Real-World Use Cases & Integration Examples

Comprehensive collection of practical, production-ready integration scenarios for Fluorite MCP across different development environments, team structures, and project scales.

📖 Table of Contents

• Development Team Workflows
• CI/CD Integration Patterns
• IDE and Editor Integrations
• Large Project Management
• Cross-Team Collaboration
• Production Deployment Scenarios
• Troubleshooting Real-World Issues

---

Development Team Workflows

Startup Team: Rapid MVP Development

Scenario: 3-person startup building a SaaS platform, needs to move from idea to MVP in 4 weeks.

Team Structure:

• 1 Full-stack developer (React/Node.js)
• 1 Backend developer (Python/FastAPI)
• 1 Product manager (technical)

Setup & Configuration

# Team setup script
#!/bin/bash
echo "🚀 Setting up Fluorite MCP for startup team..."

# Install Fluorite MCP for each team member
npm install -g fluorite-mcp

# Add to Claude Code CLI
claude mcp add fluorite-mcp -- fluorite-mcp

# Create team configuration
mkdir -p .fluorite
cat > .fluorite/team-config.yml << EOF
team:
  name: "StartupMVP"
  size: "small"
  stage: "mvp"
  
frameworks:
  primary: ["nextjs", "fastapi"]
  experimental: ["supabase", "vercel"]
  
quality_gates:
  error_threshold: 2  # Allow some errors during rapid development
  warning_threshold: 10
  mvp_mode: true
  
spike_preferences:
  favor_minimal: true
  prioritize_speed: true
  include_auth: true
  include_database: true
EOF

echo "✅ Team setup complete!"

Daily Development Workflow

Morning Standup Integration:

# Sprint planning with Fluorite
echo "📋 Today's development goals:"
echo "1. User authentication system"
echo "2. Basic dashboard with data visualization"
echo "3. API rate limiting"

# Auto-generate spike recommendations
claude-code "Generate implementation plan for:"
claude-code "1. Next.js app with Supabase auth"
claude-code "2. FastAPI backend with JWT"
claude-code "3. React dashboard with charts"

Real Implementation Examples:

# Frontend developer's morning
claude-code "Create a user dashboard with authentication, data tables, and charts using Next.js, Supabase auth, and Recharts"

# Expected output:
# ✅ Template selected: nextjs-supabase-auth
# ✅ Template selected: tanstack-table-react-minimal  
# ✅ Template selected: recharts integration
# 📦 Files created:
#   - app/dashboard/page.tsx
#   - app/auth/login/page.tsx
#   - components/DataTable.tsx
#   - components/ChartContainer.tsx
#   - lib/supabase.ts
#   - middleware.ts (auth protection)

# Backend developer's workflow
claude-code "Set up FastAPI with JWT authentication, PostgreSQL database, background tasks for email notifications, and rate limiting"

# Expected output:
# ✅ Templates applied:
#   - fastapi-jwt-auth
#   - fastapi-sqlalchemy-postgres
#   - fastapi-background-tasks
#   - fastapi-rate-limit-minimal
# 📦 Complete API structure created
# 🔧 Database models and migrations ready
# 📧 Email notification system configured

Weekly Team Review

// scripts/weekly-review.ts
import { FluoriteIntegration } from './fluorite-integration';

async function generateWeeklyReport() {
  const fluorite = new FluoriteIntegration();
  await fluorite.initialize();
  
  // Analyze all code written this week
  const analysis = await fluorite.analyzeProject('.', 'auto-detect');
  
  // Generate team progress report
  const report = {
    linesOfCode: analysis.summary.filesAnalyzed,
    qualityScore: (1 - analysis.summary.errors / 100) * 100,
    templatesUsed: await getTemplatesUsedThisWeek(),
    productivity: calculateProductivityMetrics(),
    nextWeekFocus: await generateRecommendations()
  };
  
  console.log(`
📊 Weekly Team Report
==================
📝 Files analyzed: ${report.linesOfCode}
⭐ Quality score: ${report.qualityScore}%
🧪 Templates used: ${report.templatesUsed.length}
📈 Productivity: ${report.productivity}
🎯 Next week focus: ${report.nextWeekFocus}
  `);
}

// Run every Friday
generateWeeklyReport();

Results after 4 weeks:

• ✅ Full MVP deployed to production
• ✅ Authentication, database, payments integrated
• ✅ 85% code quality score maintained
• ✅ 10x faster development vs. building from scratch

---

Enterprise Team: Large-Scale Application

Scenario: 50-person engineering team at fintech company, building compliance-heavy trading platform.

Team Structure:

• 15 Frontend developers (React/Next.js)
• 20 Backend developers (Java/Spring Boot, Python/FastAPI)
• 10 DevOps engineers
• 5 QA engineers

Enterprise Configuration

# .fluorite/enterprise-config.yml
enterprise:
  name: "FinTech Trading Platform"
  compliance_level: "SOX/PCI-DSS"
  team_size: "large"
  
security:
  required_patterns:
    - audit-logging
    - input-validation
    - encryption-at-rest
    - secure-headers
  
frameworks:
  approved:
    - nextjs: "14.x"
    - spring-boot: "3.x"
    - fastapi: "0.100+"
  forbidden:
    - experimental-frameworks
    - beta-packages
  
quality_gates:
  error_threshold: 0
  warning_threshold: 2
  security_scan: required
  compliance_check: required
  
validation_rules:
  enabled:
    - fintech-compliance
    - security-headers
    - audit-trail-required
    - data-encryption
    - access-control
  
team_structure:
  frontend:
    leads: ["alice", "bob"]
    frameworks: ["nextjs", "react"]
  backend:
    leads: ["charlie", "diana"]
    frameworks: ["spring-boot", "fastapi"]
  infrastructure:
    leads: ["eve", "frank"]
    tools: ["kubernetes", "terraform"]

Team-Specific Custom Specifications

# .fluorite/specs/fintech-audit-logging.yaml
name: FinTech Audit Logging Standards
version: 1.0.0
category: enterprise-security
compliance: SOX, PCI-DSS

standards:
  audit_events:
    required:
      - user_login_logout
      - data_access
      - configuration_changes
      - privileged_operations
    format: structured_json
    retention: "7_years"
    
  log_fields:
    mandatory:
      - timestamp_utc
      - user_id
      - session_id
      - ip_address
      - user_agent
      - action_type
      - resource_accessed
      - outcome
    sensitive_data: "encrypted"
    
patterns:
  typescript: |
    import { auditLogger } from '@company/audit-logger';
    
    export const auditEvent = (event: AuditEvent) => {
      auditLogger.info({
        timestamp: new Date().toISOString(),
        userId: event.userId,
        sessionId: event.sessionId,
        action: event.action,
        resource: event.resource,
        outcome: event.outcome,
        metadata: encrypt(event.sensitive)
      });
    };
  
  java: |
    @Component
    public class AuditService {
        @Autowired
        private AuditLogger auditLogger;
        
        public void logEvent(AuditEvent event) {
            auditLogger.info(AuditLogEntry.builder()
                .timestamp(Instant.now())
                .userId(event.getUserId())
                .action(event.getAction())
                .resource(event.getResource())
                .outcome(event.getOutcome())
                .build());
        }
    }

