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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

--------------------------------------------------------------------------------
/src/tools/populate-content.ts:
--------------------------------------------------------------------------------

```typescript
   1 | import { Tool } from "@modelcontextprotocol/sdk/types.js";
   2 | import * as fs from "fs/promises";
   3 | import * as path from "path";
   4 | import {
   5 |   handleMemoryRecall,
   6 |   handleMemoryEnhancedRecommendation,
   7 |   handleMemoryIntelligentAnalysis,
   8 | } from "../memory/index.js";
   9 | 
  10 | interface PopulationOptions {
  11 |   analysisId: string;
  12 |   docsPath: string;
  13 |   populationLevel: "basic" | "comprehensive" | "intelligent";
  14 |   includeProjectSpecific: boolean;
  15 |   preserveExisting: boolean;
  16 |   technologyFocus?: string[];
  17 | }
  18 | 
  19 | interface TutorialContent {
  20 |   title: string;
  21 |   description: string;
  22 |   content: string;
  23 |   codeExamples?: string[];
  24 | }
  25 | 
  26 | interface ContentPlan {
  27 |   tutorials: TutorialContent[];
  28 |   howToGuides: any[];
  29 |   reference: any[];
  30 |   explanation: any[];
  31 | }
  32 | 
  33 | // ProjectContext interface - currently unused but kept for future enhancements
  34 | // interface ProjectContext {
  35 | //   primaryLanguage: string;
  36 | //   frameworks: any[];
  37 | //   testingFrameworks: any[];
  38 | //   dependencies: any;
  39 | //   devopsTools?: DevOpsToolProfile;
  40 | // }
  41 | 
  42 | interface DevOpsToolProfile {
  43 |   containerization: ContainerTechnology[];
  44 |   orchestration: OrchestrationTechnology[];
  45 |   cicd: CICDTechnology[];
  46 |   configuration: ConfigManagementTechnology[];
  47 |   monitoring: MonitoringTechnology[];
  48 |   security: SecurityTechnology[];
  49 | }
  50 | 
  51 | interface ContainerTechnology {
  52 |   name: string;
  53 |   version?: string;
  54 |   configFiles: string[];
  55 |   usage: string;
  56 | }
  57 | 
  58 | interface OrchestrationTechnology {
  59 |   name: string;
  60 |   manifests?: string[];
  61 |   resources?: string[];
  62 |   namespaces?: string[];
  63 | }
  64 | 
  65 | interface CICDTechnology {
  66 |   name: string;
  67 |   pipelines?: string[];
  68 |   tasks?: string[];
  69 |   triggers?: string[];
  70 | }
  71 | 
  72 | interface ConfigManagementTechnology {
  73 |   name: string;
  74 |   playbooks?: string[];
  75 |   roles?: string[];
  76 |   inventory?: string[];
  77 |   vaultFiles?: string[];
  78 | }
  79 | 
  80 | interface MonitoringTechnology {
  81 |   name: string;
  82 | }
  83 | 
  84 | interface SecurityTechnology {
  85 |   name: string;
  86 | }
  87 | 
  88 | // Interfaces for future extensibility
  89 | // interface LanguageContentGenerator {
  90 | //   detectFrameworks(analysis: any): any[];
  91 | //   generateContent(frameworks: any[], context: ProjectContext): any;
  92 | // }
  93 | 
  94 | // interface DevOpsContentGenerator {
  95 | //   detectDevOpsTools(analysis: any): DevOpsToolProfile;
  96 | //   generateDevOpsContent(tools: DevOpsToolProfile, context: ProjectContext): any;
  97 | // }
  98 | 
  99 | interface PopulationResult {
 100 |   success: boolean;
 101 |   filesCreated: number;
 102 |   contentPlan: ContentPlan;
 103 |   populationMetrics: {
 104 |     coverage: number;
 105 |     completeness: number;
 106 |     projectSpecificity: number;
 107 |   };
 108 |   nextSteps: string[];
 109 | }
 110 | 
 111 | class ContentPopulationEngine {
 112 |   private analysisCache: Map<string, any> = new Map();
 113 |   private memoryInsights: any = null;
 114 |   private similarProjects: any[] = [];
 115 | 
 116 |   async populateContent(
 117 |     options: PopulationOptions,
 118 |     context?: any,
 119 |   ): Promise<PopulationResult> {
 120 |     // Report initial progress
 121 |     if (context?.meta?.progressToken) {
 122 |       await context.meta.reportProgress?.({ progress: 0, total: 100 });
 123 |     }
 124 | 
 125 |     await context?.info?.("📝 Starting Diataxis content population...");
 126 | 
 127 |     // 1. Retrieve and validate repository analysis
 128 |     await context?.info?.("📊 Retrieving repository analysis...");
 129 |     const analysis = await this.getRepositoryAnalysis(options.analysisId);
 130 | 
 131 |     if (context?.meta?.progressToken) {
 132 |       await context.meta.reportProgress?.({ progress: 20, total: 100 });
 133 |     }
 134 | 
 135 |     // 2. Get memory-enhanced insights for intelligent content generation
 136 |     await context?.info?.(
 137 |       "🧠 Loading memory insights for intelligent generation...",
 138 |     );
 139 |     await this.loadMemoryInsights(analysis, options);
 140 | 
 141 |     if (context?.meta?.progressToken) {
 142 |       await context.meta.reportProgress?.({ progress: 40, total: 100 });
 143 |     }
 144 | 
 145 |     // 3. Generate content plan based on project characteristics AND memory insights
 146 |     await context?.info?.("🗺️ Generating intelligent content plan...");
 147 |     const contentPlan = await this.generateIntelligentContentPlan(
 148 |       analysis,
 149 |       options.populationLevel,
 150 |       this.memoryInsights,
 151 |     );
 152 | 
 153 |     // 4. Generate memory-informed content for each Diataxis category
 154 |     const tutorials = await this.generateMemoryInformedTutorialContent(
 155 |       contentPlan.tutorials,
 156 |       analysis,
 157 |       this.memoryInsights,
 158 |     );
 159 |     const howTos = await this.generateMemoryInformedHowToContent(
 160 |       contentPlan.howToGuides,
 161 |       analysis,
 162 |       this.memoryInsights,
 163 |     );
 164 |     const reference = await this.generateMemoryInformedReferenceContent(
 165 |       contentPlan.reference,
 166 |       analysis,
 167 |       this.memoryInsights,
 168 |     );
 169 |     const explanation = await this.generateMemoryInformedExplanationContent(
 170 |       contentPlan.explanation,
 171 |       analysis,
 172 |       this.memoryInsights,
 173 |     );
 174 | 
 175 |     // 5. Write content to documentation structure
 176 |     const filesCreated = await this.writeContentToStructure(
 177 |       options.docsPath,
 178 |       { tutorials, howTos, reference, explanation },
 179 |       options.preserveExisting,
 180 |     );
 181 | 
 182 |     // 6. Generate cross-references and navigation updates
 183 |     await context?.info?.("🔗 Generating cross-references and navigation...");
 184 |     await this.updateNavigationAndCrossReferences(
 185 |       options.docsPath,
 186 |       contentPlan,
 187 |     );
 188 | 
 189 |     if (context?.meta?.progressToken) {
 190 |       await context.meta.reportProgress?.({ progress: 100, total: 100 });
 191 |     }
 192 | 
 193 |     await context?.info?.(
 194 |       `✅ Content population complete! Generated ${filesCreated} file(s)`,
 195 |     );
 196 | 
 197 |     return {
 198 |       success: true,
 199 |       filesCreated,
 200 |       contentPlan,
 201 |       populationMetrics: this.calculatePopulationMetrics(
 202 |         filesCreated,
 203 |         contentPlan,
 204 |       ),
 205 |       nextSteps: this.generateMemoryInformedNextSteps(
 206 |         analysis,
 207 |         contentPlan,
 208 |         this.memoryInsights,
 209 |       ),
 210 |     };
 211 |   }
 212 | 
 213 |   private async getRepositoryAnalysis(analysisId: string): Promise<any> {
 214 |     // First try to get analysis from memory system
 215 |     try {
 216 |       const memoryRecall = await this.getFromMemorySystem(analysisId);
 217 |       if (memoryRecall) {
 218 |         return memoryRecall;
 219 |       }
 220 |     } catch (error) {
 221 |       console.warn("Failed to retrieve from memory system:", error);
 222 |     }
 223 | 
 224 |     // Fallback to reading from cached analysis file
 225 |     const analysisPath = path.join(
 226 |       ".documcp",
 227 |       "analyses",
 228 |       `${analysisId}.json`,
 229 |     );
 230 |     try {
 231 |       const content = await fs.readFile(analysisPath, "utf-8");
 232 |       return JSON.parse(content);
 233 |     } catch {
 234 |       throw new Error(
 235 |         `Repository analysis with ID '${analysisId}' not found. Please run analyze_repository first.`,
 236 |       );
 237 |     }
 238 |   }
 239 | 
 240 |   private async getFromMemorySystem(analysisId: string): Promise<any> {
 241 |     try {
 242 |       const result = await handleMemoryRecall({
 243 |         query: analysisId,
 244 |         type: "analysis",
 245 |         limit: 1,
 246 |       });
 247 | 
 248 |       // Handle the memory recall result structure
 249 |       if (result && result.memories && result.memories.length > 0) {
 250 |         const memory = result.memories[0];
 251 | 
 252 |         // Handle wrapped content structure
 253 |         if (
 254 |           memory.data &&
 255 |           memory.data.content &&
 256 |           Array.isArray(memory.data.content)
 257 |         ) {
 258 |           // Extract the JSON from the first text content
 259 |           const firstContent = memory.data.content[0];
 260 |           if (
 261 |             firstContent &&
 262 |             firstContent.type === "text" &&
 263 |             firstContent.text
 264 |           ) {
 265 |             try {
 266 |               return JSON.parse(firstContent.text);
 267 |             } catch (parseError) {
 268 |               console.warn(
 269 |                 "Failed to parse analysis content from memory:",
 270 |                 parseError,
 271 |               );
 272 |               return memory.data;
 273 |             }
 274 |           }
 275 |         }
 276 | 
 277 |         // Try direct content access (legacy format)
 278 |         if (memory.content) {
 279 |           return memory.content;
 280 |         }
 281 | 
 282 |         // Try data field
 283 |         if (memory.data) {
 284 |           return memory.data;
 285 |         }
 286 |       }
 287 | 
 288 |       return null;
 289 |     } catch (error) {
 290 |       console.warn("Memory system recall failed:", error);
 291 |       return null;
 292 |     }
 293 |   }
 294 | 
 295 |   private async loadMemoryInsights(
 296 |     analysis: any,
 297 |     options: PopulationOptions,
 298 |   ): Promise<void> {
 299 |     try {
 300 |       // Get similar projects from memory system
 301 |       const similarProjectsQuery = `${
 302 |         analysis.metadata?.primaryLanguage || ""
 303 |       } ${analysis.metadata?.ecosystem || ""} documentation`;
 304 |       const similarProjects = await handleMemoryRecall({
 305 |         query: similarProjectsQuery,
 306 |         type: "recommendation",
 307 |         limit: 5,
 308 |       });
 309 | 
 310 |       // Get memory-enhanced analysis
 311 |       const enhancedAnalysis = await handleMemoryIntelligentAnalysis({
 312 |         projectPath: analysis.projectPath || "",
 313 |         baseAnalysis: analysis,
 314 |       });
 315 | 
 316 |       // Get memory-enhanced recommendations for content strategy
 317 |       const enhancedRecommendations = await handleMemoryEnhancedRecommendation({
 318 |         projectPath: analysis.projectPath || "",
 319 |         baseRecommendation: {
 320 |           contentStrategy: "diataxis",
 321 |           populationLevel: options.populationLevel,
 322 |         },
 323 |         projectFeatures: {
 324 |           ecosystem: analysis.metadata?.ecosystem || "unknown",
 325 |           primaryLanguage: analysis.metadata?.primaryLanguage || "unknown",
 326 |           complexity: analysis.complexity || "medium",
 327 |           hasTests: analysis.structure?.hasTests || false,
 328 |           hasCI: analysis.structure?.hasCI || false,
 329 |         },
 330 |       });
 331 | 
 332 |       this.memoryInsights = {
 333 |         similarProjects: similarProjects.memories || [],
 334 |         enhancedAnalysis: enhancedAnalysis,
 335 |         enhancedRecommendations: enhancedRecommendations,
 336 |         patterns: this.extractPatternsFromSimilarProjects(
 337 |           similarProjects.memories || [],
 338 |         ),
 339 |       };
 340 | 
 341 |       this.similarProjects = similarProjects.memories || [];
 342 |     } catch (error) {
 343 |       console.warn("Failed to load memory insights:", error);
 344 |       // Fallback to minimal insights
 345 |       this.memoryInsights = {
 346 |         similarProjects: [],
 347 |         enhancedAnalysis: null,
 348 |         enhancedRecommendations: null,
 349 |         patterns: {},
 350 |       };
 351 |     }
 352 |   }
 353 | 
 354 |   private extractPatternsFromSimilarProjects(projects: any[]): any {
 355 |     const patterns = {
 356 |       commonFrameworks: {} as Record<string, number>,
 357 |       successfulSSGs: {} as Record<string, number>,
 358 |       documentationStructures: {} as Record<string, number>,
 359 |       deploymentStrategies: {} as Record<string, number>,
 360 |     };
 361 | 
 362 |     projects.forEach((project) => {
 363 |       const content = project.content || {};
 364 | 
 365 |       // Extract framework patterns
 366 |       if (content.frameworks) {
 367 |         content.frameworks.forEach((framework: string) => {
 368 |           patterns.commonFrameworks[framework] =
 369 |             (patterns.commonFrameworks[framework] || 0) + 1;
 370 |         });
 371 |       }
 372 | 
 373 |       // Extract SSG success patterns
 374 |       if (content.recommendedSSG) {
 375 |         patterns.successfulSSGs[content.recommendedSSG] =
 376 |           (patterns.successfulSSGs[content.recommendedSSG] || 0) + 1;
 377 |       }
 378 | 
 379 |       // Extract documentation structure patterns
 380 |       if (content.documentationApproach) {
 381 |         patterns.documentationStructures[content.documentationApproach] =
 382 |           (patterns.documentationStructures[content.documentationApproach] ||
 383 |             0) + 1;
 384 |       }
 385 | 
 386 |       // Extract deployment patterns
 387 |       if (content.deploymentStrategy) {
 388 |         patterns.deploymentStrategies[content.deploymentStrategy] =
 389 |           (patterns.deploymentStrategies[content.deploymentStrategy] || 0) + 1;
 390 |       }
 391 |     });
 392 | 
 393 |     return patterns;
 394 |   }
 395 | 
 396 |   private async generateIntelligentContentPlan(
 397 |     analysis: any,
 398 |     level: string,
 399 |     _memoryInsights: any,
 400 |   ): Promise<ContentPlan> {
 401 |     const plan: ContentPlan = {
 402 |       tutorials: [],
 403 |       howToGuides: [],
 404 |       reference: [],
 405 |       explanation: [],
 406 |     };
 407 | 
 408 |     // Generate tutorials based on project type AND memory patterns
 409 |     plan.tutorials = this.generateMemoryInformedTutorialPlan(
 410 |       analysis,
 411 |       level,
 412 |       _memoryInsights,
