packageManagers: string[];
1016 |   detectionPatterns: DetectionPattern[];
1017 |   frameworks: FrameworkDefinition[];
1018 |   contentTemplates: LanguageContentTemplates;
1019 |   validationRules: ValidationRule[];
1020 | }
1021 | 
1022 | interface DetectionPattern {
1023 |   type: "file" | "dependency" | "import" | "content";
1024 |   pattern: string | RegExp;
1025 |   weight: number; // 1-10, higher = more confident
1026 |   description: string;
1027 | }
1028 | 
1029 | interface FrameworkDefinition {
1030 |   name: string;
1031 |   detectionPatterns: DetectionPattern[];
1032 |   contentTemplates: FrameworkContentTemplates;
1033 |   codeExamples: CodeExampleGenerator;
1034 |   bestPractices: BestPractice[];
1035 | }
1036 | ```
1037 | 
1038 | #### Contribution Guidelines for New Language Support
1039 | 
1040 | ##### Step 1: Language Detection Implementation
1041 | 
1042 | ```typescript
1043 | // Example: Adding Go language support
1044 | const GO_LANGUAGE_EXTENSION: LanguageExtension = {
1045 |   name: "go",
1046 |   ecosystem: "go",
1047 |   packageManagers: ["go mod", "dep"],
1048 |   detectionPatterns: [
1049 |     {
1050 |       type: "file",
1051 |       pattern: "go.mod",
1052 |       weight: 10,
1053 |       description: "Go module definition file",
1054 |     },
1055 |     {
1056 |       type: "file",
1057 |       pattern: "go.sum",
1058 |       weight: 8,
1059 |       description: "Go module checksums",
1060 |     },
1061 |     {
1062 |       type: "file",
1063 |       pattern: /.*\.go$/,
1064 |       weight: 6,
1065 |       description: "Go source files",
1066 |     },
1067 |     {
1068 |       type: "content",
1069 |       pattern: /^package main$/m,
1070 |       weight: 7,
1071 |       description: "Go main package declaration",
1072 |     },
1073 |   ],
1074 |   frameworks: [
1075 |     // Framework definitions...
1076 |   ],
1077 |   contentTemplates: {
1078 |     // Content templates...
1079 |   },
1080 | };
1081 | ```
1082 | 
1083 | ##### Step 2: Framework-Specific Content Templates
1084 | 
1085 | ```typescript
1086 | // Example: Adding Gin framework support for Go
1087 | const GIN_FRAMEWORK: FrameworkDefinition = {
1088 |   name: "gin",
1089 |   detectionPatterns: [
1090 |     {
1091 |       type: "dependency",
1092 |       pattern: "github.com/gin-gonic/gin",
1093 |       weight: 10,
1094 |       description: "Gin framework dependency",
1095 |     },
1096 |     {
1097 |       type: "import",
1098 |       pattern: 'gin "github.com/gin-gonic/gin"',
1099 |       weight: 9,
1100 |       description: "Gin framework import",
1101 |     },
1102 |   ],
1103 |   contentTemplates: {
1104 |     tutorials: [
1105 |       {
1106 |         title: "Building REST APIs with Gin",
1107 |         diataxisType: "tutorial",
1108 |         sections: [
1109 |           "Setting up Gin Application",
1110 |           "Defining Routes and Handlers",
1111 |           "Middleware Configuration",
1112 |           "Database Integration",
1113 |           "Testing Gin Applications",
1114 |         ],
1115 |         prerequisites: [
1116 |           "Go installed (1.19+)",
1117 |           "Basic Go language knowledge",
1118 |           "Understanding of HTTP concepts",
1119 |         ],
1120 |         estimatedTime: "60 minutes",
1121 |         difficulty: "beginner",
1122 |       },
1123 |     ],
1124 |     howToGuides: [
1125 |       {
1126 |         title: "Optimize Gin Performance",
1127 |         diataxisType: "how-to",
1128 |         tasks: [
1129 |           "Configure connection pooling",
1130 |           "Implement caching strategies",
1131 |           "Set up rate limiting",
1132 |           "Profile and benchmark endpoints",
1133 |         ],
1134 |       },
1135 |     ],
1136 |     reference: [
1137 |       {
1138 |         title: "Gin Router Configuration",
1139 |         diataxisType: "reference",
1140 |         sections: [
1141 |           "Route definition patterns",
1142 |           "Middleware registration",
1143 |           "Context object methods",
1144 |           "Error handling patterns",
1145 |         ],
1146 |       },
1147 |     ],
1148 |     explanation: [
1149 |       {
1150 |         title: "Gin Architecture and Design Decisions",
1151 |         diataxisType: "explanation",
1152 |         topics: [
1153 |           "HTTP router performance characteristics",
1154 |           "Middleware pipeline design",
1155 |           "Context lifecycle management",
1156 |           "Comparison with other Go frameworks",
1157 |         ],
1158 |       },
1159 |     ],
1160 |   },
1161 |   codeExamples: {
1162 |     basicServer: `package main
1163 | 
1164 | import (
1165 |     "net/http"
1166 |     "github.com/gin-gonic/gin"
1167 | )
1168 | 
1169 | func main() {
1170 |     r := gin.Default()
1171 |     
1172 |     r.GET("/health", func(c *gin.Context) {
1173 |         c.JSON(http.StatusOK, gin.H{
1174 |             "status": "healthy",
1175 |         })
1176 |     })
1177 |     
1178 |     r.Run(":8080")
1179 | }`,
1180 |     middleware: `func LoggerMiddleware() gin.HandlerFunc {
1181 |     return func(c *gin.Context) {
1182 |         start := time.Now()
1183 |         c.Next()
1184 |         duration := time.Since(start)
1185 |         log.Printf("%s %s %v", c.Request.Method, c.Request.URL.Path, duration)
1186 |     }
1187 | }`,
1188 |   },
1189 | };
1190 | ```
1191 | 
1192 | ##### Step 3: Content Generation Logic
1193 | 
1194 | ```typescript
1195 | class GoContentGenerator implements FrameworkContentGenerator {
1196 |   detectFramework(analysis: RepositoryAnalysis): Framework[] {
1197 |     const frameworks: Framework[] = [];
1198 | 
1199 |     // Check for Gin framework
1200 |     if (this.hasGoModule(analysis, "github.com/gin-gonic/gin")) {
1201 |       frameworks.push({
1202 |         name: "gin",
1203 |         version: this.extractGoModuleVersion(
1204 |           analysis,
1205 |           "github.com/gin-gonic/gin",
1206 |         ),
1207 |         configFiles: this.getGinConfigFiles(analysis),
1208 |         routeStructure: this.analyzeGinRoutes(analysis),
1209 |       });
1210 |     }
1211 | 
1212 |     // Check for Echo framework
1213 |     if (this.hasGoModule(analysis, "github.com/labstack/echo")) {
1214 |       frameworks.push({
1215 |         name: "echo",
1216 |         version: this.extractGoModuleVersion(
1217 |           analysis,
1218 |           "github.com/labstack/echo",
1219 |         ),
1220 |         configFiles: this.getEchoConfigFiles(analysis),
1221 |         routeStructure: this.analyzeEchoRoutes(analysis),
1222 |       });
1223 |     }
1224 | 
1225 |     return frameworks;
1226 |   }
1227 | 
1228 |   generateFrameworkContent(
1229 |     framework: Framework,
1230 |     context: ProjectContext,
1231 |   ): FrameworkContent {
1232 |     const templates = GO_LANGUAGE_EXTENSION.frameworks.find(
1233 |       (f) => f.name === framework.name,
1234 |     )?.contentTemplates;
1235 | 
1236 |     if (!templates) return this.generateGenericGoContent(framework, context);
1237 | 
1238 |     return this.populateTemplatesWithProjectContext(
1239 |       templates,
1240 |       framework,
1241 |       context,
1242 |     );
1243 |   }
1244 | 
1245 |   private generateProjectSpecificGoDockerfile(context: ProjectContext): string {
1246 |     return `# Multi-stage build for ${context.projectName}
1247 | FROM golang:1.21-alpine AS builder
1248 | 
1249 | WORKDIR /app
1250 | COPY go.mod go.sum ./
1251 | RUN go mod download
1252 | 
1253 | COPY . .
1254 | RUN CGO_ENABLED=0 GOOS=linux go build -o main .
1255 | 
1256 | # Final stage
1257 | FROM alpine:latest
1258 | RUN apk --no-cache add ca-certificates
1259 | WORKDIR /root/
1260 | COPY --from=builder /app/main .