Multi-Team Development Workflow

Frontend Team Lead Workflow:

# Morning team coordination
claude-code "Generate architecture review for new trading dashboard feature with real-time data, compliance logging, and accessibility requirements"

# Results in:
# 📊 Architecture analysis
# 🔒 Security requirements checklist
# ♿ Accessibility compliance plan
# 🧪 Testing strategy with Playwright
# 📱 Component design system integration

Backend Team Distributed Development:

# Microservice implementation
claude-code "Create microservice for trade execution with audit logging, rate limiting, circuit breaker pattern, and OpenTelemetry tracing"

# Auto-selects enterprise patterns:
# ✅ fastapi-opentelemetry
# ✅ fastapi-rate-limit-minimal
# ✅ Circuit breaker implementation
# ✅ Audit logging integration
# ✅ Kubernetes deployment manifests

Quality Gates Integration

// .github/workflows/enterprise-quality-gates.yml
name: Enterprise Quality Gates

on:
  pull_request:
    branches: [main, develop]

jobs:
  compliance-scan:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      
      - name: Install Fluorite MCP
        run: npm install -g fluorite-mcp
        
      - name: SOX Compliance Check
        run: |
          fluorite-mcp --static-analysis \
            --project-path . \
            --framework auto-detect \
            --compliance sox-standards \
            --audit-logging-required \
            --data-encryption-check
            
      - name: Security Validation
        run: |
          fluorite-mcp --static-analysis \
            --security-scan high \
            --enabled-rules fintech-security,audit-trail-required \
            --max-issues 0
            
      - name: Generate Compliance Report
        run: |
          fluorite-mcp --generate-compliance-report \
            --standards sox,pci-dss \
            --output compliance-report.json
            
      - name: Upload Compliance Artifacts
        uses: actions/upload-artifact@v4
        with:
          name: compliance-report
          path: compliance-report.json

Results after 6 months:

• ✅ 100% compliance audit pass rate
• ✅ 40% faster feature development
• ✅ 99.9% code quality score
• ✅ Zero security vulnerabilities in production

---

CI/CD Integration Patterns

Multi-Environment Deployment Pipeline

Scenario: SaaS company with development, staging, UAT, and production environments.

Advanced CI/CD Configuration

# .github/workflows/multi-environment-pipeline.yml
name: Multi-Environment Pipeline with Fluorite MCP

on:
  push:
    branches: [main, develop, feature/*]
  pull_request:
    branches: [main, develop]

env:
  FLUORITE_LOG_LEVEL: info
  NODE_OPTIONS: "--max-old-space-size=4096"

jobs:
  setup:
    runs-on: ubuntu-latest
    outputs:
      environment: ${{ steps.determine-env.outputs.environment }}
      changed-services: ${{ steps.detect-changes.outputs.services }}
      deploy-strategy: ${{ steps.strategy.outputs.strategy }}
    steps:
      - name: Checkout
        uses: actions/checkout@v4
        with:
          fetch-depth: 0
          
      - name: Determine Environment
        id: determine-env
        run: |
          if [[ "${{ github.ref }}" == "refs/heads/main" ]]; then
            echo "environment=production" >> $GITHUB_OUTPUT
          elif [[ "${{ github.ref }}" == "refs/heads/develop" ]]; then
            echo "environment=staging" >> $GITHUB_OUTPUT
          elif [[ "${{ github.ref }}" == "refs/heads/feature/*" ]]; then
            echo "environment=preview" >> $GITHUB_OUTPUT
          else
            echo "environment=development" >> $GITHUB_OUTPUT
          fi
          
      - name: Detect Changed Services
        id: detect-changes
        run: |
          CHANGED_FILES=$(git diff --name-only ${{ github.event.before }} ${{ github.event.after }})
          SERVICES=""
          
          if echo "$CHANGED_FILES" | grep -q "^frontend/"; then
            SERVICES="${SERVICES},frontend"
          fi
          if echo "$CHANGED_FILES" | grep -q "^backend/"; then
            SERVICES="${SERVICES},backend"
          fi
          if echo "$CHANGED_FILES" | grep -q "^shared/"; then
            SERVICES="${SERVICES},frontend,backend"
          fi
          
          echo "services=${SERVICES#,}" >> $GITHUB_OUTPUT
          
      - name: Determine Deployment Strategy
        id: strategy
        run: |
          case "${{ steps.determine-env.outputs.environment }}" in
            production)
              echo "strategy=blue-green" >> $GITHUB_OUTPUT
              ;;
            staging)
              echo "strategy=rolling-update" >> $GITHUB_OUTPUT
              ;;
            *)
              echo "strategy=recreate" >> $GITHUB_OUTPUT
              ;;
          esac

  analysis:
    runs-on: ubuntu-latest
    needs: setup
    strategy:
      matrix:
        service: ${{ fromJson(format('["{0}"]', needs.setup.outputs.changed-services)) }}
    steps:
      - name: Checkout
        uses: actions/checkout@v4
        
      - name: Setup Node.js
        uses: actions/setup-node@v4
        with:
          node-version: '20'
          cache: 'npm'
          
      - name: Install Fluorite MCP
        run: npm install -g fluorite-mcp
        
      - name: Service-Specific Analysis
        run: |
          cd ${{ matrix.service }}
          
          # Framework detection
          FRAMEWORK="auto-detect"
          if [ -f "next.config.js" ] || [ -f "next.config.ts" ]; then
            FRAMEWORK="nextjs"
          elif [ -f "main.py" ] && grep -q "fastapi" requirements.txt; then
            FRAMEWORK="fastapi"
          fi
          
          # Run comprehensive analysis
          fluorite-mcp --static-analysis \
            --project-path . \
            --framework $FRAMEWORK \
            --predict-errors true \
            --analyze-dependencies true \
            --strict-mode ${{ needs.setup.outputs.environment == 'production' && 'true' || 'false' }}
            
      - name: Environment-Specific Validation
        run: |
          case "${{ needs.setup.outputs.environment }}" in
            production)
              fluorite-mcp --static-analysis \
                --focus security \
                --enabled-rules production-readiness,performance-critical \
                --max-issues 0
              ;;
            staging)
              fluorite-mcp --static-analysis \
                --focus performance \
                --enabled-rules staging-validation \
                --max-issues 2
              ;;
            preview)
              fluorite-mcp --quick-validate \
                --framework $FRAMEWORK \
                --preview-mode true
              ;;
          esac

  security-scan:
    runs-on: ubuntu-latest
    if: needs.setup.outputs.environment == 'production'
    needs: [setup, analysis]
    steps:
      - name: Checkout
        uses: actions/checkout@v4
        
      - name: Install Fluorite MCP
        run: npm install -g fluorite-mcp
        
      - name: Production Security Scan
        run: |
          fluorite-mcp --static-analysis \
            --project-path . \
            --focus security \
            --enabled-rules security-xss-prevention,security-injection,security-auth-patterns \
            --strict-mode true \
            --compliance-check true
            
      - name: Dependency Security Audit
        run: |
          fluorite-mcp --static-analysis \
            --analyze-dependencies true \
            --security-scan true \
            --vulnerability-threshold high
            
      - name: Generate Security Report
        run: |
          fluorite-mcp --generate-security-report \
            --format json \
            --output security-report.json
            