 413 |     );
 414 | 
 415 |     // Generate how-to guides for common tasks (enhanced with successful patterns)
 416 |     plan.howToGuides = this.generateMemoryInformedHowToPlan(
 417 |       analysis,
 418 |       level,
 419 |       _memoryInsights,
 420 |     );
 421 | 
 422 |     // Generate reference documentation (based on similar project structures)
 423 |     plan.reference = this.generateMemoryInformedReferencePlan(
 424 |       analysis,
 425 |       level,
 426 |       _memoryInsights,
 427 |     );
 428 | 
 429 |     // Generate explanation content (leveraging successful explanation patterns)
 430 |     plan.explanation = this.generateMemoryInformedExplanationPlan(
 431 |       analysis,
 432 |       level,
 433 |       _memoryInsights,
 434 |     );
 435 | 
 436 |     return plan;
 437 |   }
 438 | 
 439 |   private generateMemoryInformedTutorialPlan(
 440 |     analysis: any,
 441 |     _level: string,
 442 |     _memoryInsights: any,
 443 |   ): TutorialContent[] {
 444 |     const tutorials: TutorialContent[] = [];
 445 |     const similarProjects = _memoryInsights?.similarProjects || [];
 446 |     tutorials.push({
 447 |       title: `Getting Started with ${
 448 |         analysis.metadata?.projectName || "the Project"
 449 |       }`,
 450 |       description: this.generateMemoryInformedDescription(
 451 |         analysis,
 452 |         similarProjects,
 453 |         "getting-started",
 454 |       ),
 455 |       content: this.generateMemoryInformedGettingStartedContent(
 456 |         analysis,
 457 |         _memoryInsights,
 458 |       ),
 459 |       codeExamples: this.generateMemoryInformedGettingStartedExamples(
 460 |         analysis,
 461 |         _memoryInsights,
 462 |       ),
 463 |     });
 464 | 
 465 |     // Add technology-specific tutorials based on what worked for similar projects
 466 |     const ecosystem =
 467 |       analysis.metadata?.ecosystem || analysis.technologies?.runtime;
 468 |     if (
 469 |       ecosystem === "Node.js" ||
 470 |       ecosystem === "javascript" ||
 471 |       ecosystem === "typescript"
 472 |     ) {
 473 |       const nodeSuccessPatterns =
 474 |         this.extractNodeSuccessPatterns(similarProjects);
 475 |       tutorials.push({
 476 |         title: this.generateMemoryInformedTutorialTitle(
 477 |           "environment-setup",
 478 |           nodeSuccessPatterns,
 479 |           analysis,
 480 |         ),
 481 |         description:
 482 |           "Configure your development environment based on proven successful patterns",
 483 |         content: this.generateMemoryInformedNodeSetupContent(
 484 |           analysis,
 485 |           nodeSuccessPatterns,
 486 |         ),
 487 |         codeExamples: this.generateMemoryInformedNodeSetupExamples(
 488 |           analysis,
 489 |           nodeSuccessPatterns,
 490 |         ),
 491 |       });
 492 |     }
 493 | 
 494 |     // Add testing tutorial if tests detected
 495 |     if (analysis.structure.hasTests) {
 496 |       tutorials.push({
 497 |         title: "Writing and Running Tests",
 498 |         description: "Learn how to test your code effectively",
 499 |         content: this.generateTestingTutorialContent(analysis),
 500 |         codeExamples: this.generateTestingExamples(analysis),
 501 |       });
 502 |     }
 503 | 
 504 |     // Add DevOps tutorials based on detected tools
 505 |     const devopsTools = this.detectDevOpsTools(analysis);
 506 |     if (devopsTools.containerization.length > 0) {
 507 |       const containerTech = devopsTools.containerization[0];
 508 |       tutorials.push({
 509 |         title: `Containerizing ${analysis.metadata.projectName} with ${containerTech.name}`,
 510 |         description: `Learn how to containerize your application using ${containerTech.name}`,
 511 |         content: this.generateContainerTutorialContent(analysis, containerTech),
 512 |         codeExamples: this.generateContainerExamples(analysis, containerTech),
 513 |       });
 514 |     }
 515 | 
 516 |     if (devopsTools.orchestration.length > 0) {
 517 |       const orchestrationTech = devopsTools.orchestration[0];
 518 |       tutorials.push({
 519 |         title: `Deploying to ${orchestrationTech.name}`,
 520 |         description: `Deploy your application to ${orchestrationTech.name}`,
 521 |         content: this.generateOrchestrationTutorialContent(
 522 |           analysis,
 523 |           orchestrationTech,
 524 |         ),
 525 |         codeExamples: this.generateOrchestrationExamples(
 526 |           analysis,
 527 |           orchestrationTech,
 528 |         ),
 529 |       });
 530 |     }
 531 | 
 532 |     // Python-specific tutorials
 533 |     if (analysis.metadata.primaryLanguage === "Python") {
 534 |       tutorials.push({
 535 |         title: "Python Virtual Environment Setup",
 536 |         description: "Set up isolated Python development environment",
 537 |         content: this.generatePythonEnvironmentContent(analysis),
 538 |         codeExamples: this.generatePythonEnvironmentExamples(),
 539 |       });
 540 | 
 541 |       // Python framework-specific tutorials
 542 |       const pythonFrameworks = this.detectPythonFrameworks(analysis);
 543 |       pythonFrameworks.forEach((framework) => {
 544 |         tutorials.push({
 545 |           title: `Building Applications with ${framework.name}`,
 546 |           description: `Complete guide to ${framework.name} development`,
 547 |           content: this.generatePythonFrameworkTutorialContent(
 548 |             analysis,
 549 |             framework,
 550 |           ),
 551 |           codeExamples: this.generatePythonFrameworkExamples(framework),
 552 |         });
 553 |       });
 554 |     }
 555 | 
 556 |     return tutorials;
 557 |   }
 558 | 
 559 |   private generateHowToPlan(analysis: any, _level: string): any[] {
 560 |     const howTos: any[] = [];
 561 | 
 562 |     // Common development tasks
 563 |     howTos.push({
 564 |       title: "How to Add a New Feature",
 565 |       content: this.generateFeatureGuideContent(analysis),
 566 |     });
 567 | 
 568 |     howTos.push({
 569 |       title: "How to Debug Common Issues",
 570 |       content: this.generateDebuggingGuideContent(analysis),
 571 |     });
 572 | 
 573 |     // Deployment guides if CI detected
 574 |     if (analysis.structure.hasCI) {
 575 |       howTos.push({
 576 |         title: "How to Deploy Your Application",
 577 |         content: this.generateDeploymentGuideContent(analysis),
 578 |       });
 579 |     }
 580 | 
 581 |     return howTos;
 582 |   }
 583 | 
 584 |   private generateReferencePlan(analysis: any, _level: string): any[] {
 585 |     const reference: any[] = [];
 586 | 
 587 |     // API reference
 588 |     reference.push({
 589 |       title: "API Reference",
 590 |       content: this.generateAPIReference(analysis),
 591 |     });
 592 | 
 593 |     // Configuration reference
 594 |     reference.push({
 595 |       title: "Configuration Options",
 596 |       content: this.generateConfigReference(analysis),
 597 |     });
 598 | 
 599 |     // CLI reference if applicable
 600 |     reference.push({
 601 |       title: "Command Line Interface",
 602 |       content: this.generateCLIReference(analysis),
 603 |     });
 604 | 
 605 |     return reference;
 606 |   }
 607 | 
 608 |   private generateExplanationPlan(analysis: any, _level: string): any[] {
 609 |     const explanations: any[] = [];
 610 | 
 611 |     // Architecture overview
 612 |     explanations.push({
 613 |       title: "Architecture Overview",
 614 |       content: this.generateArchitectureContent(analysis),
 615 |     });
 616 | 
 617 |     // Design decisions
 618 |     explanations.push({
 619 |       title: "Design Decisions",
 620 |       content: this.generateDesignDecisionsContent(analysis),
 621 |     });
 622 | 
 623 |     // Technology choices
 624 |     explanations.push({
 625 |       title: "Technology Stack",
 626 |       content: this.generateTechnologyStackContent(analysis),
 627 |     });
 628 | 
 629 |     return explanations;
 630 |   }
 631 | 
 632 |   // Memory-informed helper methods
 633 |   private getSuccessfulGettingStartedApproach(
 634 |     similarProjects: any[],
 635 |     analysis: any,
 636 |   ): any {
 637 |     // Analyze successful getting-started approaches from similar projects
 638 |     const approaches = similarProjects
 639 |       .filter((p) => p.content?.gettingStartedApproach)
 640 |       .map((p) => p.content.gettingStartedApproach);
 641 | 
 642 |     // Return most common successful approach, or default based on project type
 643 |     return approaches.length > 0
 644 |       ? approaches[0]
 645 |       : this.getDefaultApproachForProjectType(analysis);
 646 |   }
 647 | 
 648 |   private generateMemoryInformedDescription(
 649 |     analysis: any,
 650 |     similarProjects: any[],
 651 |     tutorialType: string,
 652 |   ): string {
 653 |     const successfulDescriptions = similarProjects
 654 |       .filter((p) => p.content?.tutorials?.[tutorialType])
 655 |       .map((p) => p.content.tutorials[tutorialType].description);
 656 | 
 657 |     if (successfulDescriptions.length > 0) {
 658 |       // Adapt successful pattern for this project
 659 |       return `Learn ${
 660 |         analysis.metadata?.primaryLanguage || "development"
 661 |       } with ${
 662 |         analysis.metadata?.projectName || "this project"
 663 |       } using proven patterns from ${
 664 |         successfulDescriptions.length
 665 |       } similar successful projects`;
 666 |     }
 667 | 
 668 |     return `Learn ${
 669 |       analysis.metadata?.primaryLanguage || "development"
 670 |     } development with ${analysis.metadata?.projectName || "this project"}`;
 671 |   }
 672 | 
 673 |   private extractNodeSuccessPatterns(similarProjects: any[]): any {
 674 |     const nodeProjects = similarProjects.filter(
 675 |       (p) =>
 676 |         p.content?.ecosystem === "Node.js" ||
 677 |         p.content?.primaryLanguage === "TypeScript" ||
 678 |         p.content?.primaryLanguage === "JavaScript",
 679 |     );
 680 | 
 681 |     return {
 682 |       commonTools: this.extractCommonTools(nodeProjects),
 683 |       successfulCommands: this.extractSuccessfulCommands(nodeProjects),
 684 |       recommendedVersions: this.extractRecommendedVersions(nodeProjects),
 685 |       bestPractices: this.extractBestPractices(nodeProjects),
 686 |     };
 687 |   }
 688 | 
 689 |   private extractCommonTools(projects: any[]): string[] {
 690 |     const toolCounts: Record<string, number> = {};
 691 |     projects.forEach((p) => {
 692 |       (p.content?.tools || []).forEach((tool: string) => {
 693 |         toolCounts[tool] = (toolCounts[tool] || 0) + 1;
 694 |       });
 695 |     });
 696 | 
 697 |     // Return tools used by >50% of similar projects
 698 |     const threshold = Math.ceil(projects.length * 0.5);
 699 |     return Object.entries(toolCounts)
 700 |       .filter(([_, count]) => count >= threshold)
 701 |       .map(([tool, _]) => tool);
 702 |   }
 703 | 
 704 |   private extractSuccessfulCommands(projects: any[]): Record<string, string[]> {
 705 |     const commands: Record<string, string[]> = {};
 706 |     projects.forEach((p) => {
 707 |       if (p.content?.commands) {
 708 |         Object.entries(p.content.commands).forEach(([key, cmds]) => {
 709 |           if (!commands[key]) commands[key] = [];
 710 |           commands[key].push(...(cmds as string[]));
 711 |         });
 712 |       }
 713 |     });
 714 | 
 715 |     // Deduplicate and return most common commands
 716 |     Object.keys(commands).forEach((key) => {
 717 |       commands[key] = [...new Set(commands[key])];
 718 |     });
 719 | 
 720 |     return commands;
 721 |   }
 722 | 
 723 |   private extractRecommendedVersions(projects: any[]): Record<string, string> {
 724 |     const versions: Record<string, Record<string, number>> = {};
 725 |     projects.forEach((p) => {
 726 |       if (p.content?.versions) {
 727 |         Object.entries(p.content.versions).forEach(([tool, version]) => {
 728 |           if (!versions[tool]) versions[tool] = {};
 729 |           versions[tool][version as string] =
 730 |             (versions[tool][version as string] || 0) + 1;
 731 |         });
 732 |       }
 733 |     });
 734 | 
 735 |     // Return most commonly used versions
 736 |     const recommendedVersions: Record<string, string> = {};
 737 |     Object.entries(versions).forEach(([tool, versionCounts]) => {
 738 |       const mostCommon = Object.entries(versionCounts).sort(
 739 |         ([, a], [, b]) => (b as number) - (a as number),
 740 |       )[0];
 741 |       if (mostCommon) {
 742 |         recommendedVersions[tool] = mostCommon[0];
 743 |       }
 744 |     });
 745 | 
 746 |     return recommendedVersions;
 747 |   }
 748 | 
 749 |   private extractBestPractices(projects: any[]): string[] {
 750 |     const practices: Record<string, number> = {};
 751 |     projects.forEach((p) => {
 752 |       (p.content?.bestPractices || []).forEach((practice: string) => {
 753 |         practices[practice] = (practices[practice] || 0) + 1;
 754 |       });
 755 |     });
 756 | 
 757 |     // Return practices mentioned by >30% of projects
 758 |     const threshold = Math.ceil(projects.length * 0.3);
 759 |     return Object.entries(practices)
 760 |       .filter(([_, count]) => count >= threshold)
 761 |       .map(([practice, _]) => practice);
 762 |   }
 763 | 
 764 |   private getDefaultApproachForProjectType(analysis: any): any {
 765 |     const projectType = analysis.metadata?.projectType || "library";
 766 |     const primaryLanguage = analysis.metadata?.primaryLanguage || "JavaScript";
 767 | 
 768 |     return {
 769 |       type: projectType,
 770 |       language: primaryLanguage,
 771 |       approach: "hands-on",
 772 |       complexity: "progressive",
 773 |     };
 774 |   }
 775 | 
 776 |   private generateMemoryInformedTutorialTitle(
 777 |     tutorialType: string,
 778 |     patterns: any,
 779 |     analysis: any,
 780 |   ): string {
 781 |     const projectName = analysis.metadata?.projectName || "Project";
 782 |     const language = analysis.metadata?.primaryLanguage || "Development";
 783 | 
 784 |     switch (tutorialType) {
 785 |       case "environment-setup":
 786 |         return patterns.commonTools?.length > 0
 787 |           ? `Setting Up Your ${language} Development Environment`
 788 |           : `Development Environment Setup for ${projectName}`;
 789 |       default:
 790 |         return `${tutorialType} Tutorial for ${projectName}`;
 791 |     }
 792 |   }
 793 | 
 794 |   // Enhanced content generation methods with memory insights
 795 |   private generateMemoryInformedGettingStartedContent(
 796 |     analysis: any,
 797 |     _memoryInsights: any,
 798 |   ): string {
 799 |     const projectName = analysis.metadata?.projectName || "the project";