1261 | EXPOSE 8080
1262 | CMD ["./main"]`;
1263 |   }
1264 | }
1265 | ```
1266 | 
1267 | #### Contribution Process and Standards
1268 | 
1269 | ##### Community Contribution Workflow
1270 | 
1271 | 1. **Language Proposal**: Submit GitHub issue with language/framework proposal
1272 | 2. **Detection Patterns**: Define comprehensive detection patterns
1273 | 3. **Content Templates**: Create Diataxis-compliant content templates
1274 | 4. **Code Examples**: Provide working, project-specific code examples
1275 | 5. **Testing**: Include validation tests for detection and generation
1276 | 6. **Documentation**: Document contribution for future maintainers
1277 | 7. **Review Process**: Community and maintainer review
1278 | 8. **Integration**: Merge into main extension registry
1279 | 
1280 | ##### Quality Standards for Contributions
1281 | 
1282 | ```typescript
1283 | interface ContributionStandards {
1284 |   detection: {
1285 |     minimumPatterns: 3;
1286 |     requiredTypes: ["file", "dependency"];
1287 |     weightDistribution: "balanced"; // No single pattern > 70% weight
1288 |     falsePositiveRate: "&lt;5%";
1289 |   };
1290 | 
1291 |   content: {
1292 |     diataxisCompliance: "strict";
1293 |     tutorialCount: "minimum 2";
1294 |     howToGuideCount: "minimum 3";
1295 |     referenceCompleteness: "80%";
1296 |     explanationDepth: "architectural decisions covered";
1297 |   };
1298 | 
1299 |   codeExamples: {
1300 |     compilationSuccess: "100%";
1301 |     projectSpecific: "true";
1302 |     bestPractices: "current industry standards";
1303 |     securityConsiderations: "included";
1304 |   };
1305 | 
1306 |   testing: {
1307 |     detectionAccuracy: "&gt;90%";
1308 |     contentGeneration: "functional tests";
1309 |     integrationTests: "with existing systems";
1310 |     performanceImpact: "&lt;10% generation time increase";
1311 |   };
1312 | }
1313 | ```
1314 | 
1315 | ##### Template Contribution Format
1316 | 
1317 | ```typescript
1318 | // Required structure for new language contributions
1319 | interface LanguageContributionTemplate {
1320 |   metadata: {
1321 |     contributorName: string;
1322 |     contributorEmail: string;
1323 |     languageName: string;
1324 |     version: string;
1325 |     lastUpdated: string;
1326 |     maintenanceCommitment: "ongoing" | "initial-only";
1327 |   };
1328 | 
1329 |   detection: DetectionPatternSet;
1330 |   frameworks: FrameworkDefinition[];
1331 |   contentTemplates: ContentTemplateSet;
1332 |   validation: ValidationTestSuite;
1333 |   documentation: ContributionDocumentation;
1334 | }
1335 | 
1336 | // Example contribution file structure:
1337 | // src/languages/
1338 | //   ├── go/
1339 | //   │   ├── detection.ts
1340 | //   │   ├── frameworks/
1341 | //   │   │   ├── gin.ts
1342 | //   │   │   ├── echo.ts
1343 | //   │   │   └── fiber.ts
1344 | //   │   ├── templates/
1345 | //   │   │   ├── tutorials.ts
1346 | //   │   │   ├── howto.ts
1347 | //   │   │   ├── reference.ts
1348 | //   │   │   └── explanation.ts
1349 | //   │   ├── tests/
1350 | //   │   │   ├── detection.test.ts
1351 | //   │   │   └── generation.test.ts
1352 | //   │   └── README.md
1353 | ```
1354 | 
1355 | #### Community Validation and Review Process
1356 | 
1357 | ##### Automated Validation Pipeline
1358 | 
1359 | ```typescript
1360 | interface ContributionValidation {
1361 |   // Automated checks
1362 |   syntaxValidation: "TypeScript compilation success";
1363 |   patternTesting: "Detection accuracy against test repositories";
1364 |   contentValidation: "Diataxis compliance checking";
1365 |   performanceImpact: "Generation time benchmarking";
1366 | 
1367 |   // Community review
1368 |   peerReview: "Two community developer approvals";
1369 |   maintainerReview: "Core team architectural review";
1370 |   expertValidation: "Language expert accuracy verification";
1371 | 
1372 |   // Integration testing
1373 |   endToEndTesting: "Full workflow validation";
1374 |   regressionTesting: "No impact on existing languages";
1375 |   documentationReview: "Contribution documentation completeness";
1376 | }
1377 | ```
1378 | 
1379 | ##### Long-term Maintenance Framework
1380 | 
1381 | ```typescript
1382 | interface MaintenanceFramework {
1383 |   languageUpdates: {
1384 |     frameworkVersions: "automated dependency tracking";
1385 |     newFrameworks: "community contribution process";
1386 |     deprecatedPatterns: "automated detection and flagging";
1387 |   };
1388 | 
1389 |   communityGovernance: {
1390 |     languageMaintainers: "designated community experts";
1391 |     updateProcess: "structured enhancement proposals";
1392 |     qualityAssurance: "continuous validation and testing";
1393 |   };
1394 | 
1395 |   toolingSupport: {
1396 |     contributionCLI: "automated scaffolding for new languages";
1397 |     validationTools: "automated testing and verification";
1398 |     documentationGeneration: "automated API documentation";
1399 |   };
1400 | }
1401 | ```
1402 | 
1403 | ## Quality Assurance
1404 | 
1405 | ### Content Validation Framework
1406 | 
1407 | ```typescript
1408 | interface ContentValidator {
1409 |   validateAccuracy(
1410 |     content: GeneratedContent,
1411 |     analysis: RepositoryAnalysis,
1412 |   ): ValidationResult;
1413 |   checkDiataxisCompliance(content: GeneratedContent): ComplianceResult;
1414 |   verifyCodeExamples(
1415 |     examples: CodeExample[],
1416 |     projectContext: ProjectContext,
1417 |   ): ValidationResult;
1418 |   assessContentCompleteness(
1419 |     content: GeneratedContent,
1420 |     plan: ContentPlan,
1421 |   ): CompletenessResult;
1422 | }
1423 | 
1424 | interface ValidationResult {
1425 |   isValid: boolean;
1426 |   issues: ValidationIssue[];
1427 |   suggestions: ImprovementSuggestion[];
1428 |   confidence: number;
1429 | }
1430 | ```
1431 | 
1432 | ### Testing Strategy
1433 | 
1434 | ```typescript
1435 | describe("ContentPopulationEngine", () => {
1436 |   describe("Tutorial Generation", () => {
1437 |     it(
1438 |       "should generate appropriate getting started tutorial for Express.js project",
1439 |     );
1440 |     it("should include technology-specific setup steps");
1441 |     it("should provide working code examples");
1442 |     it("should maintain Diataxis tutorial principles");
1443 |   });
1444 | 
1445 |   describe("Technology Detection", () => {
1446 |     it("should correctly identify primary framework from package.json");
1447 |     it("should detect database dependencies and generate appropriate content");
1448 |     it("should handle multi-framework projects appropriately");
1449 |   });
1450 | 
1451 |   describe("Content Quality", () => {
1452 |     it("should generate accurate code examples that match project structure");
1453 |     it("should maintain consistent tone and style across content types");
1454 |     it("should create appropriate cross-references between content sections");
1455 |   });
1456 | });
1457 | ```
1458 | 
1459 | ### Performance Requirements
1460 | 
1461 | - **Content Generation Time**: < 30 seconds for comprehensive population
1462 | - **Memory Usage**: < 500MB for large repository analysis and content generation
1463 | - **Content Quality**: 80%+ accuracy for generated technical content
1464 | - **Coverage**: Support for 15+ major JavaScript/TypeScript frameworks initially
1465 | 
1466 | ## Integration Points
1467 | 
1468 | ### Repository Analysis Integration (ADR-002)
1469 | 
1470 | - Leverage multi-layered analysis results for informed content generation
1471 | - Use complexity assessment to determine content depth and sophistication
1472 | - Integrate dependency analysis for framework-specific content selection
1473 | 
1474 | ### Diataxis Framework Integration (ADR-004)
1475 | 
1476 | - Implement content planning intelligence outlined in ADR-004 lines 153-192
1477 | - Generate content that strictly adheres to Diataxis category principles
1478 | - Create appropriate cross-references and user journey flows
1479 | 
1480 | ### MCP Tools API Integration (ADR-006)
1481 | 
1482 | - Add populate_diataxis_content as seventh core MCP tool
1483 | - Maintain consistent error handling and response format patterns
1484 | - Integrate with existing setup_structure tool for seamless workflow
1485 | 
1486 | ### SSG Configuration Integration (ADR-006)
1487 | 
1488 | - Generate content with appropriate frontmatter for target SSG
1489 | - Adapt content format and structure to SSG capabilities
1490 | - Ensure generated content renders correctly across all supported SSGs
1491 | 
1492 | ## Future Enhancements
1493 | 
1494 | ### Advanced AI Integration
1495 | 
1496 | - **Large Language Model Integration**: Use specialized models for content refinement
1497 | - **Code Analysis AI**: Advanced analysis of project patterns for more accurate content
1498 | - **Natural Language Generation**: Improve content quality and readability
1499 | 
1500 | ### Extended Technology Support
1501 | 
1502 | #### Python Ecosystem (Priority Implementation)
1503 | 
1504 | - **Web Frameworks**: Django, Flask, FastAPI, Pyramid, Bottle
1505 | - **Data Science**: Jupyter, Pandas, NumPy, SciPy documentation patterns
1506 | - **ML/AI**: TensorFlow, PyTorch, Scikit-learn integration guides
1507 | - **API Development**: Django REST Framework, FastAPI advanced patterns
1508 | - **Testing**: pytest, unittest, behave testing documentation
1509 | - **Deployment**: Gunicorn, uWSGI, Celery configuration guides
1510 | 
1511 | #### Additional Language Ecosystems
1512 | 
1513 | - **Go Ecosystem**: Gin, Echo, Fiber, Buffalo framework support
1514 | - **Rust Ecosystem**: Actix-web, Warp, Rocket, Axum content generation
1515 | - **Java Ecosystem**: Spring Boot, Quarkus, Micronaut, Play Framework
1516 | - **C# Ecosystem**: ASP.NET Core, Entity Framework, Blazor
1517 | - **Ruby Ecosystem**: Rails, Sinatra, Hanami framework support
1518 | - **PHP Ecosystem**: Laravel, Symfony, CodeIgniter patterns
1519 | 
1520 | ### DevOps and Infrastructure Expansion
1521 | 
1522 | - **Extended Container Support**: Buildah, Skopeo, LXC/LXD integration
1523 | - **Advanced Orchestration**: Nomad, Docker Swarm, Cloud Foundry support
1524 | - **CI/CD Platforms**: Jenkins, GitLab CI, Azure DevOps, CircleCI integration
1525 | - **Infrastructure Tools**: Terraform, Pulumi, CloudFormation content generation
1526 | - **Service Mesh**: Istio, Linkerd, Consul Connect documentation patterns
1527 | - **Monitoring Stack**: Prometheus, Grafana, ELK Stack, Jaeger integration guides
1528 | 
1529 | ### Community and Learning Features
1530 | 
1531 | - **Content Quality Feedback**: User ratings and improvement suggestions
1532 | - **Template Sharing**: Community-contributed content templates
1533 | - **Usage Analytics**: Track which content types provide most value
1534 | - **Personalization**: Adapt content style to team preferences and expertise level
1535 | 
1536 | ### Community Ecosystem and Contributions
1537 | 
1538 | - **Language Extension Registry**: Centralized repository for community language support
1539 | - **Contribution Tooling**: CLI tools for scaffolding new language extensions
1540 | - **Validation Pipeline**: Automated testing and quality assurance for contributions
1541 | - **Community Governance**: Language maintainer program and review processes
1542 | - **Documentation Portal**: Comprehensive guides for extending DocuMCP capabilities
1543 | - **Template Marketplace**: Sharing and discovery of specialized content templates
1544 | 
1545 | ### Enterprise Features
1546 | 
1547 | - **Custom Content Standards**: Organization-specific content templates and style guides
1548 | - **Multi-language Support**: Generate content in multiple languages
1549 | - **Integration APIs**: Connect with existing documentation management systems
1550 | - **Approval Workflows**: Review and approval processes for generated content
1551 | 
1552 | ## Success Metrics
1553 | 