      - name: Upload Security Report
        uses: actions/upload-artifact@v4
        with:
          name: security-report-${{ github.sha }}
          path: security-report.json

  build:
    runs-on: ubuntu-latest
    needs: [setup, analysis]
    strategy:
      matrix:
        service: ${{ fromJson(format('["{0}"]', needs.setup.outputs.changed-services)) }}
    steps:
      - name: Checkout
        uses: actions/checkout@v4
        
      - name: Setup Build Environment
        run: |
          case "${{ matrix.service }}" in
            frontend)
              echo "BUILD_COMMAND=npm run build" >> $GITHUB_ENV
              echo "DOCKERFILE=Dockerfile.frontend" >> $GITHUB_ENV
              ;;
            backend)
              echo "BUILD_COMMAND=pip install -r requirements.txt" >> $GITHUB_ENV
              echo "DOCKERFILE=Dockerfile.backend" >> $GITHUB_ENV
              ;;
          esac
          
      - name: Build Application
        run: |
          cd ${{ matrix.service }}
          ${{ env.BUILD_COMMAND }}
          
      - name: Build Optimization Analysis
        run: |
          cd ${{ matrix.service }}
          fluorite-mcp --static-analysis \
            --focus performance \
            --analyze-bundle-size \
            --optimize-recommendations
            
      - name: Build Docker Image
        run: |
          docker build -f ${{ matrix.service }}/${{ env.DOCKERFILE }} \
            -t ${{ matrix.service }}:${{ github.sha }} \
            ${{ matrix.service }}

  test:
    runs-on: ubuntu-latest
    needs: [setup, build]
    strategy:
      matrix:
        test-type: [unit, integration, e2e]
        service: ${{ fromJson(format('["{0}"]', needs.setup.outputs.changed-services)) }}
    steps:
      - name: Checkout
        uses: actions/checkout@v4
        
      - name: Install Fluorite MCP
        run: npm install -g fluorite-mcp
        
      - name: Generate Test Strategy
        run: |
          cd ${{ matrix.service }}
          fluorite-mcp --auto-spike \
            --task "Generate ${{ matrix.test-type }} test strategy for ${{ matrix.service }}" \
            --constraints '{"test_type": "${{ matrix.test-type }}", "framework": "auto-detect"}'
            
      - name: Run Tests
        run: |
          cd ${{ matrix.service }}
          case "${{ matrix.test-type }}" in
            unit)
              npm run test:unit
              ;;
            integration)
              npm run test:integration
              ;;
            e2e)
              npm run test:e2e
              ;;
          esac

  deploy:
    runs-on: ubuntu-latest
    needs: [setup, security-scan, test]
    if: always() && needs.test.result == 'success'
    environment: ${{ needs.setup.outputs.environment }}
    steps:
      - name: Deploy with Strategy
        run: |
          case "${{ needs.setup.outputs.deploy-strategy }}" in
            blue-green)
              echo "🔄 Deploying with blue-green strategy..."
              # Blue-green deployment logic
              ;;
            rolling-update)
              echo "🔄 Deploying with rolling update..."
              # Rolling update logic
              ;;
            recreate)
              echo "🔄 Deploying with recreate strategy..."
              # Recreate deployment logic
              ;;
          esac
          
      - name: Post-Deployment Validation
        run: |
          sleep 30  # Wait for deployment to stabilize
          
          # Generate health check
          fluorite-mcp --auto-spike \
            --task "Generate health check for deployed services" \
            --constraints '{"environment": "${{ needs.setup.outputs.environment }}"}'
            
      - name: Performance Monitoring Setup
        if: needs.setup.outputs.environment == 'production'
        run: |
          fluorite-mcp --auto-spike \
            --task "Set up performance monitoring and alerting" \
            --constraints '{"monitoring": "prometheus", "alerting": "slack"}'

  post-deployment:
    runs-on: ubuntu-latest
    needs: [setup, deploy]
    if: always() && needs.deploy.result == 'success'
    steps:
      - name: Deployment Metrics
        run: |
          echo "📊 Deployment completed successfully!"
          echo "Environment: ${{ needs.setup.outputs.environment }}"
          echo "Services: ${{ needs.setup.outputs.changed-services }}"
          echo "Strategy: ${{ needs.setup.outputs.deploy-strategy }}"
          
      - name: Notify Team
        run: |
          curl -X POST -H 'Content-type: application/json' \
            --data '{"text":"🚀 Deployment to ${{ needs.setup.outputs.environment }} completed successfully!\n\n**Services:** ${{ needs.setup.outputs.changed-services }}\n**Strategy:** ${{ needs.setup.outputs.deploy-strategy }}\n**Commit:** ${{ github.sha }}"}' \
            ${{ secrets.SLACK_WEBHOOK_URL }}

---

IDE and Editor Integrations

Visual Studio Code Team Setup

Scenario: Development team using VS Code with custom Fluorite MCP integration for real-time code analysis.

Custom VS Code Extension

// fluorite-vscode-extension/src/extension.ts
import * as vscode from 'vscode';
import { FluoriteIntegration } from './fluorite-integration';

export function activate(context: vscode.ExtensionContext) {
    console.log('Fluorite MCP extension is now active!');
    
    const fluorite = new FluoriteIntegration();
    let initialized = false;
    
    // Initialize Fluorite on first use
    const initializeFluorite = async () => {
        if (!initialized) {
            await fluorite.initialize();
            initialized = true;
            vscode.window.showInformationMessage('Fluorite MCP initialized successfully!');
        }
    };
    
    // Real-time validation on save
    const onSaveHandler = vscode.workspace.onDidSaveTextDocument(async (document) => {
        if (!shouldValidateDocument(document)) return;
        
        await initializeFluorite();
        await validateDocument(document);
    });
    
    // Command: Analyze current file
    const analyzeFileCommand = vscode.commands.registerCommand(
        'fluorite.analyzeFile',
        async () => {
            const editor = vscode.window.activeTextEditor;
            if (!editor) return;
            
            await initializeFluorite();
            await validateDocument(editor.document);
        }
    );
    
    // Command: Apply spike template
    const applySpikeCommand = vscode.commands.registerCommand(
        'fluorite.applySpike',
        async () => {
            await initializeFluorite();
            await showSpikeTemplatePicker();
        }
    );
    
    // Command: Project-wide analysis
    const analyzeProjectCommand = vscode.commands.registerCommand(
        'fluorite.analyzeProject',
        async () => {
            await initializeFluorite();
            await analyzeCurrentProject();
        }
    );
    
    // Command: Generate component
    const generateComponentCommand = vscode.commands.registerCommand(
        'fluorite.generateComponent',
        async () => {
            await initializeFluorite();
            await generateComponentWizard();
        }
    );
    
    // Status bar item
    const statusBarItem = vscode.window.createStatusBarItem(
        vscode.StatusBarAlignment.Right,
        100
    );
    statusBarItem.text = "$(zap) Fluorite";
    statusBarItem.tooltip = "Fluorite MCP Status";
    statusBarItem.command = 'fluorite.showStatus';
    statusBarItem.show();
    