 800 |     const language = analysis.metadata?.primaryLanguage || "development";
 801 |     const patterns = _memoryInsights?.patterns || {};
 802 |     const similarProjects = _memoryInsights?.similarProjects || [];
 803 | 
 804 |     // Extract real project structure and dependencies
 805 |     const realDependencies = analysis.dependencies?.packages || [];
 806 |     const hasTests = analysis.structure?.hasTests;
 807 |     const hasCI = analysis.structure?.hasCI;
 808 |     const ecosystem = analysis.metadata?.ecosystem || "Node.js";
 809 | 
 810 |     // Build getting started content based on actual project characteristics
 811 |     let content = `# Getting Started with ${projectName}\n\n`;
 812 | 
 813 |     if (similarProjects.length > 0) {
 814 |       content += `Welcome to ${projectName}! This tutorial leverages successful patterns from ${similarProjects.length} similar ${language} projects to get you up and running quickly.\n\n`;
 815 |     } else {
 816 |       content += `Welcome to ${projectName}! This tutorial will guide you through setting up and running the project.\n\n`;
 817 |     }
 818 | 
 819 |     // Prerequisites based on actual analysis
 820 |     content += `## Prerequisites\n\n`;
 821 |     content += `Based on the project analysis, you'll need:\n\n`;
 822 | 
 823 |     if (
 824 |       ecosystem === "Node.js" ||
 825 |       language === "TypeScript" ||
 826 |       language === "JavaScript"
 827 |     ) {
 828 |       const recommendedVersion =
 829 |         this.getRecommendedNodeVersion(similarProjects);
 830 |       content += `- Node.js (version ${recommendedVersion} or higher)\n`;
 831 |       content += `- npm or yarn package manager\n`;
 832 |     }
 833 | 
 834 |     if (language === "TypeScript") {
 835 |       content += `- TypeScript (globally installed or via npx)\n`;
 836 |     }
 837 | 
 838 |     content += `- Git for version control\n\n`;
 839 | 
 840 |     // Installation based on real dependencies
 841 |     content += `## Installation\n\n`;
 842 |     content += `1. Clone the repository:\n`;
 843 |     content += `   \`\`\`bash\n`;
 844 |     content += `   git clone <repository-url>\n`;
 845 |     content += `   cd ${projectName}\n`;
 846 |     content += `   \`\`\`\n\n`;
 847 | 
 848 |     content += `2. Install dependencies:\n`;
 849 |     content += `   \`\`\`bash\n`;
 850 |     if (realDependencies.includes("yarn")) {
 851 |       content += `   yarn install\n`;
 852 |     } else {
 853 |       content += `   npm install\n`;
 854 |     }
 855 |     content += `   \`\`\`\n\n`;
 856 | 
 857 |     // Real environment setup
 858 |     if (this.projectHasEnvFile(analysis)) {
 859 |       content += `3. Set up environment variables:\n`;
 860 |       content += `   \`\`\`bash\n`;
 861 |       content += `   cp .env.example .env\n`;
 862 |       content += `   \`\`\`\n\n`;
 863 |     }
 864 | 
 865 |     // Running based on actual project setup
 866 |     content += `## Running the Project\n\n`;
 867 |     const runCommands = this.extractActualRunCommands(analysis);
 868 |     if (runCommands.length > 0) {
 869 |       runCommands.forEach((cmd) => {
 870 |         content += `\`\`\`bash\n${cmd}\n\`\`\`\n\n`;
 871 |       });
 872 |     } else {
 873 |       content += `\`\`\`bash\nnpm start\n\`\`\`\n\n`;
 874 |     }
 875 | 
 876 |     // Testing section based on actual test setup
 877 |     if (hasTests) {
 878 |       content += `## Verifying Your Setup\n\n`;
 879 |       content += `Run the test suite to ensure everything is working:\n`;
 880 |       content += `\`\`\`bash\n`;
 881 |       const testFramework = this.detectTestFramework(analysis);
 882 |       if (testFramework) {
 883 |         content += `npm test  # Uses ${testFramework}\n`;
 884 |       } else {
 885 |         content += `npm test\n`;
 886 |       }
 887 |       content += `\`\`\`\n\n`;
 888 |     }
 889 | 
 890 |     // Next steps based on memory insights
 891 |     content += `## Next Steps\n\n`;
 892 |     if (patterns.documentationStructures) {
 893 |       content += `- Explore the [Architecture Overview](../explanation/architecture.md)\n`;
 894 |       content += `- Learn about [Adding New Features](../how-to/add-feature.md)\n`;
 895 |     }
 896 |     if (hasCI) {
 897 |       content += `- Check the [Deployment Guide](../how-to/deploy.md)\n`;
 898 |     }
 899 |     content += `- Review the [API Reference](../reference/api.md)\n`;
 900 | 
 901 |     return content;
 902 |   }
 903 | 
 904 |   private generateMemoryInformedGettingStartedExamples(
 905 |     analysis: any,
 906 |     _memoryInsights: any,
 907 |   ): string[] {
 908 |     const examples: string[] = [];
 909 | 
 910 |     // Generate real usage example based on actual entry points
 911 |     const entryPoint = this.findProjectEntryPoint(analysis);
 912 |     if (entryPoint) {
 913 |       examples.push(
 914 |         `// Example: Basic usage\nimport { initialize } from './${entryPoint}';\n\nconst app = initialize({\n  // Configuration options\n});\n\napp.start();`,
 915 |       );
 916 |     }
 917 | 
 918 |     // TypeScript config example if project uses TypeScript
 919 |     if (analysis.metadata?.primaryLanguage === "TypeScript") {
 920 |       const actualTsConfig = this.extractTsConfigPatterns(analysis);
 921 |       examples.push(
 922 |         `// TypeScript configuration\n${JSON.stringify(
 923 |           actualTsConfig,
 924 |           null,
 925 |           2,
 926 |         )}`,
 927 |       );
 928 |     }
 929 | 
 930 |     // Real package.json scripts
 931 |     const scripts = this.extractPackageScripts(analysis);
 932 |     if (scripts && Object.keys(scripts).length > 0) {
 933 |       examples.push(
 934 |         `// Available scripts\n${JSON.stringify({ scripts }, null, 2)}`,
 935 |       );
 936 |     }
 937 | 
 938 |     return examples;
 939 |   }
 940 | 
 941 |   private getRecommendedNodeVersion(similarProjects: any[]): string {
 942 |     const versions = similarProjects
 943 |       .map((p) => p.content?.versions?.node)
 944 |       .filter(Boolean);
 945 | 
 946 |     if (versions.length > 0) {
 947 |       // Return most common version
 948 |       const versionCounts = versions.reduce(
 949 |         (acc, v) => {
 950 |           acc[v] = (acc[v] || 0) + 1;
 951 |           return acc;
 952 |         },
 953 |         {} as Record<string, number>,
 954 |       );
 955 | 
 956 |       const mostCommon = Object.entries(versionCounts).sort(
 957 |         ([, a], [, b]) => (b as number) - (a as number),
 958 |       )[0];
 959 |       return mostCommon ? mostCommon[0] : "18";
 960 |     }
 961 | 
 962 |     return "18"; // Default modern version
 963 |   }
 964 | 
 965 |   private projectHasEnvFile(analysis: any): boolean {
 966 |     const files = analysis.files || [];
 967 |     return files.some(
 968 |       (f: any) =>
 969 |         f.name === ".env.example" ||
 970 |         f.name === ".env.template" ||
 971 |         f.name === "env.example",
 972 |     );
 973 |   }
 974 | 
 975 |   private extractActualRunCommands(analysis: any): string[] {
 976 |     const packageJson = this.findPackageJson(analysis);
 977 |     if (packageJson?.scripts) {
 978 |       const scripts = packageJson.scripts;
 979 |       const runCommands = [];
 980 | 
 981 |       if (scripts.dev) runCommands.push("npm run dev");
 982 |       else if (scripts.start) runCommands.push("npm start");
 983 |       else if (scripts.serve) runCommands.push("npm run serve");
 984 | 
 985 |       return runCommands;
 986 |     }
 987 | 
 988 |     return [];
 989 |   }
 990 | 
 991 |   private detectTestFramework(analysis: any): string | null {
 992 |     const dependencies = analysis.dependencies?.packages || [];
 993 | 
 994 |     if (dependencies.includes("jest")) return "Jest";
 995 |     if (dependencies.includes("mocha")) return "Mocha";
 996 |     if (dependencies.includes("vitest")) return "Vitest";
 997 |     if (dependencies.includes("jasmine")) return "Jasmine";
 998 | 
 999 |     return null;
1000 |   }
1001 | 
1002 |   private findProjectEntryPoint(analysis: any): string | null {
1003 |     const packageJson = this.findPackageJson(analysis);
1004 |     if (packageJson?.main) {
1005 |       return packageJson.main.replace(/\.(js|ts)$/, "");
1006 |     }
1007 | 
1008 |     // Look for common entry points
1009 |     const files = analysis.files || [];
1010 |     const entryPoints = ["index", "main", "app", "server"];
1011 | 
1012 |     for (const entry of entryPoints) {
1013 |       if (
1014 |         files.some(
1015 |           (f: any) => f.name === `${entry}.ts` || f.name === `${entry}.js`,
1016 |         )
1017 |       ) {
1018 |         return entry;
1019 |       }
1020 |     }
1021 | 
1022 |     return null;
1023 |   }
1024 | 
1025 |   private findPackageJson(analysis: any): any {
1026 |     const files = analysis.files || [];
1027 |     const packageFile = files.find((f: any) => f.name === "package.json");
1028 | 
1029 |     if (packageFile?.content) {
1030 |       try {
1031 |         return JSON.parse(packageFile.content);
1032 |       } catch {
1033 |         return null;
1034 |       }
1035 |     }
1036 | 
1037 |     return null;
1038 |   }
1039 | 
1040 |   private extractTsConfigPatterns(analysis: any): any {
1041 |     const files = analysis.files || [];
1042 |     const tsConfigFile = files.find((f: any) => f.name === "tsconfig.json");
1043 | 
1044 |     if (tsConfigFile?.content) {
1045 |       try {
1046 |         return JSON.parse(tsConfigFile.content);
1047 |       } catch {
1048 |         // Return sensible defaults based on project analysis
1049 |         return {
1050 |           compilerOptions: {
1051 |             target: "ES2020",
1052 |             module: "commonjs",
1053 |             strict: true,
1054 |             esModuleInterop: true,
1055 |             skipLibCheck: true,
1056 |             forceConsistentCasingInFileNames: true,
1057 |           },
1058 |         };
1059 |       }
1060 |     }
1061 | 
1062 |     return null;
1063 |   }
1064 | 
1065 |   private extractPackageScripts(analysis: any): any {
1066 |     const packageJson = this.findPackageJson(analysis);
1067 |     return packageJson?.scripts || null;
1068 |   }
1069 | 
1070 |   // Content generation methods (keeping original structure but with memory enhancement)
1071 |   private generateGettingStartedContent(_analysis: any): string {
1072 |     return `# Getting Started with ${_analysis.metadata.projectName}
1073 | 
1074 | Welcome to ${_analysis.metadata.projectName}! This tutorial will guide you through setting up and running the project for the first time.
1075 | 
1076 | ## Prerequisites
1077 | 
1078 | Before you begin, ensure you have the following installed:
1079 | 
1080 | - Node.js (version 18 or higher)
1081 | - npm or yarn package manager
1082 | - Git for version control
1083 | 
1084 | ## Installation
1085 | 
1086 | 1. Clone the repository:
1087 |    \`\`\`bash
1088 |    git clone <repository-url>
1089 |    cd ${_analysis.metadata.projectName}
1090 |    \`\`\`
1091 | 
1092 | 2. Install dependencies:
1093 |    \`\`\`bash
1094 |    npm install
1095 |    \`\`\`
1096 | 
1097 | 3. Set up environment variables:
1098 |    \`\`\`bash
1099 |    cp .env.example .env
1100 |    \`\`\`
1101 | 
1102 | ## Running the Project
1103 | 
1104 | Start the development server:
1105 | \`\`\`bash
1106 | npm run dev
1107 | \`\`\`
1108 | 
1109 | ## Verifying Your Setup
1110 | 
1111 | Run the test suite to ensure everything is working:
1112 | \`\`\`bash
1113 | npm test
1114 | \`\`\`
1115 | 
1116 | ## Next Steps
1117 | 
1118 | - Explore the [Architecture Overview](../explanation/architecture.md)
1119 | - Learn about [Adding New Features](../how-to/add-feature.md)
1120 | - Check the [API Reference](../reference/api.md)
1121 | `;
1122 |   }
1123 | 
1124 |   private generateGettingStartedExamples(_analysis: any): string[] {
1125 |     return [
1126 |       `// Example: Basic usage
1127 | import { initialize } from './${_analysis.metadata.projectName}';
1128 | 
1129 | const app = initialize({
1130 |   // Configuration options
1131 | });
1132 | 
1133 | app.start();`,
1134 | 
1135 |       `// Example: TypeScript configuration
1136 | {
1137 |   "compilerOptions": {
1138 |     "target": "ES2020",
1139 |     "module": "commonjs",
1140 |     "strict": true,
1141 |     "esModuleInterop": true,
1142 |     "skipLibCheck": true,
1143 |     "forceConsistentCasingInFileNames": true
1144 |   }
1145 | }`,
1146 |     ];
1147 |   }
1148 | 
1149 |   private generateNodeSetupContent(_analysis: any): string {
1150 |     return `# Setting Up Your Development Environment
1151 | 
1152 | This guide will help you configure a complete Node.js and TypeScript development environment.
1153 | 
1154 | ## Installing Node.js
1155 | 
1156 | ### Using Node Version Manager (nvm)
1157 | 
1158 | 1. Install nvm:
1159 |    \`\`\`bash
1160 |    curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.39.0/install.sh | bash
1161 |    \`\`\`
1162 | 
1163 | 2. Install and use the correct Node.js version:
1164 |    \`\`\`bash
1165 |    nvm install 18
1166 |    nvm use 18
1167 |    \`\`\`
1168 | 
1169 | ## TypeScript Setup
1170 | 
1171 | 1. Install TypeScript globally:
1172 |    \`\`\`bash
1173 |    npm install -g typescript
1174 |    \`\`\`
1175 | 
1176 | 2. Initialize TypeScript configuration:
1177 |    \`\`\`bash
1178 |    npx tsc --init
1179 |    \`\`\`
1180 | 
1181 | ## Development Tools
1182 | 
1183 | ### Recommended VS Code Extensions
1184 | 
1185 | - ESLint
1186 | - Prettier
1187 | - TypeScript and JavaScript Language Features
1188 | - GitLens
1189 | 
1190 | ### Debugging Configuration
1191 | 
1192 | Create a \`.vscode/launch.json\` file:
1193 | \`\`\`json
1194 | {
1195 |   "version": "0.2.0",
1196 |   "configurations": [
1197 |     {
1198 |       "type": "node",
1199 |       "request": "launch",
1200 |       "name": "Debug TypeScript",
1201 |       "skipFiles": ["<node_internals>/**"],
1202 |       "program": "\${workspaceFolder}/src/index.ts",
1203 |       "preLaunchTask": "tsc: build - tsconfig.json",
1204 |       "outFiles": ["\${workspaceFolder}/dist/**/*.js"]
1205 |     }
1206 |   ]
1207 | }
1208 | \`\`\`
1209 | `;
1210 |   }
1211 | 
1212 |   private generateNodeSetupExamples(): string[] {
1213 |     return [
1214 |       `// package.json scripts
1215 | {
1216 |   "scripts": {
1217 |     "dev": "ts-node-dev --respawn src/index.ts",
1218 |     "build": "tsc",
1219 |     "start": "node dist/index.js",
1220 |     "test": "jest",
1221 |     "lint": "eslint src --ext .ts"
1222 |   }
1223 | }`,
1224 |     ];
1225 |   }
1226 | 
1227 |   private generateTestingTutorialContent(_analysis: any): string {
1228 |     const testFramework = _analysis.technologies.testing?.[0] || "Jest";
1229 | 
1230 |     return `# Writing and Running Tests
1231 | 
1232 | Learn how to write effective tests for your ${_analysis.metadata.projectName} code using ${testFramework}.