1554 | ### User Value Metrics
1555 | 
1556 | - **Time to Usable Documentation**: Target < 30 minutes (vs. 8-20 hours manually)
1557 | - **Content Completeness**: 60-80% populated content out of the box
1558 | - **User Satisfaction**: 85%+ positive feedback on generated content quality
1559 | - **Adoption Rate**: 90%+ of users use content population vs. structure-only
1560 | 
1561 | ### Technical Metrics
1562 | 
1563 | - **Content Accuracy**: 80%+ technical accuracy for generated code examples
1564 | - **Framework Coverage**: Support 95% of detected JavaScript/TypeScript frameworks
1565 | - **DevOps Tool Coverage**: Support 90% of detected containerization and orchestration tools
1566 | - **Performance**: Content generation completes within 30 seconds
1567 | - **Error Rate**: < 5% content generation failures
1568 | 
1569 | ### Business Metrics
1570 | 
1571 | - **Competitive Differentiation**: Only tool providing intelligent content population
1572 | - **Market Position**: Establish DocuMCP as "intelligent documentation assistant"
1573 | - **User Retention**: Increase from documentation structure to full workflow adoption
1574 | - **Community Growth**: Attract technical writers and documentation specialists
1575 | 
1576 | ## References
1577 | 
1578 | - [ADR-002: Multi-Layered Repository Analysis Engine Design](002-repository-analysis-engine.md)
1579 | - [ADR-004: Diataxis Framework Integration](004-diataxis-framework-integration.md)
1580 | - [ADR-006: MCP Tools API Design](006-mcp-tools-api-design.md)
1581 | - [Diataxis Framework Documentation](https://diataxis.fr/)
1582 | - [Technical Writing Best Practices](https://developers.google.com/tech-writing)
1583 | - [Documentation as Code Principles](https://www.writethedocs.org/guide/docs-as-code/)
1584 | 
```

--------------------------------------------------------------------------------
/src/memory/export-import.ts:
--------------------------------------------------------------------------------

```typescript
   1 | /**
   2 |  * Memory Export/Import System for DocuMCP
   3 |  * Comprehensive data portability, backup, and migration capabilities
   4 |  */
   5 | 
   6 | import { EventEmitter } from "events";
   7 | import { promises as fs } from "fs";
   8 | import { createWriteStream } from "fs";
   9 | import { MemoryEntry, JSONLStorage } from "./storage.js";
  10 | import { MemoryManager } from "./manager.js";
  11 | import { IncrementalLearningSystem } from "./learning.js";
  12 | import { KnowledgeGraph } from "./knowledge-graph.js";
  13 | import { MemoryPruningSystem } from "./pruning.js";
  14 | 
  15 | export interface ExportOptions {
  16 |   format: "json" | "jsonl" | "csv" | "xml" | "yaml" | "sqlite" | "archive";
  17 |   compression?: "gzip" | "zip" | "none";
  18 |   includeMetadata: boolean;
  19 |   includeLearning: boolean;
  20 |   includeKnowledgeGraph: boolean;
  21 |   filters?: {
  22 |     types?: string[];
  23 |     dateRange?: { start: Date; end: Date };
  24 |     projects?: string[];
  25 |     tags?: string[];
  26 |     outcomes?: string[];
  27 |   };
  28 |   anonymize?: {
  29 |     enabled: boolean;
  30 |     fields: string[];
  31 |     method: "hash" | "remove" | "pseudonymize";
  32 |   };
  33 |   encryption?: {
  34 |     enabled: boolean;
  35 |     algorithm: "aes-256-gcm" | "aes-192-gcm" | "aes-128-gcm";
  36 |     password?: string;
  37 |   };
  38 | }
  39 | 
  40 | export interface ImportOptions {
  41 |   format: "json" | "jsonl" | "csv" | "xml" | "yaml" | "sqlite" | "archive";
  42 |   mode: "merge" | "replace" | "append" | "update";
  43 |   validation: "strict" | "loose" | "none";
  44 |   conflictResolution: "skip" | "overwrite" | "merge" | "rename";
  45 |   backup: boolean;
  46 |   dryRun: boolean;
  47 |   mapping?: Record<string, string>; // Field mapping for different schemas
  48 |   transformation?: {
  49 |     enabled: boolean;
  50 |     rules: Array<{
  51 |       field: string;
  52 |       operation: "convert" | "transform" | "validate";
  53 |       params: any;
  54 |     }>;
  55 |   };
  56 | }
  57 | 
  58 | export interface ExportResult {
  59 |   success: boolean;
  60 |   filePath?: string;
  61 |   format: string;
  62 |   size: number;
  63 |   entries: number;
  64 |   metadata: {
  65 |     exportedAt: Date;
  66 |     version: string;
  67 |     source: string;
  68 |     includes: string[];
  69 |     compression?: string;
  70 |     encryption?: boolean;
  71 |   };
  72 |   warnings: string[];
  73 |   errors: string[];
  74 | }
  75 | 
  76 | export interface ImportResult {
  77 |   success: boolean;
  78 |   processed: number;
  79 |   imported: number;
  80 |   skipped: number;
  81 |   errors: number;
  82 |   errorDetails: string[]; // Detailed error messages
  83 |   conflicts: number;
  84 |   validation: {
  85 |     valid: number;
  86 |     invalid: number;
  87 |     warnings: string[];
  88 |   };
  89 |   summary: {
  90 |     newEntries: number;
  91 |     updatedEntries: number;
  92 |     duplicateEntries: number;
  93 |     failedEntries: number;
  94 |   };
  95 |   metadata: {
  96 |     importedAt: Date;
  97 |     source: string;
  98 |     format: string;
  99 |     mode: string;
 100 |   };
 101 | }
 102 | 
 103 | export interface MigrationPlan {
 104 |   sourceSystem: string;
 105 |   targetSystem: string;
 106 |   mapping: Record<string, string>;
 107 |   transformations: Array<{
 108 |     field: string;
 109 |     type: "rename" | "convert" | "merge" | "split" | "calculate";
 110 |     source: string | string[];
 111 |     target: string;
 112 |     operation?: string;
 113 |   }>;
 114 |   validation: Array<{
 115 |     field: string;
 116 |     rules: string[];
 117 |     required: boolean;
 118 |   }>;
 119 |   postProcessing: string[];
 120 | }
 121 | 
 122 | export interface ArchiveMetadata {
 123 |   version: string;
 124 |   created: Date;
 125 |   source: string;
 126 |   description: string;
 127 |   manifest: {
 128 |     files: Array<{
 129 |       name: string;
 130 |       type: string;
 131 |       size: number;
 132 |       checksum: string;
 133 |       entries?: number;
 134 |     }>;
 135 |     total: {
 136 |       files: number;
 137 |       size: number;
 138 |       entries: number;
 139 |     };
 140 |   };
 141 |   options: ExportOptions;
 142 | }
 143 | 
 144 | export class MemoryExportImportSystem extends EventEmitter {
 145 |   private storage: JSONLStorage;
 146 |   private manager: MemoryManager;
 147 |   private learningSystem: IncrementalLearningSystem;
 148 |   private knowledgeGraph: KnowledgeGraph;
 149 |   private pruningSystem?: MemoryPruningSystem;
 150 |   private readonly version = "1.0.0";
 151 | 
 152 |   constructor(
 153 |     storage: JSONLStorage,
 154 |     manager: MemoryManager,
 155 |     learningSystem: IncrementalLearningSystem,
 156 |     knowledgeGraph: KnowledgeGraph,
 157 |     pruningSystem?: MemoryPruningSystem,
 158 |   ) {
 159 |     super();
 160 |     this.storage = storage;
 161 |     this.manager = manager;
 162 |     this.learningSystem = learningSystem;
 163 |     this.knowledgeGraph = knowledgeGraph;
 164 |     this.pruningSystem = pruningSystem;
 165 |   }
 166 | 
 167 |   /**
 168 |    * Export memory data to specified format
 169 |    */
 170 |   async exportMemories(
 171 |     outputPath: string,
 172 |     options: Partial<ExportOptions> = {},
 173 |   ): Promise<ExportResult> {
 174 |     const defaultOptions: ExportOptions = {
 175 |       format: "json",
 176 |       compression: "none",
 177 |       includeMetadata: true,
 178 |       includeLearning: true,
 179 |       includeKnowledgeGraph: true,
 180 |       anonymize: {
 181 |         enabled: false,
 182 |         fields: ["userId", "email", "personalInfo"],
 183 |         method: "hash",
 184 |       },
 185 |       encryption: {
 186 |         enabled: false,
 187 |         algorithm: "aes-256-gcm",
 188 |       },
 189 |     };
 190 | 
 191 |     const activeOptions = { ...defaultOptions, ...options };
 192 |     const startTime = Date.now();
 193 | 
 194 |     this.emit("export_started", { outputPath, options: activeOptions });
 195 | 
 196 |     try {
 197 |       // Get filtered entries
 198 |       const entries = await this.getFilteredEntries(activeOptions.filters);
 199 | 
 200 |       // Prepare export data
 201 |       const exportData = await this.prepareExportData(entries, activeOptions);
 202 | 
 203 |       // Apply anonymization if enabled
 204 |       if (activeOptions.anonymize?.enabled) {
 205 |         this.applyAnonymization(exportData, activeOptions.anonymize);
 206 |       }
 207 | 
 208 |       // Prepare output path - if compression is requested, use temp file first
 209 |       let actualOutputPath = outputPath;
 210 |       if (activeOptions.compression && activeOptions.compression !== "none") {
 211 |         // For compressed exports, export to temp file first
 212 |         if (outputPath.endsWith(".gz")) {
 213 |           actualOutputPath = outputPath.slice(0, -3); // Remove .gz suffix
 214 |         } else if (outputPath.endsWith(".zip")) {
 215 |           actualOutputPath = outputPath.slice(0, -4); // Remove .zip suffix
 216 |         }
 217 |       }
 218 | 
 219 |       // Export to specified format
 220 |       let filePath: string;
 221 |       let size = 0;
 222 | 
 223 |       switch (activeOptions.format) {
 224 |         case "json":
 225 |           filePath = await this.exportToJSON(
 226 |             actualOutputPath,
 227 |             exportData,
 228 |             activeOptions,
 229 |           );
 230 |           break;
 231 |         case "jsonl":
 232 |           filePath = await this.exportToJSONL(
 233 |             actualOutputPath,
 234 |             exportData,
 235 |             activeOptions,
 236 |           );
 237 |           break;
 238 |         case "csv":
 239 |           filePath = await this.exportToCSV(
 240 |             actualOutputPath,
 241 |             exportData,
 242 |             activeOptions,
 243 |           );
 244 |           break;
 245 |         case "xml":
 246 |           filePath = await this.exportToXML(
 247 |             actualOutputPath,
 248 |             exportData,
 249 |             activeOptions,
 250 |           );
 251 |           break;
 252 |         case "yaml":
 253 |           filePath = await this.exportToYAML(
 254 |             actualOutputPath,
 255 |             exportData,
 256 |             activeOptions,
 257 |           );
 258 |           break;
 259 |         case "sqlite":
 260 |           filePath = await this.exportToSQLite(
 261 |             actualOutputPath,
 262 |             exportData,
 263 |             activeOptions,
 264 |           );
 265 |           break;
 266 |         case "archive":
 267 |           filePath = await this.exportToArchive(
 268 |             actualOutputPath,
 269 |             exportData,
 270 |             activeOptions,
 271 |           );
 272 |           break;
 273 |         default:
 274 |           throw new Error(`Unsupported export format: ${activeOptions.format}`);
 275 |       }
 276 | 
 277 |       // Apply compression if specified
 278 |       if (activeOptions.compression && activeOptions.compression !== "none") {
 279 |         filePath = await this.applyCompression(
 280 |           filePath,
 281 |           activeOptions.compression,
 282 |           outputPath,
 283 |         );
 284 |       }
 285 | 
 286 |       // Apply encryption if enabled
 287 |       if (activeOptions.encryption?.enabled) {
 288 |         filePath = await this.applyEncryption(
 289 |           filePath,
 290 |           activeOptions.encryption,
 291 |         );
 292 |       }
 293 | 
 294 |       // Get file size
 295 |       const stats = await fs.stat(filePath);
 296 |       size = stats.size;
 297 | 
 298 |       const result: ExportResult = {
 299 |         success: true,
 300 |         filePath,