    // Show status command
    const showStatusCommand = vscode.commands.registerCommand(
        'fluorite.showStatus',
        async () => {
            await initializeFluorite();
            const health = await fluorite.getHealthStatus();
            
            vscode.window.showInformationMessage(
                `Fluorite MCP Status: ${health.healthy ? 'Healthy' : 'Unhealthy'}\n` +
                `Performance: ${health.performance ? 'Good' : 'Poor'}\n` +
                `Cache Hit Rate: ${health.metrics?.cache?.hitRate || 'N/A'}%`
            );
        }
    );
    
    context.subscriptions.push(
        onSaveHandler,
        analyzeFileCommand,
        applySpikeCommand,
        analyzeProjectCommand,
        generateComponentCommand,
        showStatusCommand,
        statusBarItem
    );
    
    async function shouldValidateDocument(document: vscode.TextDocument): Promise<boolean> {
        const config = vscode.workspace.getConfiguration('fluorite');
        const enableRealTime = config.get<boolean>('enableRealTimeValidation', true);
        
        if (!enableRealTime) return false;
        
        const supportedExtensions = ['.ts', '.tsx', '.js', '.jsx', '.vue', '.py'];
        const fileExtension = document.fileName.substring(document.fileName.lastIndexOf('.'));
        
        return supportedExtensions.includes(fileExtension);
    }
    
    async function validateDocument(document: vscode.TextDocument) {
        const diagnostics: vscode.Diagnostic[] = [];
        
        try {
            const framework = detectFramework(document.fileName);
            const language = detectLanguage(document.fileName);
            
            const result = await fluorite.validateCode(
                document.getText(),
                language,
                framework
            );
            
            if (!result.valid) {
                for (const issue of result.issues) {
                    const line = issue.line ? issue.line - 1 : 0;
                    const range = new vscode.Range(line, 0, line, 1000);
                    
                    const diagnostic = new vscode.Diagnostic(
                        range,
                        issue.message,
                        issue.severity === 'error' 
                            ? vscode.DiagnosticSeverity.Error 
                            : vscode.DiagnosticSeverity.Warning
                    );
                    
                    diagnostic.source = 'Fluorite MCP';
                    diagnostics.push(diagnostic);
                }
            }
        } catch (error) {
            console.error('Fluorite validation failed:', error);
        }
        
        const collection = vscode.languages.createDiagnosticCollection('fluorite');
        collection.set(document.uri, diagnostics);
    }
    
    async function showSpikeTemplatePicker() {
        const quickPick = vscode.window.createQuickPick();
        quickPick.placeholder = 'Search for spike templates...';
        quickPick.busy = true;
        quickPick.show();
        
        try {
            const templates = await fluorite.discoverSpikes('');
            
            quickPick.items = templates.map(template => ({
                label: template.id,
                description: template.name,
                detail: template.description,
                template: template
            }));
            
            quickPick.busy = false;
            
            quickPick.onDidAccept(async () => {
                const selected = quickPick.selectedItems[0] as any;
                if (selected) {
                    quickPick.dispose();
                    await applySpikeTemplate(selected.template);
                }
            });
            
        } catch (error) {
            quickPick.dispose();
            vscode.window.showErrorMessage(`Failed to load spike templates: ${error}`);
        }
    }
    
    async function applySpikeTemplate(template: any) {
        const workspacePath = vscode.workspace.workspaceFolders?.[0]?.uri.fsPath;
        if (!workspacePath) {
            vscode.window.showErrorMessage('No workspace folder open');
            return;
        }
        
        try {
            // Show parameter input dialog if template has parameters
            const params: Record<string, string> = {};
            
            if (template.params && template.params.length > 0) {
                for (const param of template.params) {
                    if (param.required) {
                        const value = await vscode.window.showInputBox({
                            prompt: `Enter value for ${param.name}`,
                            value: param.default || ''
                        });
                        
                        if (value === undefined) return; // User cancelled
                        params[param.name] = value;
                    }
                }
            }
            
            // Apply the template
            const result = await fluorite.applySpike(template.id, params);
            
            if (result.success) {
                vscode.window.showInformationMessage(
                    `Spike template '${template.id}' applied successfully! Created ${result.filesCreated.length} files.`
                );
                
                // Refresh explorer to show new files
                vscode.commands.executeCommand('workbench.files.action.refreshFilesExplorer');
            } else {
                vscode.window.showErrorMessage(`Failed to apply spike template: ${result.error}`);
            }
            
        } catch (error) {
            vscode.window.showErrorMessage(`Error applying spike template: ${error}`);
        }
    }
    
    async function analyzeCurrentProject() {
        const workspacePath = vscode.workspace.workspaceFolders?.[0]?.uri.fsPath;
        if (!workspacePath) {
            vscode.window.showErrorMessage('No workspace folder open');
            return;
        }
        
        vscode.window.withProgress({
            location: vscode.ProgressLocation.Notification,
            title: "Analyzing project with Fluorite MCP...",
            cancellable: false
        }, async (progress) => {
            try {
                progress.report({ message: "Detecting framework..." });
                const framework = detectProjectFramework(workspacePath);
                
                progress.report({ message: "Running static analysis..." });
                const analysis = await fluorite.analyzeProject(workspacePath, framework);
                
                progress.report({ message: "Generating report..." });
                
                // Create and show analysis report
                const reportContent = generateAnalysisReport(analysis);
                const doc = await vscode.workspace.openTextDocument({
                    content: reportContent,
                    language: 'markdown'
                });
                
                await vscode.window.showTextDocument(doc);
                
            } catch (error) {
                vscode.window.showErrorMessage(`Project analysis failed: ${error}`);
            }
        });
    }
    
    async function generateComponentWizard() {
        const componentType = await vscode.window.showQuickPick([
            { label: 'React Component', value: 'react' },
            { label: 'Vue Component', value: 'vue' },
            { label: 'Next.js Page', value: 'nextjs-page' },
            { label: 'FastAPI Endpoint', value: 'fastapi-endpoint' }
        ], { placeHolder: 'Select component type' });
        
        if (!componentType) return;
        
        const componentName = await vscode.window.showInputBox({
            prompt: 'Enter component name',
            validateInput: (value) => {
                if (!value) return 'Component name is required';
                if (!/^[A-Z][a-zA-Z0-9]*$/.test(value)) {
                    return 'Component name must be PascalCase';
                }
                return null;
            }
        });
        
        if (!componentName) return;
        
        try {
            const task = `Create a ${componentType.label} called ${componentName}`;
            const recommendation = await fluorite.autoSelectSpike(task);
            
            if (recommendation.selectedTemplate) {
                await applySpikeTemplate({
                    id: recommendation.selectedTemplate,
                    params: [{ name: 'component_name', required: true }]
                });
            } else {
                vscode.window.showWarningMessage('No suitable template found for this component type');
            }
            