1233 | 
1234 | ## Test Structure
1235 | 
1236 | Tests should follow the AAA pattern:
1237 | - **Arrange**: Set up test data and conditions
1238 | - **Act**: Execute the code being tested
1239 | - **Assert**: Verify the results
1240 | 
1241 | ## Writing Your First Test
1242 | 
1243 | Create a test file with the \`.test.ts\` extension:
1244 | 
1245 | \`\`\`typescript
1246 | // example.test.ts
1247 | describe('Example Module', () => {
1248 |   it('should perform expected behavior', () => {
1249 |     // Arrange
1250 |     const input = 'test';
1251 | 
1252 |     // Act
1253 |     const result = exampleFunction(input);
1254 | 
1255 |     // Assert
1256 |     expect(result).toBe('expected output');
1257 |   });
1258 | });
1259 | \`\`\`
1260 | 
1261 | ## Running Tests
1262 | 
1263 | Execute all tests:
1264 | \`\`\`bash
1265 | npm test
1266 | \`\`\`
1267 | 
1268 | Run tests in watch mode:
1269 | \`\`\`bash
1270 | npm test -- --watch
1271 | \`\`\`
1272 | 
1273 | ## Test Coverage
1274 | 
1275 | Generate a coverage report:
1276 | \`\`\`bash
1277 | npm test -- --coverage
1278 | \`\`\`
1279 | 
1280 | ## Best Practices
1281 | 
1282 | 1. **Test behavior, not implementation**: Focus on what the code does, not how
1283 | 2. **Keep tests simple**: Each test should verify one thing
1284 | 3. **Use descriptive names**: Test names should explain what is being tested
1285 | 4. **Maintain test independence**: Tests should not depend on each other
1286 | `;
1287 |   }
1288 | 
1289 |   private generateTestingExamples(_analysis: any): string[] {
1290 |     return [
1291 |       `// Unit test example
1292 | import { calculateTotal } from './calculator';
1293 | 
1294 | describe('Calculator', () => {
1295 |   describe('calculateTotal', () => {
1296 |     it('should sum all numbers correctly', () => {
1297 |       const numbers = [1, 2, 3, 4, 5];
1298 |       const result = calculateTotal(numbers);
1299 |       expect(result).toBe(15);
1300 |     });
1301 | 
1302 |     it('should handle empty arrays', () => {
1303 |       const result = calculateTotal([]);
1304 |       expect(result).toBe(0);
1305 |     });
1306 | 
1307 |     it('should handle negative numbers', () => {
1308 |       const numbers = [-1, -2, 3];
1309 |       const result = calculateTotal(numbers);
1310 |       expect(result).toBe(0);
1311 |     });
1312 |   });
1313 | });`,
1314 | 
1315 |       `// Integration test example
1316 | import request from 'supertest';
1317 | import { app } from './app';
1318 | 
1319 | describe('API Endpoints', () => {
1320 |   describe('GET /api/health', () => {
1321 |     it('should return health status', async () => {
1322 |       const response = await request(app)
1323 |         .get('/api/health')
1324 |         .expect(200);
1325 | 
1326 |       expect(response.body).toEqual({
1327 |         status: 'healthy',
1328 |         timestamp: expect.any(String)
1329 |       });
1330 |     });
1331 |   });
1332 | });`,
1333 |     ];
1334 |   }
1335 | 
1336 |   private generateFeatureGuideContent(_analysis: any): string {
1337 |     return `# How to Add a New Feature
1338 | 
1339 | This guide walks you through the process of adding a new feature to ${_analysis.metadata.projectName}.
1340 | 
1341 | ## Step 1: Plan Your Feature
1342 | 
1343 | Before writing code:
1344 | 1. Define the feature requirements
1345 | 2. Consider the impact on existing functionality
1346 | 3. Plan the implementation approach
1347 | 
1348 | ## Step 2: Create a Feature Branch
1349 | 
1350 | \`\`\`bash
1351 | git checkout -b feature/your-feature-name
1352 | \`\`\`
1353 | 
1354 | ## Step 3: Implement the Feature
1355 | 
1356 | 1. Write the core functionality
1357 | 2. Add appropriate error handling
1358 | 3. Include logging for debugging
1359 | 
1360 | ## Step 4: Write Tests
1361 | 
1362 | Create tests for your new feature:
1363 | - Unit tests for individual functions
1364 | - Integration tests for feature workflows
1365 | - Edge case testing
1366 | 
1367 | ## Step 5: Update Documentation
1368 | 
1369 | - Add API documentation if applicable
1370 | - Update user guides
1371 | - Include code examples
1372 | 
1373 | ## Step 6: Submit for Review
1374 | 
1375 | 1. Push your branch:
1376 |    \`\`\`bash
1377 |    git push origin feature/your-feature-name
1378 |    \`\`\`
1379 | 
1380 | 2. Create a pull request
1381 | 3. Address review feedback
1382 | 
1383 | ## Best Practices
1384 | 
1385 | - Keep changes focused and atomic
1386 | - Follow existing code patterns
1387 | - Maintain backward compatibility
1388 | - Consider performance implications
1389 | `;
1390 |   }
1391 | 
1392 |   private generateDebuggingGuideContent(_analysis: any): string {
1393 |     return `# How to Debug Common Issues
1394 | 
1395 | This guide helps you troubleshoot and debug common issues in ${_analysis.metadata.projectName}.
1396 | 
1397 | ## Debugging Tools
1398 | 
1399 | ### Using the Built-in Debugger
1400 | 
1401 | 1. Set breakpoints in your code
1402 | 2. Run with debugging enabled:
1403 |    \`\`\`bash
1404 |    node --inspect src/index.js
1405 |    \`\`\`
1406 | 3. Connect your debugger (VS Code, Chrome DevTools, etc.)
1407 | 
1408 | ### Logging
1409 | 
1410 | Enable verbose logging:
1411 | \`\`\`bash
1412 | DEBUG=* npm start
1413 | \`\`\`
1414 | 
1415 | ## Common Issues and Solutions
1416 | 
1417 | ### Issue: Module Not Found
1418 | 
1419 | **Symptoms**: Error message "Cannot find module"
1420 | 
1421 | **Solutions**:
1422 | 1. Check if dependencies are installed: \`npm install\`
1423 | 2. Verify import paths are correct
1424 | 3. Check TypeScript path mappings in tsconfig.json
1425 | 
1426 | ### Issue: Type Errors
1427 | 
1428 | **Symptoms**: TypeScript compilation errors
1429 | 
1430 | **Solutions**:
1431 | 1. Run type checking: \`npm run typecheck\`
1432 | 2. Update type definitions: \`npm install @types/package-name\`
1433 | 3. Check for version mismatches
1434 | 
1435 | ### Issue: Test Failures
1436 | 
1437 | **Symptoms**: Tests failing unexpectedly
1438 | 
1439 | **Solutions**:
1440 | 1. Run tests in isolation
1441 | 2. Check for race conditions
1442 | 3. Verify test data setup
1443 | 
1444 | ## Performance Debugging
1445 | 
1446 | ### Memory Leaks
1447 | 
1448 | Use heap snapshots:
1449 | \`\`\`bash
1450 | node --expose-gc --inspect src/index.js
1451 | \`\`\`
1452 | 
1453 | ### Slow Performance
1454 | 
1455 | Profile your application:
1456 | \`\`\`bash
1457 | node --prof src/index.js
1458 | \`\`\`
1459 | 
1460 | ## Getting Help
1461 | 
1462 | If you're still stuck:
1463 | 1. Check the [FAQ](../reference/faq.md)
1464 | 2. Search existing issues on GitHub
1465 | 3. Ask in the community forum
1466 | `;
1467 |   }
1468 | 
1469 |   private generateDeploymentGuideContent(_analysis: any): string {
1470 |     return `# How to Deploy Your Application
1471 | 
1472 | This guide covers deployment options and best practices for ${_analysis.metadata.projectName}.
1473 | 
1474 | ## Pre-Deployment Checklist
1475 | 
1476 | - [ ] All tests passing
1477 | - [ ] Environment variables configured
1478 | - [ ] Production dependencies installed
1479 | - [ ] Build process successful
1480 | - [ ] Security vulnerabilities addressed
1481 | 
1482 | ## Deployment Options
1483 | 
1484 | ### Option 1: GitHub Pages (Static Sites)
1485 | 
1486 | 1. Build your application:
1487 |    \`\`\`bash
1488 |    npm run build
1489 |    \`\`\`
1490 | 
1491 | 2. Deploy to GitHub Pages:
1492 |    \`\`\`bash
1493 |    npm run deploy
1494 |    \`\`\`
1495 | 
1496 | ### Option 2: Cloud Platforms
1497 | 
1498 | #### Vercel
1499 | \`\`\`bash
1500 | vercel --prod
1501 | \`\`\`
1502 | 
1503 | #### Netlify
1504 | \`\`\`bash
1505 | netlify deploy --prod
1506 | \`\`\`
1507 | 
1508 | #### Heroku
1509 | \`\`\`bash
1510 | git push heroku main
1511 | \`\`\`
1512 | 
1513 | ### Option 3: Docker Container
1514 | 
1515 | 1. Build the Docker image:
1516 |    \`\`\`bash
1517 |    docker build -t ${_analysis.metadata.projectName} .
1518 |    \`\`\`
1519 | 
1520 | 2. Run the container:
1521 |    \`\`\`bash
1522 |    docker run -p 3000:3000 ${_analysis.metadata.projectName}
1523 |    \`\`\`
1524 | 
1525 | ## Continuous Deployment
1526 | 
1527 | ### GitHub Actions
1528 | 
1529 | Create \`.github/workflows/deploy.yml\`:
1530 | \`\`\`yaml
1531 | name: Deploy
1532 | on:
1533 |   push:
1534 |     branches: [main]
1535 | 
1536 | jobs:
1537 |   deploy:
1538 |     runs-on: ubuntu-latest
1539 |     steps:
1540 |       - uses: actions/checkout@v2
1541 |       - uses: actions/setup-node@v2
1542 |       - run: npm ci
1543 |       - run: npm run build
1544 |       - run: npm run deploy
1545 | \`\`\`
1546 | 
1547 | ## Post-Deployment
1548 | 
1549 | 1. Verify deployment success
1550 | 2. Run smoke tests
1551 | 3. Monitor application logs
1552 | 4. Check performance metrics
1553 | `;
1554 |   }
1555 | 
1556 |   private generateAPIReference(analysis: any): string {
1557 |     return `# API Reference
1558 | 
1559 | Complete reference for ${analysis.metadata.projectName} APIs.
1560 | 
1561 | ## Core APIs
1562 | 
1563 | ### initialize(options)
1564 | 
1565 | Initialize the application with the given options.
1566 | 
1567 | **Parameters:**
1568 | - \`options\` (Object): Configuration options
1569 |   - \`port\` (number): Server port (default: 3000)
1570 |   - \`host\` (string): Server host (default: 'localhost')
1571 |   - \`debug\` (boolean): Enable debug mode (default: false)
1572 | 
1573 | **Returns:**
1574 | - \`Application\`: Application instance
1575 | 
1576 | **Example:**
1577 | \`\`\`typescript
1578 | const app = initialize({
1579 |   port: 8080,
1580 |   debug: true
1581 | });
1582 | \`\`\`
1583 | 
1584 | ### start()
1585 | 
1586 | Start the application server.
1587 | 
1588 | **Returns:**
1589 | - \`Promise<void>\`: Resolves when server is running
1590 | 
1591 | **Example:**
1592 | \`\`\`typescript
1593 | await app.start();
1594 | console.log('Server running');
1595 | \`\`\`
1596 | 
1597 | ### stop()
1598 | 
1599 | Stop the application server.
1600 | 
1601 | **Returns:**
1602 | - \`Promise<void>\`: Resolves when server is stopped
1603 | 
1604 | **Example:**
1605 | \`\`\`typescript
1606 | await app.stop();
1607 | console.log('Server stopped');
1608 | \`\`\`
1609 | 
1610 | ## Events
1611 | 
1612 | ### 'ready'
1613 | 
1614 | Emitted when the application is ready to accept connections.
1615 | 
1616 | \`\`\`typescript
1617 | app.on('ready', () => {
1618 |   console.log('Application ready');
1619 | });
1620 | \`\`\`
1621 | 
1622 | ### 'error'
1623 | 
1624 | Emitted when an error occurs.
1625 | 
1626 | \`\`\`typescript
1627 | app.on('error', (error) => {
1628 |   console.error('Application error:', error);
1629 | });
1630 | \`\`\`
1631 | 
1632 | ## Error Codes
1633 | 
1634 | | Code | Description |
1635 | |------|-------------|
1636 | | ERR_INVALID_CONFIG | Invalid configuration provided |
1637 | | ERR_PORT_IN_USE | Specified port is already in use |
1638 | | ERR_STARTUP_FAILED | Application failed to start |
1639 | `;
1640 |   }
1641 | 
1642 |   private generateConfigReference(analysis: any): string {
1643 |     return `# Configuration Reference
1644 | 
1645 | Complete guide to configuring ${analysis.metadata.projectName}.
1646 | 
1647 | ## Configuration File
1648 | 
1649 | Configuration can be provided via:
1650 | 1. Environment variables
1651 | 2. Configuration file (config.json)
1652 | 3. Command-line arguments
1653 | 
1654 | ## Configuration Options
1655 | 
1656 | ### Server Configuration
1657 | 
1658 | | Option | Type | Default | Description |
1659 | |--------|------|---------|-------------|
1660 | | \`server.port\` | number | 3000 | Server port |
1661 | | \`server.host\` | string | 'localhost' | Server host |
1662 | | \`server.timeout\` | number | 30000 | Request timeout (ms) |
1663 | 
1664 | ### Database Configuration
1665 | 
1666 | | Option | Type | Default | Description |
1667 | |--------|------|---------|-------------|
1668 | | \`database.host\` | string | 'localhost' | Database host |
1669 | | \`database.port\` | number | 5432 | Database port |
1670 | | \`database.name\` | string | 'myapp' | Database name |
1671 | | \`database.pool.min\` | number | 2 | Minimum pool connections |
1672 | | \`database.pool.max\` | number | 10 | Maximum pool connections |
1673 | 
1674 | ### Logging Configuration
1675 | 
1676 | | Option | Type | Default | Description |
1677 | |--------|------|---------|-------------|
1678 | | \`logging.level\` | string | 'info' | Log level (debug, info, warn, error) |
1679 | | \`logging.format\` | string | 'json' | Log format (json, text) |
1680 | | \`logging.destination\` | string | 'stdout' | Log destination |
1681 | 
1682 | ## Environment Variables
1683 | 
1684 | All configuration options can be set via environment variables:
1685 | 
1686 | \`\`\`bash
1687 | # Server
1688 | PORT=8080
1689 | HOST=0.0.0.0
1690 | 
1691 | # Database
1692 | DATABASE_URL=postgresql://user:pass@localhost:5432/myapp
1693 | 
1694 | # Logging
1695 | LOG_LEVEL=debug
1696 | \`\`\`
1697 | 
1698 | ## Configuration File Example
1699 | 
1700 | \`\`\`json
1701 | {
1702 |   "server": {
1703 |     "port": 3000,
1704 |     "host": "localhost"
1705 |   },
1706 |   "database": {
1707 |     "host": "localhost",
1708 |     "port": 5432,
1709 |     "name": "myapp"
1710 |   },
1711 |   "logging": {
1712 |     "level": "info",
1713 |     "format": "json"
1714 |   }
1715 | }
1716 | \`\`\`
1717 | `;
1718 |   }
1719 | 
1720 |   private generateCLIReference(analysis: any): string {
1721 |     return `# Command Line Interface
1722 | 
1723 | Reference for ${analysis.metadata.projectName} CLI commands.
1724 | 
1725 | ## Global Options
1726 | 
1727 | | Option | Description |
1728 | |--------|-------------|
1729 | | \`--help, -h\` | Show help information |
1730 | | \`--version, -v\` | Show version number |
1731 | | \`--verbose\` | Enable verbose output |
1732 | | \`--quiet\` | Suppress non-error output |
1733 | 
1734 | ## Commands
1735 | 
1736 | ### start
1737 | 
1738 | Start the application.
1739 | 
1740 | \`\`\`bash
1741 | ${analysis.metadata.projectName} start [options]
1742 | \`\`\`
1743 | 
1744 | **Options:**
1745 | - \`--port, -p <port>\`: Server port (default: 3000)
1746 | - \`--host, -h <host>\`: Server host (default: localhost)
1747 | - \`--config, -c <file>\`: Configuration file path
1748 | 
1749 | ### build
1750 | 
1751 | Build the application for production.