 301 |         format: activeOptions.format,
 302 |         size,
 303 |         entries: entries.length,
 304 |         metadata: {
 305 |           exportedAt: new Date(),
 306 |           version: this.version,
 307 |           source: "DocuMCP Memory System",
 308 |           includes: this.getIncludedComponents(activeOptions),
 309 |           compression:
 310 |             activeOptions.compression !== "none"
 311 |               ? activeOptions.compression
 312 |               : undefined,
 313 |           encryption: activeOptions.encryption?.enabled,
 314 |         },
 315 |         warnings: [],
 316 |         errors: [],
 317 |       };
 318 | 
 319 |       this.emit("export_completed", {
 320 |         result,
 321 |         duration: Date.now() - startTime,
 322 |       });
 323 | 
 324 |       return result;
 325 |     } catch (error) {
 326 |       const errorMessage =
 327 |         error instanceof Error ? error.message : String(error);
 328 |       this.emit("export_error", { error: errorMessage });
 329 | 
 330 |       return {
 331 |         success: false,
 332 |         format: activeOptions.format,
 333 |         size: 0,
 334 |         entries: 0,
 335 |         metadata: {
 336 |           exportedAt: new Date(),
 337 |           version: this.version,
 338 |           source: "DocuMCP Memory System",
 339 |           includes: [],
 340 |         },
 341 |         warnings: [],
 342 |         errors: [errorMessage],
 343 |       };
 344 |     }
 345 |   }
 346 | 
 347 |   /**
 348 |    * Import memory data from specified source
 349 |    */
 350 |   async importMemories(
 351 |     inputPath: string,
 352 |     options: Partial<ImportOptions> = {},
 353 |   ): Promise<ImportResult> {
 354 |     const defaultOptions: ImportOptions = {
 355 |       format: "json",
 356 |       mode: "merge",
 357 |       validation: "strict",
 358 |       conflictResolution: "skip",
 359 |       backup: true,
 360 |       dryRun: false,
 361 |     };
 362 | 
 363 |     const activeOptions = { ...defaultOptions, ...options };
 364 |     const startTime = Date.now();
 365 | 
 366 |     this.emit("import_started", { inputPath, options: activeOptions });
 367 | 
 368 |     try {
 369 |       // Create backup if requested
 370 |       if (activeOptions.backup && !activeOptions.dryRun) {
 371 |         await this.createBackup();
 372 |       }
 373 | 
 374 |       // Detect and verify format
 375 |       const detectedFormat = await this.detectFormat(inputPath);
 376 |       if (detectedFormat !== activeOptions.format) {
 377 |         this.emit("format_mismatch", {
 378 |           detected: detectedFormat,
 379 |           specified: activeOptions.format,
 380 |         });
 381 |       }
 382 | 
 383 |       // Load and parse import data
 384 |       const importData = await this.loadImportData(inputPath, activeOptions);
 385 | 
 386 |       // Validate import data
 387 |       const validationResult = await this.validateImportData(
 388 |         importData,
 389 |         activeOptions,
 390 |       );
 391 | 
 392 |       if (
 393 |         validationResult.invalid > 0 &&
 394 |         activeOptions.validation === "strict"
 395 |       ) {
 396 |         throw new Error(
 397 |           `Validation failed: ${validationResult.invalid} invalid entries`,
 398 |         );
 399 |       }
 400 | 
 401 |       // Process import data
 402 |       const result = await this.processImportData(importData, activeOptions);
 403 | 
 404 |       this.emit("import_completed", {
 405 |         result,
 406 |         duration: Date.now() - startTime,
 407 |       });
 408 | 
 409 |       return result;
 410 |     } catch (error) {
 411 |       const errorMessage =
 412 |         error instanceof Error ? error.message : String(error);
 413 |       this.emit("import_error", { error: errorMessage });
 414 | 
 415 |       return {
 416 |         success: false,
 417 |         processed: 0,
 418 |         imported: 0,
 419 |         skipped: 0,
 420 |         errors: 1,
 421 |         errorDetails: [errorMessage],
 422 |         conflicts: 0,
 423 |         validation: {
 424 |           valid: 0,
 425 |           invalid: 0,
 426 |           warnings: [],
 427 |         },
 428 |         summary: {
 429 |           newEntries: 0,
 430 |           updatedEntries: 0,
 431 |           duplicateEntries: 0,
 432 |           failedEntries: 0,
 433 |         },
 434 |         metadata: {
 435 |           importedAt: new Date(),
 436 |           source: inputPath,
 437 |           format: activeOptions.format,
 438 |           mode: activeOptions.mode,
 439 |         },
 440 |       };
 441 |     }
 442 |   }
 443 | 
 444 |   /**
 445 |    * Create migration plan between different systems
 446 |    */
 447 |   async createMigrationPlan(
 448 |     sourceSchema: any,
 449 |     targetSchema: any,
 450 |     options?: {
 451 |       autoMap?: boolean;
 452 |       preserveStructure?: boolean;
 453 |       customMappings?: Record<string, string>;
 454 |     },
 455 |   ): Promise<MigrationPlan> {
 456 |     const plan: MigrationPlan = {
 457 |       sourceSystem: sourceSchema.system || "Unknown",
 458 |       targetSystem: "DocuMCP",
 459 |       mapping: {},
 460 |       transformations: [],
 461 |       validation: [],
 462 |       postProcessing: [],
 463 |     };
 464 | 
 465 |     // Auto-generate field mappings
 466 |     if (options?.autoMap !== false) {
 467 |       plan.mapping = this.generateFieldMappings(sourceSchema, targetSchema);
 468 |     }
 469 | 
 470 |     // Apply custom mappings
 471 |     if (options?.customMappings) {
 472 |       Object.assign(plan.mapping, options.customMappings);
 473 |     }
 474 | 
 475 |     // Generate transformations
 476 |     plan.transformations = this.generateTransformations(
 477 |       sourceSchema,
 478 |       targetSchema,
 479 |       plan.mapping,
 480 |     );
 481 | 
 482 |     // Generate validation rules
 483 |     plan.validation = this.generateValidationRules(targetSchema);
 484 | 
 485 |     // Generate post-processing steps
 486 |     plan.postProcessing = this.generatePostProcessingSteps(targetSchema);
 487 | 
 488 |     return plan;
 489 |   }
 490 | 
 491 |   /**
 492 |    * Execute migration plan
 493 |    */
 494 |   async executeMigration(
 495 |     inputPath: string,
 496 |     migrationPlan: MigrationPlan,
 497 |     options?: Partial<ImportOptions>,
 498 |   ): Promise<ImportResult> {
 499 |     this.emit("migration_started", { inputPath, plan: migrationPlan });
 500 | 
 501 |     try {
 502 |       // Load source data
 503 |       const sourceData = await this.loadRawData(inputPath);
 504 | 
 505 |       // Apply transformations
 506 |       const transformedData = await this.applyTransformations(
 507 |         sourceData,
 508 |         migrationPlan,
 509 |       );
 510 | 
 511 |       // Convert to import format
 512 |       const importData = this.convertToImportFormat(
 513 |         transformedData,
 514 |         migrationPlan,
 515 |       );
 516 | 
 517 |       // Execute import with migration settings
 518 |       const importOptions: ImportOptions = {
 519 |         format: "json",
 520 |         mode: "merge",
 521 |         validation: "strict",
 522 |         conflictResolution: "merge",
 523 |         backup: true,
 524 |         dryRun: false,
 525 |         ...options,
 526 |         transformation: {
 527 |           enabled: true,
 528 |           rules: migrationPlan.transformations.map((t) => ({
 529 |             field: t.target,
 530 |             operation: t.type as any,
 531 |             params: { source: t.source, operation: t.operation },
 532 |           })),
 533 |         },
 534 |       };
 535 | 
 536 |       const result = await this.processImportData(importData, importOptions);
 537 | 
 538 |       // Execute post-processing
 539 |       if (migrationPlan.postProcessing.length > 0) {
 540 |         await this.executePostProcessing(migrationPlan.postProcessing);
 541 |       }
 542 | 
 543 |       this.emit("migration_completed", { result });
 544 |       return result;
 545 |     } catch (error) {
 546 |       this.emit("migration_error", {
 547 |         error: error instanceof Error ? error.message : String(error),
 548 |       });
 549 |       throw error;
 550 |     }
 551 |   }
 552 | 
 553 |   /**
 554 |    * Get supported formats
 555 |    */
 556 |   getSupportedFormats(): {
 557 |     export: string[];
 558 |     import: string[];
 559 |     compression: string[];
 560 |     encryption: string[];
 561 |   } {
 562 |     return {
 563 |       export: ["json", "jsonl", "csv", "xml", "yaml", "sqlite", "archive"],
 564 |       import: ["json", "jsonl", "csv", "xml", "yaml", "sqlite", "archive"],
 565 |       compression: ["gzip", "zip", "none"],
 566 |       encryption: ["aes-256-gcm", "aes-192-gcm", "aes-128-gcm"],
 567 |     };
 568 |   }
 569 | 
 570 |   /**
 571 |    * Validate export/import compatibility
 572 |    */
 573 |   async validateCompatibility(
 574 |     sourcePath: string,
 575 |     _targetSystem: string = "DocuMCP",
 576 |   ): Promise<{
 577 |     compatible: boolean;
 578 |     issues: string[];
 579 |     recommendations: string[];
 580 |     migrationRequired: boolean;
 581 |   }> {
 582 |     try {
 583 |       const format = await this.detectFormat(sourcePath);
 584 |       const sampleData = await this.loadSampleData(sourcePath, format);
 585 | 
 586 |       const issues: string[] = [];
 587 |       const recommendations: string[] = [];
 588 |       let compatible = true;
 589 |       let migrationRequired = false;
 590 | 
 591 |       // Check format compatibility
 592 |       if (!this.getSupportedFormats().import.includes(format)) {
 593 |         issues.push(`Unsupported format: ${format}`);
 594 |         compatible = false;
 595 |       }
 596 | 
 597 |       // Check schema compatibility
 598 |       const schemaIssues = this.validateSchema(sampleData);
 599 |       if (schemaIssues.length > 0) {
 600 |         issues.push(...schemaIssues);
 601 |         migrationRequired = true;
 602 |       }
 603 | 
 604 |       // Check data integrity
 605 |       const integrityIssues = this.validateDataIntegrity(sampleData);
 606 |       if (integrityIssues.length > 0) {
 607 |         issues.push(...integrityIssues);
 608 |         recommendations.push("Consider data cleaning before import");
 609 |       }
 610 | 
 611 |       // Generate recommendations
 612 |       if (migrationRequired) {
 613 |         recommendations.push("Create migration plan for schema transformation");
 614 |       }
 615 | 
 616 |       if (format === "csv") {
 617 |         recommendations.push(
 618 |           "Consider using JSON or JSONL for better data preservation",
 619 |         );
 620 |       }
 621 | 
 622 |       return {
 623 |         compatible,
 624 |         issues,
 625 |         recommendations,
 626 |         migrationRequired,
 627 |       };
 628 |     } catch (error) {
 629 |       return {
 630 |         compatible: false,
 631 |         issues: [error instanceof Error ? error.message : String(error)],
 632 |         recommendations: ["Verify file format and accessibility"],
 633 |         migrationRequired: false,
 634 |       };
 635 |     }
 636 |   }
 637 | 
 638 |   /**
 639 |    * Private helper methods
 640 |    */
 641 |   private async getFilteredEntries(
 642 |     filters?: ExportOptions["filters"],
 643 |   ): Promise<MemoryEntry[]> {
 644 |     let entries = await this.storage.getAll();
 645 | 
 646 |     if (!filters) return entries;
 647 | 
 648 |     // Apply type filter
 649 |     if (filters.types && filters.types.length > 0) {
 650 |       entries = entries.filter((entry) => filters.types!.includes(entry.type));
 651 |     }
 652 | 
 653 |     // Apply date range filter
 654 |     if (filters.dateRange) {
 655 |       entries = entries.filter((entry) => {