        } catch (error) {
            vscode.window.showErrorMessage(`Component generation failed: ${error}`);
        }
    }
    
    function detectFramework(fileName: string): string {
        if (fileName.includes('app/') || fileName.includes('pages/')) return 'nextjs';
        if (fileName.endsWith('.vue')) return 'vue';
        if (fileName.endsWith('.py')) return 'fastapi';
        if (fileName.includes('.tsx') || fileName.includes('.jsx')) return 'react';
        return 'typescript';
    }
    
    function detectLanguage(fileName: string): string {
        const ext = fileName.substring(fileName.lastIndexOf('.') + 1);
        const languageMap: Record<string, string> = {
            'ts': 'typescript',
            'tsx': 'tsx',
            'js': 'javascript',
            'jsx': 'jsx',
            'vue': 'vue',
            'py': 'python'
        };
        return languageMap[ext] || 'typescript';
    }
    
    function detectProjectFramework(projectPath: string): string {
        const fs = require('fs');
        const path = require('path');
        
        try {
            const packageJsonPath = path.join(projectPath, 'package.json');
            if (fs.existsSync(packageJsonPath)) {
                const packageJson = JSON.parse(fs.readFileSync(packageJsonPath, 'utf8'));
                
                if (packageJson.dependencies?.next) return 'nextjs';
                if (packageJson.dependencies?.vue) return 'vue';
                if (packageJson.dependencies?.react) return 'react';
            }
            
            if (fs.existsSync(path.join(projectPath, 'main.py'))) return 'fastapi';
            if (fs.existsSync(path.join(projectPath, 'requirements.txt'))) return 'python';
            
        } catch (error) {
            console.error('Framework detection failed:', error);
        }
        
        return 'typescript';
    }
    
    function generateAnalysisReport(analysis: any): string {
        return `# Fluorite MCP Project Analysis Report

## Summary
- **Files Analyzed**: ${analysis.summary.filesAnalyzed}
- **Errors Found**: ${analysis.summary.errors}
- **Warnings**: ${analysis.summary.warnings}
- **Predictions**: ${analysis.summary.predictions}

## Issues Found
${analysis.issues.map((issue: any) => `- **${issue.severity.toUpperCase()}**: ${issue.message}`).join('\n')}

## Predictions
${analysis.predictions.map((pred: any) => `- **${pred.type}** (${Math.round(pred.probability * 100)}%): ${pred.description}`).join('\n')}

## Recommendations
${analysis.recommendations.map((rec: string) => `- ${rec}`).join('\n')}

---
*Generated by Fluorite MCP at ${new Date().toISOString()}*
`;
    }
}

export function deactivate() {}

VS Code Settings

// .vscode/settings.json
{
  "fluorite.enableRealTimeValidation": true,
  "fluorite.framework": "auto-detect",
  "fluorite.analysisLevel": "standard",
  "fluorite.autoFixEnabled": true,
  "fluorite.spikeTemplatesPath": "./spikes",
  "fluorite.customRules": [
    "team-naming-convention",
    "accessibility-compliance",
    "performance-optimization"
  ],
  "fluorite.excludePatterns": [
    "**/*.test.ts",
    "**/*.spec.ts",
    "**/node_modules/**",
    "**/dist/**",
    "**/build/**"
  ],
  "fluorite.notifications": {
    "showSuccessMessages": true,
    "showWarningMessages": true,
    "showErrorMessages": true
  },
  "fluorite.performance": {
    "enableCaching": true,
    "cacheTimeout": 3600,
    "maxMemoryUsage": "2GB"
  }
}

Team Workspace Configuration

// .vscode/fluorite-team.code-workspace
{
  "folders": [
    {
      "name": "Frontend",
      "path": "./frontend"
    },
    {
      "name": "Backend",
      "path": "./backend"
    },
    {
      "name": "Shared",
      "path": "./shared"
    }
  ],
  "settings": {
    "fluorite.enableRealTimeValidation": true,
    "fluorite.framework": "auto-detect",
    "fluorite.teamConfig": "./.fluorite/team-config.yml",
    "fluorite.multiProject": true,
    "fluorite.projectMappings": {
      "frontend": {
        "framework": "nextjs",
        "includePatterns": ["src/**/*.ts", "src/**/*.tsx"],
        "excludePatterns": ["**/*.test.*"]
      },
      "backend": {
        "framework": "fastapi",
        "includePatterns": ["**/*.py"],
        "excludePatterns": ["**/__pycache__/**"]
      }
    }
  },
  "extensions": {
    "recommendations": [
      "fluorite-mcp.vscode-extension",
      "ms-python.python",
      "ms-vscode.vscode-typescript-next",
      "bradlc.vscode-tailwindcss"
    ]
  }
}

Daily Usage Examples:

// Developer workflow integration
// 1. Open project in VS Code
// 2. Fluorite automatically activates and analyzes project structure
// 3. Real-time validation as you type
// 4. Quick fixes and suggestions
// 5. Spike template integration for rapid prototyping

// Example: Creating a new feature
// Command Palette: "Fluorite: Generate Component"
// → Wizard guides through component creation
// → Auto-selects appropriate spike template
// → Generates component with tests and documentation

---

Large Project Management

Monorepo with Multiple Teams

Scenario: E-commerce platform with 100+ microservices, 200+ developers across 15 teams.

Monorepo Structure

ecommerce-platform/
├── apps/
│   ├── web-customer/          # Next.js customer app
│   ├── web-admin/             # Next.js admin panel
│   ├── mobile-app/            # React Native app
│   └── docs/                  # Documentation site
├── services/
│   ├── user-service/          # FastAPI user management
│   ├── product-service/       # FastAPI product catalog
│   ├── order-service/         # FastAPI order processing
│   ├── payment-service/       # FastAPI payment handling
│   ├── notification-service/  # FastAPI notifications
│   └── analytics-service/     # Python data processing
├── packages/
│   ├── ui-components/         # Shared React components
│   ├── api-client/            # TypeScript API client
│   ├── shared-types/          # TypeScript definitions
│   └── config/                # Shared configurations
├── tools/
│   ├── build-tools/           # Custom build utilities
│   ├── testing/               # Test utilities
│   └── deployment/            # Deployment scripts
└── .fluorite/
    ├── monorepo-config.yml
    ├── team-mappings.yml
    └── quality-gates.yml

Monorepo Configuration

# .fluorite/monorepo-config.yml
monorepo:
  name: "E-commerce Platform"
  type: "nx-workspace"  # or "lerna", "pnpm-workspace"
  scale: "enterprise"
  
structure:
  apps:
    web-customer:
      team: "customer-experience"
      framework: "nextjs"
      criticality: "high"
    web-admin:
      team: "admin-tools"
      framework: "nextjs"
      criticality: "medium"
    mobile-app:
      team: "mobile"
      framework: "react-native"
      criticality: "high"
      
  services:
    user-service:
      team: "identity"
      framework: "fastapi"
      criticality: "critical"
    product-service:
      team: "catalog"
      framework: "fastapi"
      criticality: "high"
    order-service:
      team: "fulfillment"
      framework: "fastapi"
      criticality: "critical"
    payment-service:
      team: "payments"
      framework: "fastapi"
      criticality: "critical"
      compliance: "pci-dss"
      
  packages:
    ui-components:
      team: "design-system"
      framework: "react"
      consumers: ["web-customer", "web-admin", "mobile-app"]

analysis:
  parallel_processing: true
  max_workers: 20
  cache_strategy: "distributed"
  
quality_gates:
  global:
    error_threshold: 0
    warning_threshold: 5
    coverage_threshold: 80
  
  per_service:
    critical:
      error_threshold: 0
      warning_threshold: 0
      coverage_threshold: 95
    high:
      error_threshold: 0
      warning_threshold: 2
      coverage_threshold: 85
    medium:
      error_threshold: 2
      warning_threshold: 10
      coverage_threshold: 70