1752 | 
1753 | \`\`\`bash
1754 | ${analysis.metadata.projectName} build [options]
1755 | \`\`\`
1756 | 
1757 | **Options:**
1758 | - \`--output, -o <dir>\`: Output directory (default: dist)
1759 | - \`--minify\`: Minify output
1760 | - \`--sourcemap\`: Generate source maps
1761 | 
1762 | ### test
1763 | 
1764 | Run tests.
1765 | 
1766 | \`\`\`bash
1767 | ${analysis.metadata.projectName} test [options]
1768 | \`\`\`
1769 | 
1770 | **Options:**
1771 | - \`--watch, -w\`: Run in watch mode
1772 | - \`--coverage\`: Generate coverage report
1773 | - \`--bail\`: Stop on first test failure
1774 | 
1775 | ### lint
1776 | 
1777 | Run linting checks.
1778 | 
1779 | \`\`\`bash
1780 | ${analysis.metadata.projectName} lint [options]
1781 | \`\`\`
1782 | 
1783 | **Options:**
1784 | - \`--fix\`: Automatically fix issues
1785 | - \`--format <format>\`: Output format (stylish, json, compact)
1786 | 
1787 | ## Examples
1788 | 
1789 | ### Starting with custom configuration
1790 | \`\`\`bash
1791 | ${analysis.metadata.projectName} start --config production.json --port 8080
1792 | \`\`\`
1793 | 
1794 | ### Running tests with coverage
1795 | \`\`\`bash
1796 | ${analysis.metadata.projectName} test --coverage --watch
1797 | \`\`\`
1798 | 
1799 | ### Building for production
1800 | \`\`\`bash
1801 | ${analysis.metadata.projectName} build --minify --output ./production
1802 | \`\`\`
1803 | `;
1804 |   }
1805 | 
1806 |   private generateArchitectureContent(_analysis: any): string {
1807 |     return `# Architecture Overview
1808 | 
1809 | Understanding the architecture of ${_analysis.metadata.projectName}.
1810 | 
1811 | ## System Architecture
1812 | 
1813 | ${_analysis.metadata.projectName} follows a modular architecture designed for scalability and maintainability.
1814 | 
1815 | ### Core Components
1816 | 
1817 | 1. **Core Engine**: The main processing engine that handles all operations
1818 | 2. **Plugin System**: Extensible plugin architecture for custom functionality
1819 | 3. **API Layer**: RESTful API for external integrations
1820 | 4. **Data Layer**: Abstracted data access layer
1821 | 
1822 | ## Design Principles
1823 | 
1824 | ### Separation of Concerns
1825 | 
1826 | Each module has a single, well-defined responsibility:
1827 | - Business logic is separated from presentation
1828 | - Data access is abstracted from business logic
1829 | - External dependencies are isolated
1830 | 
1831 | ### Dependency Injection
1832 | 
1833 | Dependencies are injected rather than hard-coded:
1834 | - Improves testability
1835 | - Enables easier mocking
1836 | - Supports multiple implementations
1837 | 
1838 | ### Event-Driven Architecture
1839 | 
1840 | Components communicate through events:
1841 | - Loose coupling between modules
1842 | - Asynchronous processing capabilities
1843 | - Scalable message handling
1844 | 
1845 | ## Directory Structure
1846 | 
1847 | \`\`\`
1848 | ${_analysis.metadata.projectName}/
1849 | ├── src/
1850 | │   ├── core/           # Core functionality
1851 | │   ├── plugins/        # Plugin implementations
1852 | │   ├── api/           # API endpoints
1853 | │   ├── services/      # Business services
1854 | │   ├── models/        # Data models
1855 | │   └── utils/         # Utility functions
1856 | ├── tests/             # Test files
1857 | ├── docs/              # Documentation
1858 | └── config/            # Configuration files
1859 | \`\`\`
1860 | 
1861 | ## Data Flow
1862 | 
1863 | 1. **Request Reception**: API receives incoming requests
1864 | 2. **Validation**: Input validation and sanitization
1865 | 3. **Processing**: Business logic execution
1866 | 4. **Data Access**: Database operations if needed
1867 | 5. **Response Generation**: Format and return response
1868 | 
1869 | ## Scalability Considerations
1870 | 
1871 | ### Horizontal Scaling
1872 | 
1873 | The application supports horizontal scaling through:
1874 | - Stateless design
1875 | - Load balancer compatibility
1876 | - Distributed caching support
1877 | 
1878 | ### Performance Optimization
1879 | 
1880 | - Lazy loading of modules
1881 | - Caching strategies
1882 | - Database connection pooling
1883 | - Asynchronous operations
1884 | 
1885 | ## Security Architecture
1886 | 
1887 | ### Authentication & Authorization
1888 | 
1889 | - JWT-based authentication
1890 | - Role-based access control (RBAC)
1891 | - API key management
1892 | 
1893 | ### Data Protection
1894 | 
1895 | - Encryption at rest and in transit
1896 | - Input validation and sanitization
1897 | - SQL injection prevention
1898 | - XSS protection
1899 | `;
1900 |   }
1901 | 
1902 |   private generateDesignDecisionsContent(_analysis: any): string {
1903 |     return `# Design Decisions
1904 | 
1905 | Key architectural and design decisions made in ${_analysis.metadata.projectName}.
1906 | 
1907 | ## Technology Stack
1908 | 
1909 | ### Why ${_analysis.metadata.primaryLanguage}?
1910 | 
1911 | We chose ${_analysis.metadata.primaryLanguage} for:
1912 | - Strong type safety
1913 | - Excellent tooling support
1914 | - Large ecosystem of libraries
1915 | - Good performance characteristics
1916 | - Team familiarity
1917 | 
1918 | ### Framework Selection
1919 | 
1920 | After evaluating multiple options, we selected our current stack based on:
1921 | - Community support and documentation
1922 | - Performance benchmarks
1923 | - Learning curve for new developers
1924 | - Long-term maintenance considerations
1925 | 
1926 | ## Architectural Patterns
1927 | 
1928 | ### Repository Pattern
1929 | 
1930 | We implement the repository pattern for data access:
1931 | - **Benefit**: Abstracts data source details
1932 | - **Trade-off**: Additional abstraction layer
1933 | - **Rationale**: Enables easy switching between data sources
1934 | 
1935 | ### Service Layer
1936 | 
1937 | Business logic is encapsulated in services:
1938 | - **Benefit**: Reusable business logic
1939 | - **Trade-off**: More files and complexity
1940 | - **Rationale**: Clear separation of concerns
1941 | 
1942 | ### Dependency Injection
1943 | 
1944 | We use dependency injection throughout:
1945 | - **Benefit**: Improved testability and flexibility
1946 | - **Trade-off**: Initial setup complexity
1947 | - **Rationale**: Essential for large-scale applications
1948 | 
1949 | ## API Design
1950 | 
1951 | ### RESTful vs GraphQL
1952 | 
1953 | We chose REST because:
1954 | - Simpler to implement and understand
1955 | - Better caching strategies
1956 | - Fits our use case well
1957 | - Lower operational complexity
1958 | 
1959 | ### Versioning Strategy
1960 | 
1961 | API versioning through URL paths:
1962 | - **Format**: /api/v1/resource
1963 | - **Benefit**: Clear version boundaries
1964 | - **Trade-off**: URL complexity
1965 | - **Rationale**: Industry standard approach
1966 | 
1967 | ## Database Decisions
1968 | 
1969 | ### SQL vs NoSQL
1970 | 
1971 | We use SQL for:
1972 | - ACID compliance requirements
1973 | - Complex relational data
1974 | - Mature tooling and expertise
1975 | - Predictable performance
1976 | 
1977 | ### Migration Strategy
1978 | 
1979 | Database migrations are managed through:
1980 | - Version-controlled migration files
1981 | - Automated migration on deployment
1982 | - Rollback capabilities
1983 | - Data validation steps
1984 | 
1985 | ## Testing Strategy
1986 | 
1987 | ### Test Pyramid
1988 | 
1989 | Our testing approach follows the test pyramid:
1990 | - Many unit tests (fast, isolated)
1991 | - Some integration tests (component interaction)
1992 | - Few E2E tests (full system validation)
1993 | 
1994 | ### Coverage Goals
1995 | 
1996 | - Unit test coverage: 80% minimum
1997 | - Critical path coverage: 100%
1998 | - Integration test coverage: Key workflows
1999 | 
2000 | ## Performance Decisions
2001 | 
2002 | ### Caching Strategy
2003 | 
2004 | Multi-level caching approach:
2005 | - Application-level caching
2006 | - Database query caching
2007 | - CDN for static assets
2008 | - Redis for session data
2009 | 
2010 | ### Async Processing
2011 | 
2012 | Background jobs for:
2013 | - Email sending
2014 | - Report generation
2015 | - Data processing
2016 | - Third-party integrations
2017 | 
2018 | ## Security Decisions
2019 | 
2020 | ### Authentication Method
2021 | 
2022 | JWT tokens because:
2023 | - Stateless authentication
2024 | - Scalable across services
2025 | - Standard implementation
2026 | - Good library support
2027 | 
2028 | ### Data Encryption
2029 | 
2030 | - Passwords: bcrypt with salt rounds
2031 | - Sensitive data: AES-256 encryption
2032 | - Communications: TLS 1.3
2033 | - Secrets: Environment variables
2034 | 
2035 | ## Future Considerations
2036 | 
2037 | ### Microservices
2038 | 
2039 | Currently monolithic, but designed for potential splitting:
2040 | - Clear module boundaries
2041 | - Service-oriented architecture
2042 | - Database per service capability
2043 | - API gateway ready
2044 | 
2045 | ### Cloud Native
2046 | 
2047 | Prepared for cloud deployment:
2048 | - 12-factor app principles
2049 | - Container-ready architecture
2050 | - Environment-based configuration
2051 | - Stateless design
2052 | `;
2053 |   }
2054 | 
2055 |   private generateTechnologyStackContent(_analysis: any): string {
2056 |     return `# Technology Stack
2057 | 
2058 | Complete overview of technologies used in ${_analysis.metadata.projectName}.
2059 | 
2060 | ## Core Technologies
2061 | 
2062 | ### Runtime & Language
2063 | - **${_analysis.metadata.primaryLanguage}**: Primary development language
2064 | - **${_analysis.metadata.ecosystem}**: Runtime environment
2065 | - **TypeScript**: Type-safe JavaScript development
2066 | 
2067 | ### Package Management
2068 | - **npm/yarn**: Dependency management
2069 | - **npx**: Package execution
2070 | - **nvm**: Node version management
2071 | 
2072 | ## Development Tools
2073 | 
2074 | ### Build Tools
2075 | - **TypeScript Compiler**: Transpilation to JavaScript
2076 | - **Webpack/Rollup**: Module bundling
2077 | - **Babel**: JavaScript transformation
2078 | 
2079 | ### Code Quality
2080 | - **ESLint**: Code linting
2081 | - **Prettier**: Code formatting
2082 | - **Husky**: Git hooks
2083 | - **lint-staged**: Pre-commit checks
2084 | 
2085 | ### Testing
2086 | ${
2087 |   _analysis.technologies.testing
2088 |     ?.map((t: string) => `- **${t}**: Testing framework`)
2089 |     .join("\\n") || "- **Jest**: Testing framework"
2090 | }
2091 | - **Supertest**: API testing
2092 | - **Coverage tools**: Code coverage reporting
2093 | 
2094 | ## Infrastructure
2095 | 
2096 | ### Version Control
2097 | - **Git**: Source control
2098 | - **GitHub**: Repository hosting
2099 | - **GitHub Actions**: CI/CD pipelines
2100 | 
2101 | ### Deployment
2102 | ${
2103 |   _analysis.technologies.deployment
2104 |     ?.map((t: string) => `- **${t}**: Deployment platform`)
2105 |     .join("\\n") || "- **Docker**: Containerization"
2106 | }
2107 | - **GitHub Pages**: Documentation hosting
2108 | 
2109 | ### Monitoring
2110 | - **Application logs**: Custom logging
2111 | - **Error tracking**: Error monitoring
2112 | - **Performance monitoring**: APM tools
2113 | 
2114 | ## Dependencies
2115 | 
2116 | ### Core Dependencies
2117 | \`\`\`json
2118 | ${JSON.stringify(_analysis.dependencies.packages?.slice(0, 5) || [], null, 2)}
2119 | \`\`\`
2120 | 
2121 | ### Development Dependencies
2122 | - Testing frameworks
2123 | - Build tools
2124 | - Linting tools
2125 | - Type definitions
2126 | 
2127 | ## Database & Storage
2128 | 
2129 | ${
2130 |   _analysis.technologies.database
2131 |     ? `### Database
2132 | - **${_analysis.technologies.database}**: Primary database
2133 | - **Migration tools**: Database versioning
2134 | - **ORMs/Query builders**: Data access layer`
2135 |     : `### Storage
2136 | - File system for local development
2137 | - Cloud storage for production
2138 | - Caching layers for performance`
2139 | }
2140 | 
2141 | ## External Services
2142 | 
2143 | ### Third-party APIs
2144 | - Authentication services
2145 | - Payment processing
2146 | - Email services
2147 | - Analytics
2148 | 
2149 | ### Cloud Services
2150 | - Hosting platforms
2151 | - CDN services
2152 | - Backup solutions
2153 | - Monitoring services
2154 | 
2155 | ## Security Tools
2156 | 
2157 | ### Development Security
2158 | - **Dependency scanning**: npm audit
2159 | - **Secret management**: Environment variables
2160 | - **Security headers**: Helmet.js
2161 | - **Input validation**: Sanitization libraries
2162 | 
2163 | ### Production Security
2164 | - **TLS/SSL**: Encrypted communications
2165 | - **WAF**: Web application firewall
2166 | - **DDoS protection**: Rate limiting
2167 | - **Access control**: Authentication/authorization
2168 | 
2169 | ## Documentation Tools
2170 | 
2171 | ### Documentation Generation
2172 | - **Markdown**: Documentation format
2173 | - **Static site generators**: Documentation hosting
2174 | - **API documentation**: OpenAPI/Swagger
2175 | - **Code documentation**: JSDoc/TypeDoc
2176 | 
2177 | ## Development Environment
2178 | 
2179 | ### Recommended IDE
2180 | - **VS Code**: Primary development environment
2181 | - **Extensions**: Language support, debugging
2182 | - **Configuration**: Shared team settings
2183 | 
2184 | ### Local Development
2185 | - **Hot reloading**: Development server
2186 | - **Debugging tools**: Chrome DevTools, VS Code debugger
2187 | - **Database tools**: Local database management
2188 | - **API testing**: Postman/Insomnia
2189 | 
2190 | ## Upgrade Path
2191 | 
2192 | ### Version Management
2193 | - Regular dependency updates
2194 | - Security patch monitoring
2195 | - Breaking change management
2196 | - Deprecation handling
2197 | 
2198 | ### Future Technologies
2199 | - Considering adoption of:
2200 |   - New framework versions
2201 |   - Performance improvements
2202 |   - Developer experience enhancements
2203 |   - Security improvements
2204 | `;
2205 |   }
2206 | 
2207 |   private async generateTutorialContent(
2208 |     tutorials: any[],
2209 |     _analysis: any,
2210 |   ): Promise<any[]> {
2211 |     // Transform tutorial plans into actual content
2212 |     return tutorials;
2213 |   }
2214 | 
2215 |   private async generateHowToContent(
2216 |     howTos: any[],
2217 |     _analysis: any,
2218 |   ): Promise<any[]> {
2219 |     return howTos;
2220 |   }
2221 | 
2222 |   private async generateReferenceContent(
2223 |     reference: any[],
2224 |     _analysis: any,
2225 |   ): Promise<any[]> {
2226 |     return reference;
2227 |   }
2228 | 
2229 |   private async generateExplanationContent(
2230 |     explanation: any[],
2231 |     _analysis: any,
2232 |   ): Promise<any[]> {
2233 |     return explanation;
2234 |   }
2235 | 
2236 |   private async writeContentToStructure(
2237 |     docsPath: string,
2238 |     content: any,
2239 |     preserveExisting: boolean,
2240 |   ): Promise<number> {
2241 |     let filesCreated = 0;
2242 | 
2243 |     // Create directory structure if it doesn't exist
2244 |     const dirs = ["tutorials", "how-to", "reference", "explanation"];
2245 |     for (const dir of dirs) {
2246 |       const dirPath = path.join(docsPath, dir);
2247 |       await fs.mkdir(dirPath, { recursive: true });
2248 |     }
2249 | 
2250 |     // Write tutorial content
2251 |     for (const tutorial of content.tutorials) {
2252 |       const fileName = this.slugify(tutorial.title) + ".md";
2253 |       const filePath = path.join(docsPath, "tutorials", fileName);
2254 | 
2255 |       if (preserveExisting) {
2256 |         try {
2257 |           await fs.access(filePath);
2258 |           continue; // Skip if file exists
2259 |         } catch {
2260 |           // File doesn't exist, proceed to write
2261 |         }
2262 |       }
2263 | 
2264 |       await fs.writeFile(filePath, tutorial.content, "utf-8");
2265 |       filesCreated++;
2266 |     }
2267 | 
2268 |     // Write how-to guides
2269 |     for (const howTo of content.howTos) {
2270 |       const fileName = this.slugify(howTo.title) + ".md";
2271 |       const filePath = path.join(docsPath, "how-to", fileName);
2272 | 
2273 |       if (preserveExisting) {
2274 |         try {
2275 |           await fs.access(filePath);
2276 |           continue;
2277 |         } catch {
2278 |           // File doesn't exist, proceed with creation
2279 |         }
2280 |       }
2281 | 
2282 |       await fs.writeFile(filePath, howTo.content, "utf-8");
2283 |       filesCreated++;
2284 |     }
2285 | 
2286 |     // Write reference documentation
2287 |     for (const ref of content.reference) {
2288 |       const fileName = this.slugify(ref.title) + ".md";
2289 |       const filePath = path.join(docsPath, "reference", fileName);
2290 | 
2291 |       if (preserveExisting) {
2292 |         try {
2293 |           await fs.access(filePath);
2294 |           continue;
2295 |         } catch {
2296 |           // File doesn't exist, proceed with creation
2297 |         }
2298 |       }
2299 | 
2300 |       await fs.writeFile(filePath, ref.content, "utf-8");
2301 |       filesCreated++;
2302 |     }
2303 | 
2304 |     // Write explanation content
2305 |     for (const exp of content.explanation) {
2306 |       const fileName = this.slugify(exp.title) + ".md";
2307 |       const filePath = path.join(docsPath, "explanation", fileName);
2308 | 
2309 |       if (preserveExisting) {
2310 |         try {
2311 |           await fs.access(filePath);
2312 |           continue;
2313 |         } catch {
2314 |           // File doesn't exist, proceed with creation
2315 |         }
2316 |       }
2317 | 
2318 |       await fs.writeFile(filePath, exp.content, "utf-8");
2319 |       filesCreated++;
2320 |     }
2321 | 
2322 |     return filesCreated;
2323 |   }
2324 | 
2325 |   private async updateNavigationAndCrossReferences(
2326 |     docsPath: string,
2327 |     contentPlan: ContentPlan,
2328 |   ): Promise<void> {
2329 |     // Create main index file with navigation
2330 |     const indexContent = `# Documentation
2331 | 
2332 | Welcome to the documentation! This comprehensive guide is organized following the Diataxis framework.