 656 |         const entryDate = new Date(entry.timestamp);
 657 |         return (
 658 |           entryDate >= filters.dateRange!.start &&
 659 |           entryDate <= filters.dateRange!.end
 660 |         );
 661 |       });
 662 |     }
 663 | 
 664 |     // Apply project filter
 665 |     if (filters.projects && filters.projects.length > 0) {
 666 |       entries = entries.filter((entry) =>
 667 |         filters.projects!.some(
 668 |           (project) =>
 669 |             entry.data.projectPath?.includes(project) ||
 670 |             entry.data.projectId === project,
 671 |         ),
 672 |       );
 673 |     }
 674 | 
 675 |     // Apply tags filter
 676 |     if (filters.tags && filters.tags.length > 0) {
 677 |       entries = entries.filter(
 678 |         (entry) => entry.tags?.some((tag) => filters.tags!.includes(tag)),
 679 |       );
 680 |     }
 681 | 
 682 |     // Apply outcomes filter
 683 |     if (filters.outcomes && filters.outcomes.length > 0) {
 684 |       entries = entries.filter(
 685 |         (entry) =>
 686 |           filters.outcomes!.includes(entry.data.outcome) ||
 687 |           (entry.data.success === true &&
 688 |             filters.outcomes!.includes("success")) ||
 689 |           (entry.data.success === false &&
 690 |             filters.outcomes!.includes("failure")),
 691 |       );
 692 |     }
 693 | 
 694 |     return entries;
 695 |   }
 696 | 
 697 |   private async prepareExportData(
 698 |     entries: MemoryEntry[],
 699 |     options: ExportOptions,
 700 |   ): Promise<any> {
 701 |     const exportData: any = {
 702 |       metadata: {
 703 |         version: this.version,
 704 |         exportedAt: new Date().toISOString(),
 705 |         source: "DocuMCP Memory System",
 706 |         entries: entries.length,
 707 |         options: {
 708 |           includeMetadata: options.includeMetadata,
 709 |           includeLearning: options.includeLearning,
 710 |           includeKnowledgeGraph: options.includeKnowledgeGraph,
 711 |         },
 712 |       },
 713 |       memories: entries,
 714 |     };
 715 | 
 716 |     // Include learning data if requested
 717 |     if (options.includeLearning) {
 718 |       const patterns = await this.learningSystem.getPatterns();
 719 |       exportData.learning = {
 720 |         patterns,
 721 |         statistics: await this.learningSystem.getStatistics(),
 722 |       };
 723 |     }
 724 | 
 725 |     // Include knowledge graph if requested
 726 |     if (options.includeKnowledgeGraph) {
 727 |       const nodes = await this.knowledgeGraph.getAllNodes();
 728 |       const edges = await this.knowledgeGraph.getAllEdges();
 729 |       exportData.knowledgeGraph = {
 730 |         nodes,
 731 |         edges,
 732 |         statistics: await this.knowledgeGraph.getStatistics(),
 733 |       };
 734 |     }
 735 | 
 736 |     return exportData;
 737 |   }
 738 | 
 739 |   private applyAnonymization(
 740 |     data: any,
 741 |     anonymizeOptions: { fields: string[]; method: string },
 742 |   ): void {
 743 |     const anonymizeValue = (value: any, method: string): any => {
 744 |       if (typeof value !== "string") return value;
 745 | 
 746 |       switch (method) {
 747 |         case "hash":
 748 |           return this.hashValue(value);
 749 |         case "remove":
 750 |           return null;
 751 |         case "pseudonymize":
 752 |           return this.pseudonymizeValue(value);
 753 |         default:
 754 |           return value;
 755 |       }
 756 |     };
 757 | 
 758 |     const anonymizeObject = (obj: any): void => {
 759 |       for (const [key, value] of Object.entries(obj)) {
 760 |         if (anonymizeOptions.fields.includes(key)) {
 761 |           obj[key] = anonymizeValue(value, anonymizeOptions.method);
 762 |         } else if (typeof value === "object" && value !== null) {
 763 |           anonymizeObject(value);
 764 |         }
 765 |       }
 766 |     };
 767 | 
 768 |     anonymizeObject(data);
 769 |   }
 770 | 
 771 |   private hashValue(value: string): string {
 772 |     // Simple hash - in production, use a proper cryptographic hash
 773 |     let hash = 0;
 774 |     for (let i = 0; i < value.length; i++) {
 775 |       const char = value.charCodeAt(i);
 776 |       hash = (hash << 5) - hash + char;
 777 |       hash = hash & hash;
 778 |     }
 779 |     return `hash_${Math.abs(hash).toString(36)}`;
 780 |   }
 781 | 
 782 |   private pseudonymizeValue(_value: string): string {
 783 |     // Simple pseudonymization - in production, use proper techniques
 784 |     const prefixes = ["user", "project", "system", "item"];
 785 |     const suffix = Math.random().toString(36).substr(2, 8);
 786 |     const prefix = prefixes[Math.floor(Math.random() * prefixes.length)];
 787 |     return `${prefix}_${suffix}`;
 788 |   }
 789 | 
 790 |   private async exportToJSON(
 791 |     outputPath: string,
 792 |     data: any,
 793 |     _options: ExportOptions,
 794 |   ): Promise<string> {
 795 |     const jsonData = JSON.stringify(data, null, 2);
 796 |     // Handle compression-aware file paths (e.g., file.json.gz)
 797 |     let filePath = outputPath;
 798 |     if (!outputPath.includes(".json")) {
 799 |       filePath = `${outputPath}.json`;
 800 |     }
 801 |     await fs.writeFile(filePath, jsonData, "utf8");
 802 |     return filePath;
 803 |   }
 804 | 
 805 |   private async exportToJSONL(
 806 |     outputPath: string,
 807 |     data: any,
 808 |     _options: ExportOptions,
 809 |   ): Promise<string> {
 810 |     const filePath = outputPath.endsWith(".jsonl")
 811 |       ? outputPath
 812 |       : `${outputPath}.jsonl`;
 813 | 
 814 |     return new Promise((resolve, reject) => {
 815 |       const writeStream = createWriteStream(filePath);
 816 | 
 817 |       writeStream.on("error", (error) => {
 818 |         reject(error);
 819 |       });
 820 | 
 821 |       writeStream.on("finish", () => {
 822 |         resolve(filePath);
 823 |       });
 824 | 
 825 |       // Write metadata as first line
 826 |       writeStream.write(JSON.stringify(data.metadata) + "\n");
 827 | 
 828 |       // Write each memory entry as a separate line
 829 |       for (const entry of data.memories) {
 830 |         writeStream.write(JSON.stringify(entry) + "\n");
 831 |       }
 832 | 
 833 |       // Write learning data if included
 834 |       if (data.learning) {
 835 |         writeStream.write(
 836 |           JSON.stringify({ type: "learning", data: data.learning }) + "\n",
 837 |         );
 838 |       }
 839 | 
 840 |       // Write knowledge graph if included
 841 |       if (data.knowledgeGraph) {
 842 |         writeStream.write(
 843 |           JSON.stringify({
 844 |             type: "knowledgeGraph",
 845 |             data: data.knowledgeGraph,
 846 |           }) + "\n",
 847 |         );
 848 |       }
 849 | 
 850 |       writeStream.end();
 851 |     });
 852 |   }
 853 | 
 854 |   private async exportToCSV(
 855 |     outputPath: string,
 856 |     data: any,
 857 |     _options: ExportOptions,
 858 |   ): Promise<string> {
 859 |     const filePath = outputPath.endsWith(".csv")
 860 |       ? outputPath
 861 |       : `${outputPath}.csv`;
 862 | 
 863 |     // Flatten memory entries for CSV format
 864 |     const flattenedEntries = data.memories.map((entry: MemoryEntry) => ({
 865 |       id: entry.id,
 866 |       timestamp: entry.timestamp,
 867 |       type: entry.type,
 868 |       projectPath: entry.data.projectPath || "",
 869 |       projectId: entry.data.projectId || "",
 870 |       language: entry.data.language || "",
 871 |       framework: entry.data.framework || "",
 872 |       outcome: entry.data.outcome || "",
 873 |       success: entry.data.success || false,
 874 |       tags: entry.tags?.join(";") || "",
 875 |       metadata: JSON.stringify(entry.metadata || {}),
 876 |     }));
 877 | 
 878 |     // Generate CSV headers
 879 |     const headers = Object.keys(flattenedEntries[0] || {});
 880 |     const csvLines = [headers.join(",")];
 881 | 
 882 |     // Generate CSV rows
 883 |     for (const entry of flattenedEntries) {
 884 |       const row = headers.map((header) => {
 885 |         const value = entry[header as keyof typeof entry];
 886 |         const stringValue =
 887 |           typeof value === "string" ? value : JSON.stringify(value);
 888 |         return `"${stringValue.replace(/"/g, '""')}"`;
 889 |       });
 890 |       csvLines.push(row.join(","));
 891 |     }
 892 | 
 893 |     await fs.writeFile(filePath, csvLines.join("\n"), "utf8");
 894 |     return filePath;
 895 |   }
 896 | 
 897 |   private async exportToXML(
 898 |     outputPath: string,
 899 |     data: any,
 900 |     _options: ExportOptions,
 901 |   ): Promise<string> {
 902 |     const filePath = outputPath.endsWith(".xml")
 903 |       ? outputPath
 904 |       : `${outputPath}.xml`;
 905 | 
 906 |     const xmlData = this.convertToXML(data);
 907 |     await fs.writeFile(filePath, xmlData, "utf8");
 908 |     return filePath;
 909 |   }
 910 | 
 911 |   private async exportToYAML(
 912 |     outputPath: string,
 913 |     data: any,
 914 |     _options: ExportOptions,
 915 |   ): Promise<string> {
 916 |     const filePath = outputPath.endsWith(".yaml")
 917 |       ? outputPath
 918 |       : `${outputPath}.yaml`;
 919 | 
 920 |     // Simple YAML conversion - in production, use a proper YAML library
 921 |     const yamlData = this.convertToYAML(data);
 922 |     await fs.writeFile(filePath, yamlData, "utf8");
 923 |     return filePath;
 924 |   }
 925 | 
 926 |   private async exportToSQLite(
 927 |     _outputPath: string,
 928 |     _data: any,
 929 |     _options: ExportOptions,
 930 |   ): Promise<string> {
 931 |     // This would require a SQLite library like better-sqlite3
 932 |     // For now, throw an error indicating additional dependencies needed
 933 |     throw new Error(
 934 |       "SQLite export requires additional dependencies (better-sqlite3)",
 935 |     );
 936 |   }
 937 | 
 938 |   private async exportToArchive(
 939 |     outputPath: string,
 940 |     data: any,
 941 |     options: ExportOptions,
 942 |   ): Promise<string> {
 943 |     const archivePath = outputPath.endsWith(".tar")
 944 |       ? outputPath
 945 |       : `${outputPath}.tar`;
 946 | 
 947 |     // Create archive metadata
 948 |     const metadata: ArchiveMetadata = {
 949 |       version: this.version,
 950 |       created: new Date(),
 951 |       source: "DocuMCP Memory System",
 952 |       description: "Complete memory system export archive",
 953 |       manifest: {
 954 |         files: [],
 955 |         total: { files: 0, size: 0, entries: data.memories.length },
 956 |       },
 957 |       options,
 958 |     };
 959 | 
 960 |     // This would require archiving capabilities
 961 |     // For now, create multiple files and reference them in metadata
 962 |     const baseDir = archivePath.replace(".tar", "");
 963 |     await fs.mkdir(baseDir, { recursive: true });
 964 | 
 965 |     // Export memories as JSON
 966 |     const memoriesPath = `${baseDir}/memories.json`;
 967 |     await this.exportToJSON(memoriesPath, { memories: data.memories }, options);
 968 |     metadata.manifest.files.push({
 969 |       name: "memories.json",
 970 |       type: "memories",
 971 |       size: (await fs.stat(memoriesPath)).size,
 972 |       checksum: "sha256-placeholder",
 973 |       entries: data.memories.length,
 974 |     });
 975 | 
 976 |     // Export learning data if included
 977 |     if (data.learning) {
 978 |       const learningPath = `${baseDir}/learning.json`;
 979 |       await this.exportToJSON(learningPath, data.learning, options);
 980 |       metadata.manifest.files.push({
 981 |         name: "learning.json",
 982 |         type: "learning",
 983 |         size: (await fs.stat(learningPath)).size,
 984 |         checksum: "sha256-placeholder",
 985 |       });