Team Mapping Configuration

# .fluorite/team-mappings.yml
teams:
  customer-experience:
    lead: "alice@company.com"
    members: 12
    focus: ["frontend", "ux", "performance"]
    frameworks: ["nextjs", "react"]
    
  admin-tools:
    lead: "bob@company.com"
    members: 8
    focus: ["frontend", "admin-interfaces"]
    frameworks: ["nextjs", "react"]
    
  mobile:
    lead: "charlie@company.com"
    members: 10
    focus: ["mobile", "react-native"]
    frameworks: ["react-native", "expo"]
    
  identity:
    lead: "diana@company.com"
    members: 6
    focus: ["authentication", "security"]
    frameworks: ["fastapi", "python"]
    compliance: ["gdpr", "ccpa"]
    
  catalog:
    lead: "eve@company.com"
    members: 8
    focus: ["product-data", "search"]
    frameworks: ["fastapi", "elasticsearch"]
    
  fulfillment:
    lead: "frank@company.com"
    members: 10
    focus: ["order-processing", "inventory"]
    frameworks: ["fastapi", "python"]
    
  payments:
    lead: "grace@company.com"
    members: 6
    focus: ["payments", "security"]
    frameworks: ["fastapi", "python"]
    compliance: ["pci-dss", "sox"]
    
  design-system:
    lead: "henry@company.com"
    members: 4
    focus: ["ui-components", "design-tokens"]
    frameworks: ["react", "storybook"]

workflows:
  cross_team_changes:
    require_approval: true
    approvers_needed: 2
    
  breaking_changes:
    notification_channels: ["slack", "email"]
    approval_process: "rfc"
    
  dependency_updates:
    auto_approve: false
    security_updates: true

Advanced Monorepo Analysis

// tools/fluorite-monorepo-analyzer.ts
import { FluoriteIntegration } from '../lib/fluorite-integration';
import { execSync } from 'child_process';
import * as fs from 'fs';
import * as path from 'path';

interface MonorepoConfig {
  monorepo: {
    name: string;
    type: string;
    structure: Record<string, any>;
  };
}

interface TeamMapping {
  teams: Record<string, {
    lead: string;
    members: number;
    focus: string[];
    frameworks: string[];
    compliance?: string[];
  }>;
}

export class MonorepoAnalyzer {
  private fluorite: FluoriteIntegration;
  private config: MonorepoConfig;
  private teamMapping: TeamMapping;
  
  constructor() {
    this.fluorite = new FluoriteIntegration();
    this.config = this.loadConfig('.fluorite/monorepo-config.yml');
    this.teamMapping = this.loadConfig('.fluorite/team-mappings.yml');
  }
  
  async initialize() {
    await this.fluorite.initialize();
  }
  
  async analyzeFullMonorepo(): Promise<MonorepoAnalysisResult> {
    console.log('🔍 Starting comprehensive monorepo analysis...');
    
    const startTime = Date.now();
    const results: MonorepoAnalysisResult = {
      summary: {
        totalProjects: 0,
        analysisTime: 0,
        issuesFound: 0,
        teamsAffected: new Set()
      },
      projectResults: new Map(),
      crossProjectIssues: [],
      securityFindings: [],
      performanceIssues: [],
      complianceStatus: new Map()
    };
    
    // Get all projects to analyze
    const projects = await this.discoverProjects();
    results.summary.totalProjects = projects.length;
    
    console.log(`📦 Found ${projects.length} projects to analyze`);
    
    // Parallel analysis of projects
    const analysisPromises = projects.map(project => 
      this.analyzeProject(project).catch(error => ({
        project,
        error: error.message,
        success: false
      }))
    );
    
    const analysisResults = await Promise.all(analysisPromises);
    
    // Process results
    for (const result of analysisResults) {
      if (result.success) {
        results.projectResults.set(result.project.name, result);
        results.summary.issuesFound += result.issues.length;
        
        // Track affected teams
        const team = this.getProjectTeam(result.project.name);
        if (team) {
          results.summary.teamsAffected.add(team);
        }
        
        // Categorize issues
        for (const issue of result.issues) {
          if (issue.type === 'security') {
            results.securityFindings.push({
              project: result.project.name,
              issue: issue
            });
          }
          if (issue.type === 'performance') {
            results.performanceIssues.push({
              project: result.project.name,
              issue: issue
            });
          }
        }
      }
    }
    
    // Analyze cross-project dependencies
    results.crossProjectIssues = await this.analyzeCrossProjectDependencies(projects);
    
    // Check compliance status
    results.complianceStatus = await this.checkComplianceStatus(projects);
    
    results.summary.analysisTime = Date.now() - startTime;
    
    console.log(`✅ Monorepo analysis completed in ${results.summary.analysisTime}ms`);
    
    return results;
  }
  
  async analyzeProject(project: ProjectInfo): Promise<ProjectAnalysisResult> {
    console.log(`📊 Analyzing ${project.name}...`);
    
    try {
      const framework = this.getProjectFramework(project.name);
      const team = this.getProjectTeam(project.name);
      const criticality = this.getProjectCriticality(project.name);
      
      // Run Fluorite analysis
      const analysis = await this.fluorite.analyzeProject(project.path, framework);
      
      // Team-specific rules
      const teamRules = this.getTeamRules(team);
      
      // Compliance checks
      const complianceIssues = await this.checkProjectCompliance(project, team);
      
      return {
        project,
        team,
        framework,
        criticality,
        analysis,
        issues: [
          ...analysis.issues,
          ...complianceIssues
        ],
        teamRulesApplied: teamRules,
        success: true
      };
      
    } catch (error) {
      console.error(`❌ Failed to analyze ${project.name}:`, error);
      return {
        project,
        error: error.message,
        success: false
      };
    }
  }
  
  async analyzeCrossProjectDependencies(projects: ProjectInfo[]): Promise<CrossProjectIssue[]> {
    console.log('🔗 Analyzing cross-project dependencies...');
    
    const issues: CrossProjectIssue[] = [];
    const dependencyGraph = await this.buildDependencyGraph(projects);
    
    // Check for circular dependencies
    const circularDeps = this.findCircularDependencies(dependencyGraph);
    for (const cycle of circularDeps) {
      issues.push({
        type: 'circular-dependency',
        severity: 'error',
        description: `Circular dependency detected: ${cycle.join(' → ')}`,
        affectedProjects: cycle,
        resolution: 'Refactor to remove circular dependency'
      });
    }
    
    // Check for version mismatches
    const versionMismatches = await this.findVersionMismatches(projects);
    for (const mismatch of versionMismatches) {
      issues.push({
        type: 'version-mismatch',
        severity: 'warning',
        description: `Version mismatch for ${mismatch.package}: ${mismatch.versions.join(', ')}`,
        affectedProjects: mismatch.projects,
        resolution: 'Align to single version across monorepo'
      });
    }
    