2333 | 
2334 | ## 📚 Learning-Oriented: Tutorials
2335 | 
2336 | Start here if you're new to the project:
2337 | ${contentPlan.tutorials
2338 |   .map((t) => `- [${t.title}](tutorials/${this.slugify(t.title)}.md)`)
2339 |   .join("\\n")}
2340 | 
2341 | ## 🔧 Task-Oriented: How-To Guides
2342 | 
2343 | Practical guides for specific tasks:
2344 | ${contentPlan.howToGuides
2345 |   .map((h) => `- [${h.title}](how-to/${this.slugify(h.title)}.md)`)
2346 |   .join("\\n")}
2347 | 
2348 | ## 📖 Information-Oriented: Reference
2349 | 
2350 | Detailed technical reference:
2351 | ${contentPlan.reference
2352 |   .map((r) => `- [${r.title}](reference/${this.slugify(r.title)}.md)`)
2353 |   .join("\\n")}
2354 | 
2355 | ## 💡 Understanding-Oriented: Explanation
2356 | 
2357 | Conceptual documentation and background:
2358 | ${contentPlan.explanation
2359 |   .map((e) => `- [${e.title}](explanation/${this.slugify(e.title)}.md)`)
2360 |   .join("\\n")}
2361 | `;
2362 | 
2363 |     await fs.writeFile(path.join(docsPath, "index.md"), indexContent, "utf-8");
2364 |   }
2365 | 
2366 |   private calculatePopulationMetrics(
2367 |     filesCreated: number,
2368 |     contentPlan: ContentPlan,
2369 |   ): any {
2370 |     const totalPlanned =
2371 |       contentPlan.tutorials.length +
2372 |       contentPlan.howToGuides.length +
2373 |       contentPlan.reference.length +
2374 |       contentPlan.explanation.length;
2375 | 
2376 |     return {
2377 |       coverage: (filesCreated / totalPlanned) * 100,
2378 |       completeness: 85, // Example metric
2379 |       projectSpecificity: 75, // Example metric
2380 |     };
2381 |   }
2382 | 
2383 |   private generateMemoryInformedNextSteps(
2384 |     analysis: any,
2385 |     _contentPlan: ContentPlan,
2386 |     _memoryInsights: any,
2387 |   ): string[] {
2388 |     const nextSteps = [];
2389 |     const patterns = _memoryInsights?.patterns || {};
2390 |     const _similarProjects = _memoryInsights?.similarProjects || [];
2391 | 
2392 |     // Memory-informed next steps based on successful patterns
2393 |     if (_similarProjects.length > 0) {
2394 |       nextSteps.push(
2395 |         `Review and customize the generated content (based on ${_similarProjects.length} similar project patterns)`,
2396 |       );
2397 |     } else {
2398 |       nextSteps.push("Review and customize the generated content");
2399 |     }
2400 | 
2401 |     // Project-specific recommendations
2402 |     if (analysis.structure?.hasTests) {
2403 |       nextSteps.push("Run and validate all code examples and commands");
2404 |     }
2405 | 
2406 |     if (analysis.structure?.hasCI) {
2407 |       nextSteps.push(
2408 |         "Set up automated documentation deployment using successful CI patterns",
2409 |       );
2410 |     }
2411 | 
2412 |     // Memory-informed improvements
2413 |     if (patterns.documentationStructures) {
2414 |       nextSteps.push(
2415 |         "Enhance documentation structure based on successful similar projects",
2416 |       );
2417 |     }
2418 | 
2419 |     if (patterns.deploymentStrategies) {
2420 |       nextSteps.push(
2421 |         "Implement proven deployment strategies from similar projects",
2422 |       );
2423 |     }
2424 | 
2425 |     // Update sitemap after content population
2426 |     nextSteps.push(
2427 |       "Update sitemap.xml using manage_sitemap tool (action: update) to include new pages",
2428 |     );
2429 | 
2430 |     // Always include validation
2431 |     nextSteps.push(
2432 |       "Validate technical accuracy using project-specific analysis",
2433 |     );
2434 | 
2435 |     return nextSteps;
2436 |   }
2437 | 
2438 |   // Add the missing memory-informed content generation methods
2439 |   private async generateMemoryInformedTutorialContent(
2440 |     tutorials: any[],
2441 |     analysis: any,
2442 |     _memoryInsights: any,
2443 |   ): Promise<any[]> {
2444 |     return tutorials.map((tutorial) => ({
2445 |       ...tutorial,
2446 |       content: this.enhanceContentWithMemoryInsights(
2447 |         tutorial.content,
2448 |         analysis,
2449 |         _memoryInsights,
2450 |       ),
2451 |       codeExamples: this.enhanceExamplesWithRealCode(
2452 |         tutorial.codeExamples || [],
2453 |         analysis,
2454 |         _memoryInsights,
2455 |       ),
2456 |     }));
2457 |   }
2458 | 
2459 |   private async generateMemoryInformedHowToContent(
2460 |     howTos: any[],
2461 |     analysis: any,
2462 |     _memoryInsights: any,
2463 |   ): Promise<any[]> {
2464 |     return howTos.map((howTo) => ({
2465 |       ...howTo,
2466 |       content: this.enhanceContentWithMemoryInsights(
2467 |         howTo.content,
2468 |         analysis,
2469 |         _memoryInsights,
2470 |       ),
2471 |     }));
2472 |   }
2473 | 
2474 |   private async generateMemoryInformedReferenceContent(
2475 |     reference: any[],
2476 |     analysis: any,
2477 |     _memoryInsights: any,
2478 |   ): Promise<any[]> {
2479 |     return reference.map((ref) => ({
2480 |       ...ref,
2481 |       content: this.generateMemoryInformedAPIReference(
2482 |         analysis,
2483 |         _memoryInsights,
2484 |       ),
2485 |     }));
2486 |   }
2487 | 
2488 |   private async generateMemoryInformedExplanationContent(
2489 |     explanation: any[],
2490 |     analysis: any,
2491 |     _memoryInsights: any,
2492 |   ): Promise<any[]> {
2493 |     return explanation.map((exp) => ({
2494 |       ...exp,
2495 |       content: this.enhanceContentWithMemoryInsights(
2496 |         exp.content,
2497 |         analysis,
2498 |         _memoryInsights,
2499 |       ),
2500 |     }));
2501 |   }
2502 | 
2503 |   private enhanceContentWithMemoryInsights(
2504 |     content: string,
2505 |     analysis: any,
2506 |     _memoryInsights: any,
2507 |   ): string {
2508 |     // Replace generic placeholders with real project information
2509 |     const language = analysis.metadata?.primaryLanguage || "development";
2510 |     const similarCount = _memoryInsights?.similarProjects?.length || 0;
2511 | 
2512 |     let enhancedContent = content;
2513 | 
2514 |     // Add memory-informed context
2515 |     if (similarCount > 0) {
2516 |       enhancedContent = enhancedContent.replace(
2517 |         /This guide/g,
2518 |         `This guide (based on patterns from ${similarCount} similar ${language} projects)`,
2519 |       );
2520 |     }
2521 | 
2522 |     // Replace generic examples with real ones
2523 |     enhancedContent = this.replaceGenericExamplesWithReal(
2524 |       enhancedContent,
2525 |       analysis,
2526 |     );
2527 | 
2528 |     return enhancedContent;
2529 |   }
2530 | 
2531 |   private enhanceExamplesWithRealCode(
2532 |     examples: string[],
2533 |     analysis: any,
2534 |     _memoryInsights: any,
2535 |   ): string[] {
2536 |     return examples.map((example) => {
2537 |       // Replace generic project names with actual project name
2538 |       const projectName = analysis.metadata?.projectName || "project";
2539 |       return example.replace(
2540 |         /your-project|myproject|example-project/g,
2541 |         projectName,
2542 |       );
2543 |     });
2544 |   }
2545 | 
2546 |   private generateMemoryInformedAPIReference(
2547 |     analysis: any,
2548 |     _memoryInsights: any,
2549 |   ): string {
2550 |     // Extract actual API structure from project analysis
2551 |     const entryPoint = this.findProjectEntryPoint(analysis);
2552 |     const packageJson = this.findPackageJson(analysis);
2553 |     const projectName = analysis.metadata?.projectName || "the project";
2554 | 
2555 |     let content = `# API Reference\n\n`;
2556 |     content += `Complete reference for ${projectName} APIs.\n\n`;
2557 | 
2558 |     if (entryPoint) {
2559 |       content += `## Core APIs\n\n`;
2560 |       content += `### Entry Point: ${entryPoint}\n\n`;
2561 |       content += `The main entry point for ${projectName}.\n\n`;
2562 |     }
2563 | 
2564 |     // Add real configuration if available
2565 |     if (packageJson?.main) {
2566 |       content += `**Main Module:** \`${packageJson.main}\`\n\n`;
2567 |     }
2568 | 
2569 |     // Add real scripts if available
2570 |     const scripts = packageJson?.scripts;
2571 |     if (scripts && Object.keys(scripts).length > 0) {
2572 |       content += `## Available Scripts\n\n`;
2573 |       Object.entries(scripts).forEach(([script, command]) => {
2574 |         content += `### ${script}\n\n`;
2575 |         content += `\`\`\`bash\nnpm run ${script}\n\`\`\`\n\n`;
2576 |         content += `Runs: \`${command}\`\n\n`;
2577 |       });
2578 |     }
2579 | 
2580 |     return content;
2581 |   }
2582 | 
2583 |   private replaceGenericExamplesWithReal(
2584 |     content: string,
2585 |     analysis: any,
2586 |   ): string {
2587 |     const projectName = analysis.metadata?.projectName || "project";
2588 |     const language = analysis.metadata?.primaryLanguage || "JavaScript";
2589 | 
2590 |     // Replace generic project references
2591 |     content = content.replace(/your-project-name/g, projectName);
2592 |     content = content.replace(/YourProject/g, projectName);
2593 |     content = content.replace(/your-language/g, language);
2594 | 
2595 |     // Replace generic ports with common defaults for the project type
2596 |     const defaultPort = this.getDefaultPortForProject(analysis);
2597 |     content = content.replace(/3000/g, defaultPort.toString());
2598 | 
2599 |     return content;
2600 |   }
2601 | 
2602 |   private getDefaultPortForProject(analysis: any): number {
2603 |     const packageJson = this.findPackageJson(analysis);
2604 |     if (
2605 |       packageJson?.scripts?.start &&
2606 |       packageJson.scripts.start.includes("port")
2607 |     ) {
2608 |       // Try to extract port from start script
2609 |       const portMatch = packageJson.scripts.start.match(/port[:\s=](\d+)/i);
2610 |       if (portMatch) {
2611 |         return parseInt(portMatch[1], 10);
2612 |       }
2613 |     }
2614 | 
2615 |     // Default ports based on project type
2616 |     const dependencies = analysis.dependencies?.packages || [];
2617 |     if (dependencies.includes("express")) return 3000;
2618 |     if (dependencies.includes("fastify")) return 3000;
2619 |     if (dependencies.includes("next")) return 3000;
2620 |     if (dependencies.includes("gatsby")) return 8000;
2621 |     if (dependencies.includes("nuxt")) return 3000;
2622 | 
2623 |     return 3000; // Generic default
2624 |   }
2625 | 
2626 |   // Stub methods for the missing plan generation (to be implemented if needed)
2627 |   private generateMemoryInformedHowToPlan(
2628 |     analysis: any,
2629 |     level: string,
2630 |     _memoryInsights: any,
2631 |   ): any[] {
2632 |     return this.generateHowToPlan(analysis, level);
2633 |   }
2634 | 
2635 |   private generateMemoryInformedReferencePlan(
2636 |     analysis: any,
2637 |     level: string,
2638 |     _memoryInsights: any,
2639 |   ): any[] {
2640 |     return this.generateReferencePlan(analysis, level);
2641 |   }
2642 | 
2643 |   private generateMemoryInformedExplanationPlan(
2644 |     analysis: any,
2645 |     level: string,
2646 |     _memoryInsights: any,
2647 |   ): any[] {
2648 |     return this.generateExplanationPlan(analysis, level);
2649 |   }
2650 | 
2651 |   private generateMemoryInformedNodeSetupContent(
2652 |     _analysis: any,
2653 |     _patterns: any,
2654 |   ): string {
2655 |     return this.generateNodeSetupContent(_analysis);
2656 |   }
2657 | 
2658 |   private generateMemoryInformedNodeSetupExamples(
2659 |     _analysis: any,
2660 |     _patterns: any,
2661 |   ): string[] {
2662 |     return this.generateNodeSetupExamples();
2663 |   }
2664 | 
2665 |   private generateNextSteps(
2666 |     _analysis: any,
2667 |     _contentPlan: ContentPlan,
2668 |   ): string[] {
2669 |     return [
2670 |       "Review and customize the generated content",
2671 |       "Add project-specific examples and use cases",
2672 |       "Validate technical accuracy of code examples",
2673 |       "Add screenshots and diagrams where helpful",
2674 |       "Test all commands and code snippets",
2675 |       "Set up automated documentation deployment",
2676 |     ];
2677 |   }
2678 | 
2679 |   private slugify(text: string): string {
2680 |     return text
2681 |       .toLowerCase()
2682 |       .replace(/[^\w\s-]/g, "")
2683 |       .replace(/\s+/g, "-")
2684 |       .replace(/--+/g, "-")
2685 |       .trim();
2686 |   }
2687 | 
2688 |   // DevOps Detection Methods
2689 |   private detectDevOpsTools(analysis: any): DevOpsToolProfile {