 986 |     }
 987 | 
 988 |     // Export knowledge graph if included
 989 |     if (data.knowledgeGraph) {
 990 |       const kgPath = `${baseDir}/knowledge-graph.json`;
 991 |       await this.exportToJSON(kgPath, data.knowledgeGraph, options);
 992 |       metadata.manifest.files.push({
 993 |         name: "knowledge-graph.json",
 994 |         type: "knowledge-graph",
 995 |         size: (await fs.stat(kgPath)).size,
 996 |         checksum: "sha256-placeholder",
 997 |       });
 998 |     }
 999 | 
1000 |     // Write metadata
1001 |     const metadataPath = `${baseDir}/metadata.json`;
1002 |     await this.exportToJSON(metadataPath, metadata, options);
1003 | 
1004 |     return baseDir;
1005 |   }
1006 | 
1007 |   private async applyCompression(
1008 |     filePath: string,
1009 |     compression: string,
1010 |     targetPath?: string,
1011 |   ): Promise<string> {
1012 |     if (compression === "gzip") {
1013 |       const compressedPath = targetPath || `${filePath}.gz`;
1014 |       const content = await fs.readFile(filePath, "utf8");
1015 |       // Simple mock compression - just add a header and write the content
1016 |       await fs.writeFile(compressedPath, `GZIP_HEADER\n${content}`, "utf8");
1017 | 
1018 |       // Clean up temp file if we used one
1019 |       if (targetPath && targetPath !== filePath) {
1020 |         await fs.unlink(filePath);
1021 |       }
1022 | 
1023 |       return compressedPath;
1024 |     }
1025 | 
1026 |     // For other compression types or 'none', return original path
1027 |     this.emit("compression_skipped", {
1028 |       reason: "Not implemented",
1029 |       compression,
1030 |     });
1031 |     return filePath;
1032 |   }
1033 | 
1034 |   private async applyEncryption(
1035 |     filePath: string,
1036 |     encryption: any,
1037 |   ): Promise<string> {
1038 |     // This would require encryption capabilities
1039 |     // For now, return the original path
1040 |     this.emit("encryption_skipped", { reason: "Not implemented", encryption });
1041 |     return filePath;
1042 |   }
1043 | 
1044 |   private getIncludedComponents(options: ExportOptions): string[] {
1045 |     const components = ["memories"];
1046 |     if (options.includeMetadata) components.push("metadata");
1047 |     if (options.includeLearning) components.push("learning");
1048 |     if (options.includeKnowledgeGraph) components.push("knowledge-graph");
1049 |     return components;
1050 |   }
1051 | 
1052 |   private async detectFormat(filePath: string): Promise<string> {
1053 |     const extension = filePath.split(".").pop()?.toLowerCase();
1054 | 
1055 |     switch (extension) {
1056 |       case "json":
1057 |         return "json";
1058 |       case "jsonl":
1059 |         return "jsonl";
1060 |       case "csv":
1061 |         return "csv";
1062 |       case "xml":
1063 |         return "xml";
1064 |       case "yaml":
1065 |       case "yml":
1066 |         return "yaml";
1067 |       case "db":
1068 |       case "sqlite":
1069 |         return "sqlite";
1070 |       case "tar":
1071 |       case "zip":
1072 |         return "archive";
1073 |       default: {
1074 |         // Try to detect by content
1075 |         const content = await fs.readFile(filePath, "utf8");
1076 |         if (content.trim().startsWith("{") || content.trim().startsWith("[")) {
1077 |           return "json";
1078 |         }
1079 |         if (content.includes("<?xml")) {
1080 |           return "xml";
1081 |         }
1082 |         return "unknown";
1083 |       }
1084 |     }
1085 |   }
1086 | 
1087 |   private async loadImportData(
1088 |     filePath: string,
1089 |     options: ImportOptions,
1090 |   ): Promise<any> {
1091 |     switch (options.format) {
1092 |       case "json":
1093 |         return JSON.parse(await fs.readFile(filePath, "utf8"));
1094 |       case "jsonl":
1095 |         return this.loadJSONLData(filePath);
1096 |       case "csv":
1097 |         return this.loadCSVData(filePath);
1098 |       case "xml":
1099 |         return this.loadXMLData(filePath);
1100 |       case "yaml":
1101 |         return this.loadYAMLData(filePath);
1102 |       default:
1103 |         throw new Error(`Unsupported import format: ${options.format}`);
1104 |     }
1105 |   }
1106 | 
1107 |   private async loadJSONLData(filePath: string): Promise<any> {
1108 |     const content = await fs.readFile(filePath, "utf8");
1109 |     const lines = content.trim().split("\n");
1110 | 
1111 |     const data: any = { memories: [], learning: null, knowledgeGraph: null };
1112 | 
1113 |     for (const line of lines) {
1114 |       const parsed = JSON.parse(line);
1115 | 
1116 |       if (parsed.type === "learning") {
1117 |         data.learning = parsed.data;
1118 |       } else if (parsed.type === "knowledgeGraph") {
1119 |         data.knowledgeGraph = parsed.data;
1120 |       } else if (parsed.version) {
1121 |         data.metadata = parsed;
1122 |       } else {
1123 |         data.memories.push(parsed);
1124 |       }
1125 |     }
1126 | 
1127 |     return data;
1128 |   }
1129 | 
1130 |   private async loadCSVData(filePath: string): Promise<any> {
1131 |     const content = await fs.readFile(filePath, "utf8");
1132 |     const lines = content.trim().split("\n");
1133 |     const headers = lines[0].split(",").map((h) => h.replace(/"/g, ""));
1134 | 
1135 |     const memories = [];
1136 |     for (let i = 1; i < lines.length; i++) {
1137 |       const values = this.parseCSVLine(lines[i]);
1138 |       const entry: any = {};
1139 | 
1140 |       for (let j = 0; j < headers.length; j++) {
1141 |         const header = headers[j];
1142 |         const value = values[j];
1143 | 
1144 |         // Parse special fields
1145 |         if (header === "tags") {
1146 |           entry.tags = value ? value.split(";") : [];
1147 |         } else if (header === "metadata") {
1148 |           try {
1149 |             entry.metadata = JSON.parse(value);
1150 |           } catch {
1151 |             entry.metadata = {};
1152 |           }
1153 |         } else if (header === "success") {
1154 |           entry.data = entry.data || {};
1155 |           entry.data.success = value === "true";
1156 |         } else if (
1157 |           [
1158 |             "projectPath",
1159 |             "projectId",
1160 |             "language",
1161 |             "framework",
1162 |             "outcome",
1163 |           ].includes(header)
1164 |         ) {
1165 |           entry.data = entry.data || {};
1166 |           entry.data[header] = value;
1167 |         } else {
1168 |           entry[header] = value;
1169 |         }
1170 |       }
1171 | 
1172 |       memories.push(entry);
1173 |     }
1174 | 
1175 |     return { memories };
1176 |   }
1177 | 
1178 |   private parseCSVLine(line: string): string[] {
1179 |     const values: string[] = [];
1180 |     let current = "";
1181 |     let inQuotes = false;
1182 | 
1183 |     for (let i = 0; i < line.length; i++) {
1184 |       const char = line[i];
1185 | 
1186 |       if (char === '"') {
1187 |         if (inQuotes && line[i + 1] === '"') {
1188 |           current += '"';
1189 |           i++;
1190 |         } else {
1191 |           inQuotes = !inQuotes;
1192 |         }
1193 |       } else if (char === "," && !inQuotes) {
1194 |         values.push(current);
1195 |         current = "";
1196 |       } else {
1197 |         current += char;
1198 |       }
1199 |     }
1200 | 
1201 |     values.push(current);
1202 |     return values;
1203 |   }
1204 | 
1205 |   private async loadXMLData(_filePath: string): Promise<any> {
1206 |     // This would require an XML parser
1207 |     throw new Error("XML import requires additional dependencies (xml2js)");
1208 |   }
1209 | 
1210 |   private async loadYAMLData(_filePath: string): Promise<any> {
1211 |     // This would require a YAML parser
1212 |     throw new Error("YAML import requires additional dependencies (js-yaml)");
1213 |   }
1214 | 
1215 |   private async validateImportData(
1216 |     data: any,
1217 |     options: ImportOptions,
1218 |   ): Promise<{ valid: number; invalid: number; warnings: string[] }> {
1219 |     const result = { valid: 0, invalid: 0, warnings: [] as string[] };
1220 | 
1221 |     if (!data.memories || !Array.isArray(data.memories)) {
1222 |       result.warnings.push("No memories array found in import data");
1223 |       return result;
1224 |     }
1225 | 
1226 |     for (const entry of data.memories) {
1227 |       if (this.validateMemoryEntry(entry, options.validation)) {
1228 |         result.valid++;
1229 |       } else {
1230 |         result.invalid++;
1231 |       }
1232 |     }
1233 | 
1234 |     return result;
1235 |   }
1236 | 
1237 |   private validateMemoryEntry(entry: any, validation: string): boolean {
1238 |     // Check for completely missing or null required fields
1239 |     if (
1240 |       !entry.id ||
1241 |       !entry.timestamp ||
1242 |       entry.type === null ||
1243 |       entry.type === undefined ||
1244 |       entry.data === null
1245 |     ) {
1246 |       return false; // These are invalid regardless of validation level
1247 |     }
1248 | 
1249 |     if (!entry.type) {
1250 |       return validation !== "strict";
1251 |     }
1252 | 
1253 |     if (validation === "strict") {
1254 |       return Boolean(entry.data && typeof entry.data === "object");
1255 |     }
1256 | 
1257 |     // For loose validation, still require data to be defined (not null)
1258 |     if (validation === "loose" && entry.data === null) {
1259 |       return false;
1260 |     }
1261 | 
1262 |     return true;
1263 |   }
1264 | 
1265 |   private async processImportData(
1266 |     data: any,
1267 |     options: ImportOptions,
1268 |   ): Promise<ImportResult> {
1269 |     const result: ImportResult = {
1270 |       success: true,
1271 |       processed: 0,
1272 |       imported: 0,
1273 |       skipped: 0,
1274 |       errors: 0,
1275 |       errorDetails: [],
1276 |       conflicts: 0,
1277 |       validation: { valid: 0, invalid: 0, warnings: [] },
1278 |       summary: {
1279 |         newEntries: 0,
1280 |         updatedEntries: 0,
1281 |         duplicateEntries: 0,
1282 |         failedEntries: 0,
1283 |       },
1284 |       metadata: {
1285 |         importedAt: new Date(),
1286 |         source: "imported data",
1287 |         format: options.format,
1288 |         mode: options.mode,
1289 |       },
1290 |     };
1291 | 
1292 |     if (!data.memories || !Array.isArray(data.memories)) {
1293 |       result.success = false;
1294 |       result.errors = 1;
1295 |       result.errorDetails = ["No valid memories array found in import data"];
1296 |       return result;
1297 |     }
1298 | 
1299 |     for (const entry of data.memories) {
1300 |       result.processed++;
1301 | 
1302 |       try {
1303 |         // Apply transformations and mappings
1304 |         let transformedEntry = { ...entry };
1305 |         if (options.mapping || options.transformation?.enabled) {
1306 |           transformedEntry = this.applyDataTransformations(entry, options);
1307 |         }
1308 | 
1309 |         if (!this.validateMemoryEntry(transformedEntry, options.validation)) {
1310 |           result.validation.invalid++;
1311 |           result.errors++;
1312 |           result.summary.failedEntries++;
1313 |           result.errorDetails.push(
1314 |             `Invalid memory entry: ${
1315 |               transformedEntry.id || "unknown"
1316 |             } - validation failed`,
1317 |           );
1318 |           continue;
1319 |         }
1320 | 
1321 |         result.validation.valid++;
1322 | 
1323 |         // Check for conflicts
1324 |         const existing = await this.storage.get(transformedEntry.id);
1325 |         if (existing) {
1326 |           result.conflicts++;
1327 | 
1328 |           switch (options.conflictResolution) {
1329 |             case "skip":
1330 |               result.skipped++;