    // Check for unnecessary dependencies
    const unnecessaryDeps = await this.findUnnecessaryDependencies(projects);
    for (const dep of unnecessaryDeps) {
      issues.push({
        type: 'unnecessary-dependency',
        severity: 'info',
        description: `Unnecessary dependency ${dep.package} in ${dep.project}`,
        affectedProjects: [dep.project],
        resolution: 'Remove unused dependency'
      });
    }
    
    return issues;
  }
  
  async checkComplianceStatus(projects: ProjectInfo[]): Promise<Map<string, ComplianceStatus>> {
    const complianceMap = new Map<string, ComplianceStatus>();
    
    for (const project of projects) {
      const team = this.getProjectTeam(project.name);
      const teamConfig = this.teamMapping.teams[team];
      
      if (teamConfig?.compliance) {
        const status: ComplianceStatus = {
          required: teamConfig.compliance,
          status: new Map(),
          lastChecked: new Date(),
          issues: []
        };
        
        for (const standard of teamConfig.compliance) {
          const compliance = await this.checkSpecificCompliance(project, standard);
          status.status.set(standard, compliance);
          
          if (!compliance.compliant) {
            status.issues.push(...compliance.issues);
          }
        }
        
        complianceMap.set(project.name, status);
      }
    }
    
    return complianceMap;
  }
  
  async generateMonorepoReport(results: MonorepoAnalysisResult): Promise<string> {
    const report = `
# 📊 Monorepo Analysis Report

**Generated**: ${new Date().toISOString()}  
**Analysis Time**: ${results.summary.analysisTime}ms  
**Projects Analyzed**: ${results.summary.totalProjects}  
**Issues Found**: ${results.summary.issuesFound}  
**Teams Affected**: ${results.summary.teamsAffected.size}

## 🎯 Executive Summary

### Quality Metrics
${this.generateQualityMetrics(results)}

### Security Status
${this.generateSecuritySummary(results)}

### Performance Overview
${this.generatePerformanceSummary(results)}

## 📈 Project Breakdown

${this.generateProjectBreakdown(results)}

## 🔗 Cross-Project Analysis

${this.generateCrossProjectSummary(results)}

## 🛡️ Compliance Status

${this.generateComplianceSummary(results)}

## 📋 Recommendations

${this.generateRecommendations(results)}

---
*Generated by Fluorite MCP Monorepo Analyzer*
    `;
    
    return report;
  }
  
  // Helper methods
  private async discoverProjects(): Promise<ProjectInfo[]> {
    const projects: ProjectInfo[] = [];
    
    // Discover from monorepo structure
    const structure = this.config.monorepo.structure;
    
    for (const [category, items] of Object.entries(structure)) {
      if (typeof items === 'object') {
        for (const [name, config] of Object.entries(items)) {
          const projectPath = path.join(category, name);
          if (fs.existsSync(projectPath)) {
            projects.push({
              name,
              path: projectPath,
              category,
              config
            });
          }
        }
      }
    }
    
    return projects;
  }
  
  private getProjectTeam(projectName: string): string {
    const structure = this.config.monorepo.structure;
    
    for (const [category, items] of Object.entries(structure)) {
      if (typeof items === 'object' && items[projectName]) {
        return items[projectName].team;
      }
    }
    
    return 'unknown';
  }
  
  private getProjectFramework(projectName: string): string {
    const structure = this.config.monorepo.structure;
    
    for (const [category, items] of Object.entries(structure)) {
      if (typeof items === 'object' && items[projectName]) {
        return items[projectName].framework || 'auto-detect';
      }
    }
    
    return 'auto-detect';
  }
  
  private getProjectCriticality(projectName: string): string {
    const structure = this.config.monorepo.structure;
    
    for (const [category, items] of Object.entries(structure)) {
      if (typeof items === 'object' && items[projectName]) {
        return items[projectName].criticality || 'medium';
      }
    }
    
    return 'medium';
  }
  
  private getTeamRules(team: string): string[] {
    const teamConfig = this.teamMapping.teams[team];
    if (!teamConfig) return [];
    
    const rules: string[] = [];
    
    // Add framework-specific rules
    for (const framework of teamConfig.frameworks) {
      rules.push(`${framework}-best-practices`);
    }
    
    // Add focus-specific rules
    for (const focus of teamConfig.focus) {
      rules.push(`${focus}-standards`);
    }
    
    // Add compliance rules
    if (teamConfig.compliance) {
      for (const compliance of teamConfig.compliance) {
        rules.push(`${compliance}-compliance`);
      }
    }
    
    return rules;
  }
  
  private loadConfig(filePath: string): any {
    try {
      const content = fs.readFileSync(filePath, 'utf8');
      // In real implementation, use yaml parser
      return JSON.parse(content);
    } catch (error) {
      console.error(`Failed to load config ${filePath}:`, error);
      return {};
    }
  }
  
  // Additional helper methods would be implemented here...
}

// Usage
async function runMonorepoAnalysis() {
  const analyzer = new MonorepoAnalyzer();
  await analyzer.initialize();
  
  const results = await analyzer.analyzeFullMonorepo();
  const report = await analyzer.generateMonorepoReport(results);
  
  fs.writeFileSync('monorepo-analysis-report.md', report);
  console.log('📄 Report generated: monorepo-analysis-report.md');
}

// Types
interface ProjectInfo {
  name: string;
  path: string;
  category: string;
  config: any;
}

interface MonorepoAnalysisResult {
  summary: {
    totalProjects: number;
    analysisTime: number;
    issuesFound: number;
    teamsAffected: Set<string>;
  };
  projectResults: Map<string, any>;
  crossProjectIssues: CrossProjectIssue[];
  securityFindings: any[];
  performanceIssues: any[];
  complianceStatus: Map<string, ComplianceStatus>;
}

interface CrossProjectIssue {
  type: string;
  severity: string;
  description: string;
  affectedProjects: string[];
  resolution: string;
}

interface ComplianceStatus {
  required: string[];
  status: Map<string, any>;
  lastChecked: Date;
  issues: any[];
}

interface ProjectAnalysisResult {
  project: ProjectInfo;
  team?: string;
  framework?: string;
  criticality?: string;
  analysis?: any;
  issues?: any[];
  teamRulesApplied?: string[];
  success: boolean;
  error?: string;
}

// Run analysis
if (require.main === module) {
  runMonorepoAnalysis().catch(console.error);
}

Daily Monorepo Workflow:

# Morning team sync
npm run fluorite:daily-report
# Generates overnight analysis summary for team leads

# Pre-commit validation
npm run fluorite:validate-changes
# Only analyzes changed projects

# Weekly architecture review
npm run fluorite:architecture-review
# Deep analysis of cross-project dependencies

# Monthly compliance audit
npm run fluorite:compliance-audit
# Full compliance status across all teams

Results after 1 year:

• ✅ 95% reduction in cross-team integration issues
• ✅ 60% faster onboarding for new developers
• ✅ 100% compliance audit success rate
• ✅ 80% reduction in production bugs from integration issues

---

Cross-Team Collaboration

Multi-Vendor Development

Scenario: Large enterprise project with 3 external vendor teams plus internal team, building integrated platform.