2690 |     return {
2691 |       containerization: this.detectContainerization(analysis),
2692 |       orchestration: this.detectOrchestration(analysis),
2693 |       cicd: this.detectCICD(analysis),
2694 |       configuration: this.detectConfigManagement(analysis),
2695 |       monitoring: this.detectMonitoring(analysis),
2696 |       security: this.detectSecurity(analysis),
2697 |     };
2698 |   }
2699 | 
2700 |   private detectContainerization(analysis: any): ContainerTechnology[] {
2701 |     const detected: ContainerTechnology[] = [];
2702 |     const files = analysis.files || [];
2703 | 
2704 |     // Docker detection
2705 |     if (
2706 |       files.some((f: any) => f.name === "Dockerfile") ||
2707 |       files.some((f: any) => f.name === "docker-compose.yml") ||
2708 |       files.some((f: any) => f.name === "docker-compose.yaml")
2709 |     ) {
2710 |       detected.push({
2711 |         name: "docker",
2712 |         version: this.extractDockerVersion(analysis),
2713 |         configFiles: this.getDockerFiles(analysis),
2714 |         usage: "containerization",
2715 |       });
2716 |     }
2717 | 
2718 |     // Podman detection
2719 |     if (
2720 |       files.some((f: any) => f.name === "Containerfile") ||
2721 |       files.some((f: any) => f.name === "podman-compose.yml")
2722 |     ) {
2723 |       detected.push({
2724 |         name: "podman",
2725 |         configFiles: this.getPodmanFiles(analysis),
2726 |         usage: "containerization",
2727 |       });
2728 |     }
2729 | 
2730 |     return detected;
2731 |   }
2732 | 
2733 |   private detectOrchestration(analysis: any): OrchestrationTechnology[] {
2734 |     const detected: OrchestrationTechnology[] = [];
2735 |     const files = analysis.files || [];
2736 | 
2737 |     // Kubernetes detection
2738 |     if (
2739 |       files.some(
2740 |         (f: any) => f.path?.includes("k8s/") || f.path?.includes("kubernetes/"),
2741 |       )
2742 |     ) {
2743 |       detected.push({
2744 |         name: "kubernetes",
2745 |         manifests: this.getKubernetesManifests(analysis),
2746 |         resources: this.analyzeKubernetesResources(analysis),
2747 |         namespaces: this.extractNamespaces(analysis),
2748 |       });
2749 |     }
2750 | 
2751 |     // OpenShift detection
2752 |     if (
2753 |       files.some((f: any) => f.path?.includes(".s2i/")) ||
2754 |       this.hasFileContent(analysis, "kind: DeploymentConfig")
2755 |     ) {
2756 |       detected.push({
2757 |         name: "openshift",
2758 |       });
2759 |     }
2760 | 
2761 |     return detected;
2762 |   }
2763 | 
2764 |   private detectCICD(analysis: any): CICDTechnology[] {
2765 |     const detected: CICDTechnology[] = [];
2766 |     const files = analysis.files || [];
2767 | 
2768 |     // GitHub Actions detection
2769 |     if (files.some((f: any) => f.path?.includes(".github/workflows/"))) {
2770 |       detected.push({
2771 |         name: "github-actions",
2772 |       });
2773 |     }
2774 | 
2775 |     // Tekton detection
2776 |     if (
2777 |       files.some((f: any) => f.path?.includes(".tekton/")) ||
2778 |       this.hasFileContent(analysis, "apiVersion: tekton.dev")
2779 |     ) {
2780 |       detected.push({
2781 |         name: "tekton",
2782 |       });
2783 |     }
2784 | 
2785 |     return detected;
2786 |   }
2787 | 
2788 |   private detectConfigManagement(analysis: any): ConfigManagementTechnology[] {
2789 |     const detected: ConfigManagementTechnology[] = [];
2790 |     const files = analysis.files || [];
2791 | 
2792 |     // Ansible detection
2793 |     if (
2794 |       files.some((f: any) => f.name === "ansible.cfg") ||
2795 |       files.some((f: any) => f.path?.includes("playbooks/")) ||
2796 |       files.some((f: any) => f.path?.includes("roles/"))
2797 |     ) {
2798 |       detected.push({
2799 |         name: "ansible",
2800 |         playbooks: this.getAnsiblePlaybooks(analysis),
2801 |         roles: this.getAnsibleRoles(analysis),
2802 |       });
2803 |     }
2804 | 
2805 |     // Terraform detection
2806 |     if (files.some((f: any) => f.name?.endsWith(".tf"))) {
2807 |       detected.push({
2808 |         name: "terraform",
2809 |       });
2810 |     }
2811 | 
2812 |     return detected;
2813 |   }
2814 | 
2815 |   private detectMonitoring(analysis: any): MonitoringTechnology[] {
2816 |     const detected: MonitoringTechnology[] = [];
2817 | 
2818 |     if (this.hasFileContent(analysis, "prometheus")) {
2819 |       detected.push({ name: "prometheus" });
2820 |     }
2821 | 
2822 |     if (this.hasFileContent(analysis, "grafana")) {
2823 |       detected.push({ name: "grafana" });
2824 |     }
2825 | 
2826 |     return detected;
2827 |   }
2828 | 
2829 |   private detectSecurity(analysis: any): SecurityTechnology[] {
2830 |     const detected: SecurityTechnology[] = [];
2831 | 
2832 |     if (this.hasFileContent(analysis, "falco")) {
2833 |       detected.push({ name: "falco" });
2834 |     }
2835 | 
2836 |     return detected;
2837 |   }
2838 | 
2839 |   // Python Framework Detection
2840 |   private detectPythonFrameworks(analysis: any): any[] {
2841 |     const frameworks: any[] = [];
2842 |     const dependencies = analysis.dependencies?.packages || [];
2843 | 
2844 |     if (dependencies.includes("django")) {
2845 |       frameworks.push({ name: "django", type: "web-framework" });
2846 |     }
2847 | 
2848 |     if (dependencies.includes("fastapi")) {
2849 |       frameworks.push({ name: "fastapi", type: "web-framework" });
2850 |     }
2851 | 
2852 |     if (dependencies.includes("flask")) {
2853 |       frameworks.push({ name: "flask", type: "web-framework" });
2854 |     }
2855 | 
2856 |     return frameworks;
2857 |   }
2858 | 
2859 |   // Helper methods for file detection
2860 |   private hasFileContent(analysis: any, content: string): boolean {
2861 |     const files = analysis.files || [];
2862 |     return files.some((f: any) => f.content?.includes(content));
2863 |   }
2864 | 
2865 |   private extractDockerVersion(_analysis: any): string | undefined {
2866 |     return undefined; // Could be implemented to parse Dockerfile
2867 |   }
2868 | 
2869 |   private getDockerFiles(analysis: any): string[] {
2870 |     const files = analysis.files || [];
2871 |     return files
2872 |       .filter(
2873 |         (f: any) =>
2874 |           f.name === "Dockerfile" || f.name.includes("docker-compose"),
2875 |       )
2876 |       .map((f: any) => f.name);
2877 |   }
2878 | 
2879 |   private getPodmanFiles(analysis: any): string[] {
2880 |     const files = analysis.files || [];
2881 |     return files
2882 |       .filter(
2883 |         (f: any) =>
2884 |           f.name === "Containerfile" || f.name.includes("podman-compose"),
2885 |       )
2886 |       .map((f: any) => f.name);
2887 |   }
2888 | 
2889 |   private getKubernetesManifests(analysis: any): string[] {
2890 |     const files = analysis.files || [];
2891 |     return files
2892 |       .filter(
2893 |         (f: any) => f.path?.includes("k8s/") || f.path?.includes("kubernetes/"),
2894 |       )
2895 |       .map((f: any) => f.name);
2896 |   }
2897 | 
2898 |   private analyzeKubernetesResources(_analysis: any): string[] {
2899 |     return ["Deployment", "Service", "ConfigMap"]; // Simplified
2900 |   }
2901 | 
2902 |   private extractNamespaces(_analysis: any): string[] {
2903 |     return ["default"]; // Simplified
2904 |   }
2905 | 
2906 |   private getAnsiblePlaybooks(analysis: any): string[] {
2907 |     const files = analysis.files || [];
2908 |     return files
2909 |       .filter(
2910 |         (f: any) => f.path?.includes("playbooks/") && f.name?.endsWith(".yml"),
2911 |       )
2912 |       .map((f: any) => f.name);
2913 |   }
2914 | 
2915 |   private getAnsibleRoles(analysis: any): string[] {
2916 |     const files = analysis.files || [];
2917 |     return files
2918 |       .filter((f: any) => f.path?.includes("roles/"))
2919 |       .map((f: any) => f.name);
2920 |   }
2921 | 
2922 |   // Content generation methods for new features
2923 |   private generateContainerTutorialContent(
2924 |     _analysis: any,
2925 |     _containerTech: ContainerTechnology,
2926 |   ): string {
2927 |     return `# Containerizing ${_analysis.metadata.projectName} with ${
2928 |       _containerTech.name
2929 |     }
2930 | 
2931 | Learn how to package your ${
2932 |       _analysis.metadata.primaryLanguage
2933 |     } application into a container for consistent deployment across environments.
2934 | 
2935 | ## Prerequisites
2936 | 
2937 | - ${_containerTech.name} installed on your system
2938 | - Basic understanding of containerization concepts
2939 | - Your application running locally
2940 | 
2941 | ## Understanding Containerization
2942 | 
2943 | Containers provide a lightweight, portable way to package applications with all their dependencies. This ensures your application runs consistently across different environments.
2944 | 
2945 | ## Creating a ${
2946 |       _containerTech.name === "docker" ? "Dockerfile" : "Containerfile"
2947 |     }
2948 | 
2949 | 1. Create a ${
2950 |       _containerTech.name === "docker" ? "Dockerfile" : "Containerfile"
2951 |     } in your project root:
2952 | 
2953 | \`\`\`dockerfile
2954 | ${this.generateContainerFileContent(_analysis, _containerTech)}
2955 | \`\`\`
2956 | 
2957 | ## Building Your Container Image
2958 | 
2959 | \`\`\`bash
2960 | ${_containerTech.name} build -t ${_analysis.metadata.projectName}:latest .
2961 | \`\`\`
2962 | 
2963 | ## Running Your Container
2964 | 
2965 | \`\`\`bash
2966 | ${_containerTech.name} run -p 3000:3000 ${_analysis.metadata.projectName}:latest
2967 | \`\`\`
2968 | 
2969 | ## Best Practices
2970 | 
2971 | - Use multi-stage builds to reduce image size
2972 | - Don't run containers as root user
2973 | - Use .dockerignore to exclude unnecessary files
2974 | - Pin base image versions for reproducibility
2975 | 
2976 | ## Next Steps
2977 | 
2978 | - Learn about container orchestration with Kubernetes
2979 | - Set up automated builds in CI/CD pipeline
2980 | - Implement health checks for production deployments
2981 | `;
2982 |   }
2983 | 
2984 |   private generateOrchestrationTutorialContent(
2985 |     _analysis: any,
2986 |     _orchestrationTech: OrchestrationTechnology,
2987 |   ): string {
2988 |     return `# Deploying ${_analysis.metadata.projectName} to ${
2989 |       _orchestrationTech.name
2990 |     }
2991 | 
2992 | Deploy your containerized application to ${
2993 |       _orchestrationTech.name
2994 |     } for scalable, production-ready hosting.
2995 | 
2996 | ## Prerequisites
2997 | 
2998 | - ${_orchestrationTech.name} cluster access
2999 | - kubectl CLI tool installed
3000 | - Container image built and pushed to registry
3001 | 
3002 | ## Understanding ${_orchestrationTech.name}
3003 | 
3004 | ${
3005 |   _orchestrationTech.name
3006 | } is a container orchestration platform that automates deployment, scaling, and management of containerized applications.
3007 | 
3008 | ## Creating Deployment Manifests
3009 | 
3010 | 1. Create a deployment configuration:
3011 | 
3012 | \`\`\`yaml
3013 | ${this.generateKubernetesManifest(_analysis, "deployment")}
3014 | \`\`\`
3015 | 
3016 | 2. Create a service configuration:
3017 | 
3018 | \`\`\`yaml
3019 | ${this.generateKubernetesManifest(_analysis, "service")}
3020 | \`\`\`
3021 | 
3022 | ## Deploying to ${_orchestrationTech.name}
3023 | 
3024 | \`\`\`bash
3025 | kubectl apply -f deployment.yaml
3026 | kubectl apply -f service.yaml
3027 | \`\`\`
3028 | 
3029 | ## Monitoring Your Deployment
3030 | 
3031 | \`\`\`bash
3032 | kubectl get pods
3033 | kubectl get services
3034 | kubectl logs -f deployment/${_analysis.metadata.projectName}
3035 | \`\`\`
3036 | 
3037 | ## Scaling Your Application
3038 | 
3039 | \`\`\`bash
3040 | kubectl scale deployment ${_analysis.metadata.projectName} --replicas=3
3041 | \`\`\`
3042 | 
3043 | ## Next Steps
3044 | 
3045 | - Set up ingress for external access
3046 | - Configure persistent storage
3047 | - Implement monitoring and logging
3048 | `;
3049 |   }
3050 | 
3051 |   private generatePythonEnvironmentContent(_analysis: any): string {
3052 |     return `# Python Virtual Environment Setup
3053 | 
3054 | Set up an isolated Python development environment for ${_analysis.metadata.projectName}.
3055 | 
3056 | ## Why Virtual Environments?
3057 | 
3058 | Virtual environments isolate project dependencies, preventing conflicts between different projects and ensuring reproducible builds.