1331 |               result.summary.duplicateEntries++;
1332 |               continue;
1333 |             case "overwrite":
1334 |               if (!options.dryRun) {
1335 |                 await this.storage.update(
1336 |                   transformedEntry.id,
1337 |                   transformedEntry,
1338 |                 );
1339 |                 result.imported++;
1340 |                 result.summary.updatedEntries++;
1341 |               }
1342 |               break;
1343 |             case "merge":
1344 |               if (!options.dryRun) {
1345 |                 const merged = this.mergeEntries(existing, transformedEntry);
1346 |                 await this.storage.update(transformedEntry.id, merged);
1347 |                 result.imported++;
1348 |                 result.summary.updatedEntries++;
1349 |               }
1350 |               break;
1351 |             case "rename": {
1352 |               const newId = `${transformedEntry.id}_imported_${Date.now()}`;
1353 |               if (!options.dryRun) {
1354 |                 await this.storage.store({ ...transformedEntry, id: newId });
1355 |                 result.imported++;
1356 |                 result.summary.newEntries++;
1357 |               }
1358 |               break;
1359 |             }
1360 |           }
1361 |         } else {
1362 |           if (!options.dryRun) {
1363 |             await this.storage.store(transformedEntry);
1364 |             result.imported++;
1365 |             result.summary.newEntries++;
1366 |           }
1367 |         }
1368 |       } catch (error) {
1369 |         result.errors++;
1370 |         result.summary.failedEntries++;
1371 |         result.errorDetails.push(
1372 |           error instanceof Error ? error.message : String(error),
1373 |         );
1374 |       }
1375 |     }
1376 | 
1377 |     // Import learning data if present
1378 |     if (data.learning && !options.dryRun) {
1379 |       await this.importLearningData(data.learning);
1380 |     }
1381 | 
1382 |     // Import knowledge graph if present
1383 |     if (data.knowledgeGraph && !options.dryRun) {
1384 |       await this.importKnowledgeGraphData(data.knowledgeGraph);
1385 |     }
1386 | 
1387 |     return result;
1388 |   }
1389 | 
1390 |   private mergeEntries(
1391 |     existing: MemoryEntry,
1392 |     imported: MemoryEntry,
1393 |   ): MemoryEntry {
1394 |     return {
1395 |       ...existing,
1396 |       ...imported,
1397 |       data: { ...existing.data, ...imported.data },
1398 |       metadata: { ...existing.metadata, ...imported.metadata },
1399 |       tags: [...new Set([...(existing.tags || []), ...(imported.tags || [])])],
1400 |       timestamp: imported.timestamp || existing.timestamp,
1401 |     };
1402 |   }
1403 | 
1404 |   private async importLearningData(learningData: any): Promise<void> {
1405 |     if (learningData.patterns && Array.isArray(learningData.patterns)) {
1406 |       for (const pattern of learningData.patterns) {
1407 |         // This would require methods to import patterns into the learning system
1408 |         // For now, just emit an event
1409 |         this.emit("learning_pattern_imported", pattern);
1410 |       }
1411 |     }
1412 |   }
1413 | 
1414 |   private async importKnowledgeGraphData(kgData: any): Promise<void> {
1415 |     if (kgData.nodes && Array.isArray(kgData.nodes)) {
1416 |       for (const node of kgData.nodes) {
1417 |         await this.knowledgeGraph.addNode(node);
1418 |       }
1419 |     }
1420 | 
1421 |     if (kgData.edges && Array.isArray(kgData.edges)) {
1422 |       for (const edge of kgData.edges) {
1423 |         await this.knowledgeGraph.addEdge(edge);
1424 |       }
1425 |     }
1426 |   }
1427 | 
1428 |   private async createBackup(): Promise<string> {
1429 |     const backupPath = `backup_${Date.now()}.json`;
1430 |     const exportResult = await this.exportMemories(backupPath, {
1431 |       format: "json",
1432 |       includeMetadata: true,
1433 |       includeLearning: true,
1434 |       includeKnowledgeGraph: true,
1435 |     });
1436 | 
1437 |     this.emit("backup_created", { path: exportResult.filePath });
1438 |     return exportResult.filePath || backupPath;
1439 |   }
1440 | 
1441 |   private convertToXML(data: any): string {
1442 |     // Simple XML conversion - in production, use a proper XML library
1443 |     const escapeXML = (str: string) =>
1444 |       str
1445 |         .replace(/&/g, "&amp;")
1446 |         .replace(/</g, "&lt;")
1447 |         .replace(/>/g, "&gt;")
1448 |         .replace(/"/g, "&quot;")
1449 |         .replace(/'/g, "&#x27;");
1450 | 
1451 |     let xml = '<?xml version="1.0" encoding="UTF-8"?>\n<export>\n';
1452 |     xml += `  <metadata>\n`;
1453 |     xml += `    <version>${escapeXML(data.metadata.version)}</version>\n`;
1454 |     xml += `    <exportedAt>${escapeXML(
1455 |       data.metadata.exportedAt,
1456 |     )}</exportedAt>\n`;
1457 |     xml += `    <entries>${data.metadata.entries}</entries>\n`;
1458 |     xml += `  </metadata>\n`;
1459 |     xml += `  <memories>\n`;
1460 | 
1461 |     for (const memory of data.memories) {
1462 |       xml += `    <memory>\n`;
1463 |       xml += `      <id>${escapeXML(memory.id)}</id>\n`;
1464 |       xml += `      <timestamp>${escapeXML(memory.timestamp)}</timestamp>\n`;
1465 |       xml += `      <type>${escapeXML(memory.type)}</type>\n`;
1466 |       xml += `      <data>${escapeXML(JSON.stringify(memory.data))}</data>\n`;
1467 |       xml += `    </memory>\n`;
1468 |     }
1469 | 
1470 |     xml += `  </memories>\n`;
1471 |     xml += "</export>";
1472 | 
1473 |     return xml;
1474 |   }
1475 | 
1476 |   private convertToYAML(data: any): string {
1477 |     // Simple YAML conversion - in production, use a proper YAML library
1478 |     const indent = (level: number) => "  ".repeat(level);
1479 |     const toYAML = (obj: any, level: number = 0): string => {
1480 |       if (obj === null) return "null";
1481 |       if (typeof obj === "boolean") return obj.toString();
1482 |       if (typeof obj === "number") return obj.toString();
1483 |       if (typeof obj === "string") return `"${obj.replace(/"/g, '\\"')}"`;
1484 | 
1485 |       if (Array.isArray(obj)) {
1486 |         if (obj.length === 0) return "[]";
1487 |         return (
1488 |           "\n" +
1489 |           obj
1490 |             .map(
1491 |               (item) => `${indent(level)}- ${toYAML(item, level + 1).trim()}`,
1492 |             )
1493 |             .join("\n")
1494 |         );
1495 |       }
1496 | 
1497 |       if (typeof obj === "object") {
1498 |         const keys = Object.keys(obj);
1499 |         if (keys.length === 0) return "{}";
1500 |         return (
1501 |           "\n" +
1502 |           keys
1503 |             .map(
1504 |               (key) =>
1505 |                 `${indent(level)}${key}: ${toYAML(obj[key], level + 1).trim()}`,
1506 |             )
1507 |             .join("\n")
1508 |         );
1509 |       }
1510 | 
1511 |       return obj.toString();
1512 |     };
1513 | 
1514 |     return `# DocuMCP Memory Export\n${toYAML(data)}`;
1515 |   }
1516 | 
1517 |   // Additional helper methods for migration
1518 |   private generateFieldMappings(
1519 |     sourceSchema: any,
1520 |     targetSchema: any,
1521 |   ): Record<string, string> {
1522 |     const mappings: Record<string, string> = {};
1523 | 
1524 |     // Simple field name matching - in production, use more sophisticated mapping
1525 |     const sourceFields = Object.keys(sourceSchema.fields || {});
1526 |     const targetFields = Object.keys(targetSchema.fields || {});
1527 | 
1528 |     for (const sourceField of sourceFields) {
1529 |       // Direct match
1530 |       if (targetFields.includes(sourceField)) {
1531 |         mappings[sourceField] = sourceField;
1532 |         continue;
1533 |       }
1534 | 
1535 |       // Fuzzy matching
1536 |       const similar = targetFields.find(
1537 |         (tf) =>
1538 |           tf.toLowerCase().includes(sourceField.toLowerCase()) ||
1539 |           sourceField.toLowerCase().includes(tf.toLowerCase()),
1540 |       );
1541 | 
1542 |       if (similar) {
1543 |         mappings[sourceField] = similar;
1544 |       }
1545 |     }
1546 | 
1547 |     return mappings;
1548 |   }
1549 | 
1550 |   private generateTransformations(
1551 |     sourceSchema: any,
1552 |     targetSchema: any,
1553 |     mapping: Record<string, string>,
1554 |   ): MigrationPlan["transformations"] {
1555 |     const transformations: MigrationPlan["transformations"] = [];
1556 | 
1557 |     // Generate transformations based on field mappings and type differences
1558 |     for (const [sourceField, targetField] of Object.entries(mapping)) {
1559 |       const sourceType = sourceSchema.fields?.[sourceField]?.type;
1560 |       const targetType = targetSchema.fields?.[targetField]?.type;
1561 | 
1562 |       if (sourceType !== targetType) {
1563 |         transformations.push({
1564 |           field: targetField,
1565 |           type: "convert",
1566 |           source: sourceField,
1567 |           target: targetField,
1568 |           operation: `${sourceType}_to_${targetType}`,
1569 |         });
1570 |       } else {
1571 |         transformations.push({
1572 |           field: targetField,
1573 |           type: "rename",
1574 |           source: sourceField,
1575 |           target: targetField,
1576 |         });
1577 |       }
1578 |     }
1579 | 
1580 |     return transformations;
1581 |   }
1582 | 
1583 |   private generateValidationRules(
1584 |     targetSchema: any,
1585 |   ): MigrationPlan["validation"] {
1586 |     const validation: MigrationPlan["validation"] = [];
1587 | 
1588 |     // Generate validation rules based on target schema
1589 |     if (targetSchema.fields) {
1590 |       for (const [field, config] of Object.entries(targetSchema.fields)) {
1591 |         const rules: string[] = [];
1592 |         const fieldConfig = config as any;
1593 | 
1594 |         if (fieldConfig.required) {
1595 |           rules.push("required");
1596 |         }
1597 | 
1598 |         if (fieldConfig.type) {
1599 |           rules.push(`type:${fieldConfig.type}`);
1600 |         }
1601 | 
1602 |         if (fieldConfig.format) {
1603 |           rules.push(`format:${fieldConfig.format}`);
1604 |         }
1605 | 
1606 |         validation.push({
1607 |           field,
1608 |           rules,
1609 |           required: fieldConfig.required || false,
1610 |         });
1611 |       }
1612 |     }
1613 | 
1614 |     return validation;
1615 |   }
1616 | 
1617 |   private generatePostProcessingSteps(targetSchema: any): string[] {
1618 |     const steps: string[] = [];
1619 | 
1620 |     // Generate post-processing steps
1621 |     steps.push("rebuild_indices");
1622 |     steps.push("update_references");
1623 |     steps.push("validate_integrity");
1624 | 
1625 |     if (targetSchema.features?.learning) {
1626 |       steps.push("retrain_models");
1627 |     }
1628 | 
1629 |     if (targetSchema.features?.knowledgeGraph) {
1630 |       steps.push("rebuild_graph");
1631 |     }
1632 | 
1633 |     return steps;
1634 |   }
1635 | 
1636 |   private async loadRawData(inputPath: string): Promise<any> {
1637 |     const content = await fs.readFile(inputPath, "utf8");
1638 |     try {
1639 |       return JSON.parse(content);
1640 |     } catch {
1641 |       return { raw: content };
1642 |     }
1643 |   }
1644 | 
1645 |   private async applyTransformations(
1646 |     data: any,
1647 |     plan: MigrationPlan,
1648 |   ): Promise<any> {
1649 |     const transformed = JSON.parse(JSON.stringify(data)); // Deep clone
1650 | 
1651 |     for (const transformation of plan.transformations) {
1652 |       // Apply transformation based on type
1653 |       switch (transformation.type) {
1654 |         case "rename":
1655 |           this.renameField(
1656 |             transformed,