3059 | 
3060 | ## Creating a Virtual Environment
3061 | 
3062 | ### Using venv (Python 3.3+)
3063 | 
3064 | \`\`\`bash
3065 | python -m venv venv
3066 | \`\`\`
3067 | 
3068 | ### Using virtualenv
3069 | 
3070 | \`\`\`bash
3071 | pip install virtualenv
3072 | virtualenv venv
3073 | \`\`\`
3074 | 
3075 | ### Using conda
3076 | 
3077 | \`\`\`bash
3078 | conda create --name ${_analysis.metadata.projectName} python=3.11
3079 | \`\`\`
3080 | 
3081 | ## Activating the Environment
3082 | 
3083 | ### Linux/macOS
3084 | 
3085 | \`\`\`bash
3086 | source venv/bin/activate
3087 | \`\`\`
3088 | 
3089 | ### Windows
3090 | 
3091 | \`\`\`bash
3092 | venv\\Scripts\\activate
3093 | \`\`\`
3094 | 
3095 | ### Conda
3096 | 
3097 | \`\`\`bash
3098 | conda activate ${_analysis.metadata.projectName}
3099 | \`\`\`
3100 | 
3101 | ## Installing Dependencies
3102 | 
3103 | \`\`\`bash
3104 | pip install -r requirements.txt
3105 | \`\`\`
3106 | 
3107 | ## Development Tools
3108 | 
3109 | Install useful development tools:
3110 | 
3111 | \`\`\`bash
3112 | pip install black flake8 pytest mypy
3113 | \`\`\`
3114 | 
3115 | ## Deactivating the Environment
3116 | 
3117 | \`\`\`bash
3118 | deactivate
3119 | \`\`\`
3120 | 
3121 | ## Best Practices
3122 | 
3123 | - Always use virtual environments for Python projects
3124 | - Keep requirements.txt updated
3125 | - Use requirements-dev.txt for development dependencies
3126 | - Consider using poetry or pipenv for advanced dependency management
3127 | `;
3128 |   }
3129 | 
3130 |   private generatePythonFrameworkTutorialContent(
3131 |     _analysis: any,
3132 |     framework: any,
3133 |   ): string {
3134 |     if (framework.name === "django") {
3135 |       return this.generateDjangoTutorialContent(_analysis);
3136 |     } else if (framework.name === "fastapi") {
3137 |       return this.generateFastAPITutorialContent(_analysis);
3138 |     } else if (framework.name === "flask") {
3139 |       return this.generateFlaskTutorialContent(_analysis);
3140 |     }
3141 | 
3142 |     return `# Building Applications with ${framework.name}
3143 | 
3144 | Learn how to build applications using ${framework.name}.
3145 | 
3146 | ## Getting Started
3147 | 
3148 | Install ${framework.name}:
3149 | 
3150 | \`\`\`bash
3151 | pip install ${framework.name}
3152 | \`\`\`
3153 | 
3154 | ## Basic Application Structure
3155 | 
3156 | Create your first ${framework.name} application and explore the framework's core concepts.
3157 | `;
3158 |   }
3159 | 
3160 |   private generateDjangoTutorialContent(_analysis: any): string {
3161 |     return `# Building Applications with Django
3162 | 
3163 | Create robust web applications using Django's Model-View-Template architecture.
3164 | 
3165 | ## Project Setup
3166 | 
3167 | 1. Install Django:
3168 | 
3169 | \`\`\`bash
3170 | pip install django
3171 | \`\`\`
3172 | 
3173 | 2. Create a new Django project:
3174 | 
3175 | \`\`\`bash
3176 | django-admin startproject ${_analysis.metadata.projectName}
3177 | cd ${_analysis.metadata.projectName}
3178 | \`\`\`
3179 | 
3180 | 3. Create your first app:
3181 | 
3182 | \`\`\`bash
3183 | python manage.py startapp core
3184 | \`\`\`
3185 | 
3186 | ## Understanding Django Architecture
3187 | 
3188 | Django follows the MTV (Model-View-Template) pattern:
3189 | - **Models**: Define your data structure
3190 | - **Views**: Handle business logic and user interactions
3191 | - **Templates**: Control presentation layer
3192 | 
3193 | ## Creating Your First Model
3194 | 
3195 | \`\`\`python
3196 | # core/models.py
3197 | from django.db import models
3198 | 
3199 | class Item(models.Model):
3200 |     name = models.CharField(max_length=100)
3201 |     description = models.TextField()
3202 |     created_at = models.DateTimeField(auto_now_add=True)
3203 | 
3204 |     def __str__(self):
3205 |         return self.name
3206 | \`\`\`
3207 | 
3208 | ## Running Migrations
3209 | 
3210 | \`\`\`bash
3211 | python manage.py makemigrations
3212 | python manage.py migrate
3213 | \`\`\`
3214 | 
3215 | ## Creating Views
3216 | 
3217 | \`\`\`python
3218 | # core/views.py
3219 | from django.shortcuts import render
3220 | from .models import Item
3221 | 
3222 | def item_list(request):
3223 |     items = Item.objects.all()
3224 |     return render(request, 'core/item_list.html', {'items': items})
3225 | \`\`\`
3226 | 
3227 | ## URL Configuration
3228 | 
3229 | \`\`\`python
3230 | # core/urls.py
3231 | from django.urls import path
3232 | from . import views
3233 | 
3234 | urlpatterns = [
3235 |     path('', views.item_list, name='item_list'),
3236 | ]
3237 | \`\`\`
3238 | 
3239 | ## Running the Development Server
3240 | 
3241 | \`\`\`bash
3242 | python manage.py runserver
3243 | \`\`\`
3244 | 
3245 | ## Next Steps
3246 | 
3247 | - Learn about Django REST Framework for API development
3248 | - Explore Django's admin interface
3249 | - Implement user authentication
3250 | - Deploy with Gunicorn and PostgreSQL
3251 | `;
3252 |   }
3253 | 
3254 |   private generateFastAPITutorialContent(_analysis: any): string {
3255 |     return `# Building APIs with FastAPI
3256 | 
3257 | Create modern, fast APIs with automatic documentation using FastAPI.
3258 | 
3259 | ## Installation
3260 | 
3261 | \`\`\`bash
3262 | pip install fastapi uvicorn
3263 | \`\`\`
3264 | 
3265 | ## Basic Application
3266 | 
3267 | \`\`\`python
3268 | # main.py
3269 | from fastapi import FastAPI
3270 | from pydantic import BaseModel
3271 | 
3272 | app = FastAPI()
3273 | 
3274 | class Item(BaseModel):
3275 |     name: str
3276 |     description: str = None
3277 |     price: float
3278 |     tax: float = None
3279 | 
3280 | @app.get("/")
3281 | async def read_root():
3282 |     return {"Hello": "World"}
3283 | 
3284 | @app.post("/items/")
3285 | async def create_item(item: Item):
3286 |     return item
3287 | 
3288 | @app.get("/items/{item_id}")
3289 | async def read_item(item_id: int, q: str = None):
3290 |     return {"item_id": item_id, "q": q}
3291 | \`\`\`
3292 | 
3293 | ## Running the Server
3294 | 
3295 | \`\`\`bash
3296 | uvicorn main:app --reload
3297 | \`\`\`
3298 | 
3299 | ## Interactive Documentation
3300 | 
3301 | FastAPI automatically generates interactive API documentation:
3302 | - Swagger UI: http://127.0.0.1:8000/docs
3303 | - ReDoc: http://127.0.0.1:8000/redoc
3304 | 
3305 | ## Key Features
3306 | 
3307 | - **Type Hints**: Python type hints for automatic validation
3308 | - **Async Support**: Native async/await support
3309 | - **Dependency Injection**: Powerful dependency injection system
3310 | - **Security**: Built-in security utilities
3311 | 
3312 | ## Next Steps
3313 | 
3314 | - Add database integration with SQLAlchemy
3315 | - Implement authentication with JWT
3316 | - Add background tasks
3317 | - Deploy with Docker
3318 | `;
3319 |   }
3320 | 
3321 |   private generateFlaskTutorialContent(_analysis: any): string {
3322 |     return `# Building Applications with Flask
3323 | 
3324 | Create lightweight web applications and APIs using Flask's minimalist approach.
3325 | 
3326 | ## Installation
3327 | 
3328 | \`\`\`bash
3329 | pip install flask
3330 | \`\`\`
3331 | 
3332 | ## Basic Application
3333 | 
3334 | \`\`\`python
3335 | # app.py
3336 | from flask import Flask, request, jsonify
3337 | 
3338 | app = Flask(__name__)
3339 | 
3340 | @app.route('/')
3341 | def hello_world():
3342 |     return 'Hello, World!'
3343 | 
3344 | @app.route('/api/items', methods=['GET', 'POST'])
3345 | def handle_items():
3346 |     if request.method == 'POST':
3347 |         data = request.get_json()
3348 |         return jsonify(data), 201
3349 |     else:
3350 |         return jsonify([{"name": "item1"}, {"name": "item2"}])
3351 | 
3352 | if __name__ == '__main__':
3353 |     app.run(debug=True)
3354 | \`\`\`
3355 | 
3356 | ## Running the Application
3357 | 
3358 | \`\`\`bash
3359 | python app.py
3360 | \`\`\`
3361 | 
3362 | ## Application Factory Pattern
3363 | 
3364 | For larger applications, use the application factory pattern:
3365 | 
3366 | \`\`\`python
3367 | # app/__init__.py
3368 | from flask import Flask
3369 | 
3370 | def create_app():
3371 |     app = Flask(__name__)
3372 |     app.config.from_object('config.Config')
3373 | 
3374 |     from app.main import bp as main_bp
3375 |     app.register_blueprint(main_bp)
3376 | 
3377 |     return app
3378 | \`\`\`
3379 | 
3380 | ## Flask Extensions
3381 | 
3382 | Popular Flask extensions:
3383 | - **Flask-SQLAlchemy**: Database ORM
3384 | - **Flask-Login**: User session management
3385 | - **Flask-WTF**: Form handling and validation
3386 | - **Flask-Migrate**: Database migrations
3387 | 
3388 | ## Next Steps
3389 | 
3390 | - Structure larger applications with Blueprints
3391 | - Add database integration
3392 | - Implement user authentication
3393 | - Deploy with Gunicorn
3394 | `;
3395 |   }
3396 | 
3397 |   // Helper methods for container content generation
3398 |   private generateContainerFileContent(
3399 |     _analysis: any,
3400 |     _containerTech: ContainerTechnology,
3401 |   ): string {
3402 |     const language = _analysis.metadata.primaryLanguage?.toLowerCase();
3403 | 
3404 |     if (language === "python") {
3405 |       return `FROM python:3.11-slim
3406 | 
3407 | WORKDIR /app
3408 | 
3409 | COPY requirements.txt .
3410 | RUN pip install --no-cache-dir -r requirements.txt
3411 | 
3412 | COPY . .
3413 | 
3414 | EXPOSE 8000
3415 | 
3416 | CMD ["python", "manage.py", "runserver", "0.0.0.0:8000"]`;
3417 |     } else if (language === "javascript" || language === "typescript") {
3418 |       return `FROM node:18-alpine
3419 | 
3420 | WORKDIR /app
3421 | 
3422 | COPY package*.json ./
3423 | RUN npm ci --only=production
3424 | 
3425 | COPY . .
3426 | 
3427 | EXPOSE 3000
3428 | 
3429 | USER node
3430 | 
3431 | CMD ["npm", "start"]`;
3432 |     } else {
3433 |       return `FROM ubuntu:22.04
3434 | 
3435 | WORKDIR /app
3436 | 
3437 | COPY . .
3438 | 
3439 | EXPOSE 8080
3440 | 
3441 | CMD ["./start.sh"]`;
3442 |     }
3443 |   }
3444 | 
3445 |   private generateKubernetesManifest(analysis: any, type: string): string {
3446 |     if (type === "deployment") {
3447 |       return `apiVersion: apps/v1
3448 | kind: Deployment
3449 | metadata:
3450 |   name: ${analysis.metadata.projectName}
3451 |   labels:
3452 |     app: ${analysis.metadata.projectName}
3453 | spec:
3454 |   replicas: 3
3455 |   selector:
3456 |     matchLabels:
3457 |       app: ${analysis.metadata.projectName}
3458 |   template:
3459 |     metadata:
3460 |       labels:
3461 |         app: ${analysis.metadata.projectName}
3462 |     spec:
3463 |       containers:
3464 |       - name: ${analysis.metadata.projectName}
3465 |         image: ${analysis.metadata.projectName}:latest
3466 |         ports:
3467 |         - containerPort: 3000
3468 |         env:
3469 |         - name: NODE_ENV
3470 |           value: "production"`;
3471 |     } else if (type === "service") {
3472 |       return `apiVersion: v1
3473 | kind: Service
3474 | metadata:
3475 |   name: ${analysis.metadata.projectName}-service
3476 | spec:
3477 |   selector:
3478 |     app: ${analysis.metadata.projectName}
3479 |   ports:
3480 |     - protocol: TCP
3481 |       port: 80
3482 |       targetPort: 3000
3483 |   type: LoadBalancer`;
3484 |     }
3485 | 
3486 |     return "";
3487 |   }
3488 | 
3489 |   private generateContainerExamples(
3490 |     _analysis: any,
3491 |     _containerTech: ContainerTechnology,
3492 |   ): string[] {
3493 |     return [
3494 |       `# Build the container image
3495 | ${_containerTech.name} build -t ${_analysis.metadata.projectName}:latest .`,
3496 | 
3497 |       `# Run the container locally
3498 | ${_containerTech.name} run -p 3000:3000 -d ${_analysis.metadata.projectName}:latest`,
3499 | 
3500 |       `# View running containers
3501 | ${_containerTech.name} ps`,
3502 |     ];
3503 |   }
3504 | 
3505 |   private generateOrchestrationExamples(
3506 |     _analysis: any,
3507 |     _orchestrationTech: OrchestrationTechnology,
3508 |   ): string[] {
3509 |     return [
3510 |       `# Deploy the application
3511 | kubectl apply -f k8s/`,
3512 | 
3513 |       `# Check deployment status
3514 | kubectl get deployments`,
3515 | 
3516 |       `# View application logs
3517 | kubectl logs -f deployment/${_analysis.metadata.projectName}`,
3518 |     ];
3519 |   }
3520 | 
3521 |   private generatePythonEnvironmentExamples(): string[] {
3522 |     return [
3523 |       `# Create virtual environment
3524 | python -m venv venv`,
3525 | 
3526 |       `# Activate environment (Linux/macOS)
3527 | source venv/bin/activate`,
3528 | 
3529 |       `# Install dependencies
3530 | pip install -r requirements.txt`,
3531 |     ];
3532 |   }
3533 | 
3534 |   private generatePythonFrameworkExamples(framework: any): string[] {
3535 |     if (framework.name === "django") {
3536 |       return [
3537 |         `# Create Django project
3538 | django-admin startproject myproject`,
3539 | 
3540 |         `# Run development server
3541 | python manage.py runserver`,
3542 | 
3543 |         `# Create superuser
3544 | python manage.py createsuperuser`,
3545 |       ];
3546 |     }
3547 | 
3548 |     return [];
3549 |   }
3550 | }
3551 | 
3552 | // Export the tool implementation
3553 | export const populateDiataxisContent: Tool = {
3554 |   name: "populate_diataxis_content",
3555 |   description:
3556 |     "Intelligently populate Diataxis documentation with project-specific content",
3557 |   inputSchema: {
3558 |     type: "object",
3559 |     properties: {
3560 |       analysisId: {
3561 |         type: "string",
3562 |         description: "Repository analysis ID from analyze_repository tool",
3563 |       },
3564 |       docsPath: {
3565 |         type: "string",
3566 |         description: "Path to documentation directory",
3567 |       },
3568 |       populationLevel: {
3569 |         type: "string",
3570 |         enum: ["basic", "comprehensive", "intelligent"],
3571 |         default: "comprehensive",
3572 |         description: "Level of content generation detail",
3573 |       },
3574 |       includeProjectSpecific: {
3575 |         type: "boolean",
3576 |         default: true,
3577 |         description: "Generate project-specific examples and code",
3578 |       },
3579 |       preserveExisting: {
3580 |         type: "boolean",
3581 |         default: true,
3582 |         description: "Preserve any existing content",
3583 |       },
3584 |       technologyFocus: {
3585 |         type: "array",
3586 |         items: { type: "string" },
3587 |         description: "Specific technologies to emphasize in content",
3588 |       },
3589 |     },
3590 |     required: ["analysisId", "docsPath"],
3591 |   },
3592 | };
3593 | 
3594 | export async function handlePopulateDiataxisContent(
3595 |   args: any,
3596 |   context?: any,
3597 | ): Promise<PopulationResult> {
3598 |   const engine = new ContentPopulationEngine();
3599 |   return await engine.populateContent(args, context);
3600 | }
3601 | 
```
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