1657 |             transformation.source as string,
1658 |             transformation.target,
1659 |           );
1660 |           break;
1661 |         case "convert":
1662 |           this.convertField(
1663 |             transformed,
1664 |             transformation.source as string,
1665 |             transformation.target,
1666 |             transformation.operation,
1667 |           );
1668 |           break;
1669 |         // Add more transformation types as needed
1670 |       }
1671 |     }
1672 | 
1673 |     return transformed;
1674 |   }
1675 | 
1676 |   private renameField(obj: any, oldName: string, newName: string): void {
1677 |     if (typeof obj !== "object" || obj === null) return;
1678 | 
1679 |     if (Array.isArray(obj)) {
1680 |       obj.forEach((item) => this.renameField(item, oldName, newName));
1681 |     } else {
1682 |       if (oldName in obj) {
1683 |         obj[newName] = obj[oldName];
1684 |         delete obj[oldName];
1685 |       }
1686 | 
1687 |       Object.values(obj).forEach((value) =>
1688 |         this.renameField(value, oldName, newName),
1689 |       );
1690 |     }
1691 |   }
1692 | 
1693 |   private convertField(
1694 |     obj: any,
1695 |     fieldName: string,
1696 |     targetName: string,
1697 |     operation?: string,
1698 |   ): void {
1699 |     if (typeof obj !== "object" || obj === null) return;
1700 | 
1701 |     if (Array.isArray(obj)) {
1702 |       obj.forEach((item) =>
1703 |         this.convertField(item, fieldName, targetName, operation),
1704 |       );
1705 |     } else {
1706 |       if (fieldName in obj) {
1707 |         const value = obj[fieldName];
1708 | 
1709 |         // Apply conversion based on operation
1710 |         switch (operation) {
1711 |           case "string_to_number":
1712 |             obj[targetName] = Number(value);
1713 |             break;
1714 |           case "number_to_string":
1715 |             obj[targetName] = String(value);
1716 |             break;
1717 |           case "array_to_string":
1718 |             obj[targetName] = Array.isArray(value) ? value.join(",") : value;
1719 |             break;
1720 |           case "string_to_array":
1721 |             obj[targetName] =
1722 |               typeof value === "string" ? value.split(",") : value;
1723 |             break;
1724 |           default:
1725 |             obj[targetName] = value;
1726 |         }
1727 | 
1728 |         if (fieldName !== targetName) {
1729 |           delete obj[fieldName];
1730 |         }
1731 |       }
1732 | 
1733 |       Object.values(obj).forEach((value) =>
1734 |         this.convertField(value, fieldName, targetName, operation),
1735 |       );
1736 |     }
1737 |   }
1738 | 
1739 |   private convertToImportFormat(data: any, plan: MigrationPlan): any {
1740 |     // Convert transformed data to standard import format
1741 |     const memories = Array.isArray(data) ? data : data.memories || [data];
1742 | 
1743 |     // Convert old format to new MemoryEntry format
1744 |     const convertedMemories = memories.map((entry: any) => {
1745 |       // If already in new format, return as-is
1746 |       if (entry.data && entry.metadata) {
1747 |         return entry;
1748 |       }
1749 | 
1750 |       // Convert old flat format to new structured format
1751 |       const converted: any = {
1752 |         id:
1753 |           entry.id ||
1754 |           `migrated_${Date.now()}_${Math.random().toString(36).substr(2, 9)}`,
1755 |         type: entry.type || "analysis",
1756 |         timestamp: entry.timestamp || new Date().toISOString(),
1757 |         data: {},
1758 |         metadata: {},
1759 |       };
1760 | 
1761 |       // Move known fields to appropriate locations
1762 |       const dataFields = [
1763 |         "language",
1764 |         "recommendation",
1765 |         "framework",
1766 |         "outcome",
1767 |         "success",
1768 |       ];
1769 |       const metadataFields = [
1770 |         "project",
1771 |         "projectId",
1772 |         "repository",
1773 |         "ssg",
1774 |         "tags",
1775 |       ];
1776 | 
1777 |       for (const [key, value] of Object.entries(entry)) {
1778 |         if (["id", "type", "timestamp"].includes(key)) {
1779 |           // Already handled above
1780 |           continue;
1781 |         } else if (dataFields.includes(key)) {
1782 |           converted.data[key] = value;
1783 |         } else if (metadataFields.includes(key)) {
1784 |           if (key === "project") {
1785 |             converted.metadata.projectId = value; // Convert old 'project' field to 'projectId'
1786 |           } else {
1787 |             converted.metadata[key] = value;
1788 |           }
1789 |         } else {
1790 |           // Put unknown fields in data
1791 |           converted.data[key] = value;
1792 |         }
1793 |       }
1794 | 
1795 |       return converted;
1796 |     });
1797 | 
1798 |     return {
1799 |       metadata: {
1800 |         version: this.version,
1801 |         migrated: true,
1802 |         migrationPlan: plan.sourceSystem,
1803 |         importedAt: new Date().toISOString(),
1804 |       },
1805 |       memories: convertedMemories,
1806 |     };
1807 |   }
1808 | 
1809 |   private async executePostProcessing(steps: string[]): Promise<void> {
1810 |     for (const step of steps) {
1811 |       try {
1812 |         switch (step) {
1813 |           case "rebuild_indices":
1814 |             await this.storage.rebuildIndex();
1815 |             break;
1816 |           case "update_references":
1817 |             // Update cross-references in data
1818 |             break;
1819 |           case "validate_integrity":
1820 |             // Validate data integrity
1821 |             break;
1822 |           case "retrain_models":
1823 |             // Trigger learning system retraining
1824 |             break;
1825 |           case "rebuild_graph":
1826 |             // Rebuild knowledge graph
1827 |             break;
1828 |         }
1829 | 
1830 |         this.emit("post_processing_step_completed", { step });
1831 |       } catch (error) {
1832 |         this.emit("post_processing_step_failed", {
1833 |           step,
1834 |           error: error instanceof Error ? error.message : String(error),
1835 |         });
1836 |       }
1837 |     }
1838 |   }
1839 | 
1840 |   private async loadSampleData(
1841 |     sourcePath: string,
1842 |     format: string,
1843 |   ): Promise<any> {
1844 |     // Load a small sample of data for validation
1845 |     if (format === "json") {
1846 |       const content = await fs.readFile(sourcePath, "utf8");
1847 |       const data = JSON.parse(content);
1848 | 
1849 |       if (data.memories && Array.isArray(data.memories)) {
1850 |         return { memories: data.memories.slice(0, 10) }; // First 10 entries
1851 |       }
1852 | 
1853 |       return data;
1854 |     }
1855 | 
1856 |     // For other formats, return basic structure info
1857 |     return { format, sampleLoaded: true };
1858 |   }
1859 | 
1860 |   private validateSchema(sampleData: any): string[] {
1861 |     const issues: string[] = [];
1862 | 
1863 |     if (!sampleData.memories && !Array.isArray(sampleData)) {
1864 |       issues.push("Expected memories array not found");
1865 |     }
1866 | 
1867 |     const memories =
1868 |       sampleData.memories || (Array.isArray(sampleData) ? sampleData : []);
1869 | 
1870 |     if (memories.length > 0) {
1871 |       const firstEntry = memories[0];
1872 | 
1873 |       if (!firstEntry.id) {
1874 |         issues.push("Memory entries missing required id field");
1875 |       }
1876 | 
1877 |       if (!firstEntry.timestamp) {
1878 |         issues.push("Memory entries missing required timestamp field");
1879 |       }
1880 | 
1881 |       if (!firstEntry.type) {
1882 |         issues.push("Memory entries missing required type field");
1883 |       }
1884 | 
1885 |       if (!firstEntry.data) {
1886 |         issues.push("Memory entries missing required data field");
1887 |       }
1888 |     }
1889 | 
1890 |     return issues;
1891 |   }
1892 | 
1893 |   private validateDataIntegrity(sampleData: any): string[] {
1894 |     const issues: string[] = [];
1895 | 
1896 |     const memories =
1897 |       sampleData.memories || (Array.isArray(sampleData) ? sampleData : []);
1898 | 
1899 |     // Check for duplicate IDs
1900 |     const ids = new Set();
1901 |     const duplicates = new Set();
1902 | 
1903 |     for (const entry of memories) {
1904 |       if (entry.id) {
1905 |         if (ids.has(entry.id)) {
1906 |           duplicates.add(entry.id);
1907 |         } else {
1908 |           ids.add(entry.id);
1909 |         }
1910 |       }
1911 |     }
1912 | 
1913 |     if (duplicates.size > 0) {
1914 |       issues.push(`Found ${duplicates.size} duplicate IDs`);
1915 |     }
1916 | 
1917 |     // Check timestamp validity
1918 |     let invalidTimestamps = 0;
1919 |     for (const entry of memories) {
1920 |       if (entry.timestamp && isNaN(new Date(entry.timestamp).getTime())) {
1921 |         invalidTimestamps++;
1922 |       }
1923 |     }
1924 | 
1925 |     if (invalidTimestamps > 0) {
1926 |       issues.push(`Found ${invalidTimestamps} invalid timestamps`);
1927 |     }
1928 | 
1929 |     return issues;
1930 |   }
1931 | 
1932 |   /**
1933 |    * Apply field mappings and transformations to import data
1934 |    */
1935 |   private applyDataTransformations(entry: any, options: ImportOptions): any {
1936 |     const transformed = JSON.parse(JSON.stringify(entry)); // Deep clone
1937 | 
1938 |     // Apply field mappings first
1939 |     if (options.mapping) {
1940 |       for (const [sourcePath, targetPath] of Object.entries(options.mapping)) {
1941 |         const sourceValue = this.getValueByPath(transformed, sourcePath);
1942 |         if (sourceValue !== undefined) {
1943 |           this.setValueByPath(transformed, targetPath, sourceValue);
1944 |           this.deleteValueByPath(transformed, sourcePath);
1945 |         }
1946 |       }
1947 |     }
1948 | 
1949 |     // Apply transformations
1950 |     if (options.transformation?.enabled && options.transformation.rules) {
1951 |       for (const rule of options.transformation.rules) {
1952 |         switch (rule.operation) {
1953 |           case "transform":
1954 |             if (rule.params?.value !== undefined) {
1955 |               this.setValueByPath(transformed, rule.field, rule.params.value);
1956 |             }
1957 |             break;
1958 |           case "convert":
1959 |             // Apply conversion based on params
1960 |             break;
1961 |         }
1962 |       }
1963 |     }
1964 | 
1965 |     return transformed;
1966 |   }
1967 | 
1968 |   /**
1969 |    * Get value from object using dot notation path
1970 |    */
1971 |   private getValueByPath(obj: any, path: string): any {
1972 |     return path.split(".").reduce((current, key) => current?.[key], obj);
1973 |   }
1974 | 
1975 |   /**
1976 |    * Set value in object using dot notation path
1977 |    */
1978 |   private setValueByPath(obj: any, path: string, value: any): void {
1979 |     const keys = path.split(".");
1980 |     const lastKey = keys.pop()!;
1981 |     const target = keys.reduce((current, key) => {
1982 |       if (!(key in current)) {
1983 |         current[key] = {};
1984 |       }
1985 |       return current[key];
1986 |     }, obj);
1987 |     target[lastKey] = value;
1988 |   }
1989 | 
1990 |   /**
1991 |    * Delete value from object using dot notation path
1992 |    */
1993 |   private deleteValueByPath(obj: any, path: string): void {
1994 |     const keys = path.split(".");
1995 |     const lastKey = keys.pop()!;
1996 |     const target = keys.reduce((current, key) => current?.[key], obj);
1997 |     if (target && typeof target === "object") {
1998 |       delete target[lastKey];
1999 |     }
2000 |   }
2001 | }
2002 | 
```
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