Vendor Team Structure

Internal Team (Company Corp):

• 15 developers
• Frameworks: Next.js, PostgreSQL, Kubernetes
• Owns: Core platform, authentication, user management

Vendor A (TechSolutions Inc):

• 10 developers
• Frameworks: React, FastAPI, MongoDB
• Owns: Analytics dashboard, reporting system

Vendor B (DevPartners LLC):

• 8 developers
• Frameworks: Vue.js, Java Spring Boot, MySQL
• Owns: E-commerce module, payment processing

Vendor C (CodeCrafters Co):

• 5 developers
• Frameworks: React Native, Node.js, Redis
• Owns: Mobile app, real-time notifications

Cross-Vendor Configuration

# .fluorite/multi-vendor-config.yml
collaboration:
  name: "Enterprise Integration Platform"
  vendors:
    internal:
      name: "Company Corp Internal Team"
      contact: "internal-dev@company.com"
      frameworks: ["nextjs", "postgresql", "kubernetes"]
      modules: ["core-platform", "authentication", "user-management"]
      quality_gate: "strict"
      
    vendor-a:
      name: "TechSolutions Inc"  
      contact: "dev-team@techsolutions.com"
      frameworks: ["react", "fastapi", "mongodb"]
      modules: ["analytics", "reporting"]
      quality_gate: "standard"
      
    vendor-b:
      name: "DevPartners LLC"
      contact: "development@devpartners.com"
      frameworks: ["vue", "spring-boot", "mysql"]
      modules: ["ecommerce", "payments"]
      quality_gate: "strict"  # Payment processing requires strict
      
    vendor-c:
      name: "CodeCrafters Co"
      contact: "team@codecrafters.co"
      frameworks: ["react-native", "nodejs", "redis"]
      modules: ["mobile-app", "notifications"]
      quality_gate: "standard"

integration_standards:
  api_contracts:
    format: "openapi-3.0"
    validation: "required"
    versioning: "semantic"
    
  authentication:
    method: "jwt"
    provider: "internal-auth-service"
    scopes: "defined-per-module"
    
  data_formats:
    dates: "iso-8601"
    currency: "iso-4217"
    localization: "i18n-standard"
    
  security:
    https: "required"
    cors: "configured"
    rate_limiting: "per-vendor"
    audit_logging: "required"

communication:
  daily_standups: true
  weekly_integration_review: true
  monthly_architecture_review: true
  
  channels:
    slack: "#vendor-integration"
    email: "integration-team@company.com"
    documentation: "confluence.company.com/vendors"

quality_gates:
  global:
    api_compatibility: "required"
    security_scan: "required"
    integration_tests: "required"
    
  per_vendor:
    internal:
      error_threshold: 0
      coverage_threshold: 90
    vendor-a:
      error_threshold: 1
      coverage_threshold: 80
    vendor-b:
      error_threshold: 0  # Payments critical
      coverage_threshold: 95
    vendor-c:
      error_threshold: 2
      coverage_threshold: 75

Shared API Contract Validation

// tools/api-contract-validator.ts
import { FluoriteIntegration } from '../lib/fluorite-integration';
import { OpenAPIValidator } from 'openapi-validator';

export class VendorIntegrationValidator {
  private fluorite: FluoriteIntegration;
  private apiSpecs: Map<string, any> = new Map();
  
  constructor() {
    this.fluorite = new FluoriteIntegration();
  }
  
  async initialize() {
    await this.fluorite.initialize();
    await this.loadApiSpecs();
  }
  
  async validateCrossVendorIntegration(): Promise<IntegrationValidationResult> {
    console.log('🔗 Validating cross-vendor integration...');
    
    const results: IntegrationValidationResult = {
      apiCompatibility: new Map(),
      securityCompliance: new Map(),
      dataFormatAlignment: new Map(),
      authenticationFlow: { valid: false, issues: [] },
      overallStatus: 'unknown'
    };
    
    // Validate API contracts between vendors
    await this.validateApiContracts(results);
    
    // Check security compliance
    await this.validateSecurityStandards(results);
    
    // Validate data format consistency
    await this.validateDataFormats(results);
    
    // Check authentication flow
    await this.validateAuthFlow(results);
    
    // Determine overall status
    results.overallStatus = this.calculateOverallStatus(results);
    
    return results;
  }
  
  private async validateApiContracts(results: IntegrationValidationResult) {
    const vendors = ['internal', 'vendor-a', 'vendor-b', 'vendor-c'];
    
    for (let i = 0; i < vendors.length; i++) {
      for (let j = i + 1; j < vendors.length; j++) {
        const vendorA = vendors[i];
        const vendorB = vendors[j];
        
        const compatibility = await this.checkApiCompatibility(vendorA, vendorB);
        results.apiCompatibility.set(`${vendorA}-${vendorB}`, compatibility);
      }
    }
  }
  
  private async checkApiCompatibility(vendorA: string, vendorB: string): Promise<CompatibilityResult> {
    const specA = this.apiSpecs.get(vendorA);
    const specB = this.apiSpecs.get(vendorB);
    
    if (!specA || !specB) {
      return {
        compatible: false,
        issues: [`Missing API spec for ${!specA ? vendorA : vendorB}`],
        score: 0
      };
    }
    
    const issues: string[] = [];
    let score = 100;
    
    // Check endpoint compatibility
    const endpointIssues = this.validateEndpoints(specA, specB);
    issues.push(...endpointIssues);
    score -= endpointIssues.length * 10;
    
    // Check data model compatibility  
    const dataModelIssues = this.validateDataModels(specA, specB);
    issues.push(...dataModelIssues);
    score -= dataModelIssues.length * 15;
    
    // Check authentication compatibility
    const authIssues = this.validateAuthMethods(specA, specB);
    issues.push(...authIssues);
    score -= authIssues.length * 20;
    
    return {
      compatible: score >= 80,
      issues,
      score: Math.max(0, score)
    };
  }
  
  async generateIntegrationReport(results: IntegrationValidationResult): Promise<string> {
    const report = `
# 🔗 Cross-Vendor Integration Report

**Generated**: ${new Date().toISOString()}  
**Overall Status**: ${this.getStatusEmoji(results.overallStatus)} ${results.overallStatus.toUpperCase()}

## 📊 API Compatibility Matrix

${this.generateCompatibilityMatrix(results.apiCompatibility)}

## 🛡️ Security Compliance

${this.generateSecurityMatrix(results.securityCompliance)}

## 📋 Data Format Alignment

${this.generateDataFormatMatrix(results.dataFormatAlignment)}

## 🔐 Authentication Flow

**Status**: ${results.authenticationFlow.valid ? '✅ Valid' : '❌ Invalid'}

${results.authenticationFlow.issues.length > 0 ? '**Issues:**\n' + results.authenticationFlow.issues.map(issue => `- ${issue}`).join('\n') : ''}

## 🎯 Action Items

${this.generateActionItems(results)}

## 📈 Integration Health Score

${this.calculateHealthScore(results)}%

---
*Generated by Fluorite MCP Vendor Integration Validator*
    `;
    
    return report;
  }
  
  // Daily vendor coordination workflow
  async runDailyCoordination(): Promise<void> {
    console.log('🌅 Running daily vendor coordination...');
    
    // 1. Validate all vendor changes from last 24 hours
    const recentChanges = await this.getRecentChanges();
    
    for (const change of recentChanges) {
      console.log(`📊 Analyzing changes from ${change.vendor}...`);
      
      // Run vendor-specific analysis
      const analysis = await this.fluorite.analyzeProject(
        change.path, 
        change.framework
      );
      
      // Check for breaking changes
      const breakingChanges = await this.detectBreakingChanges(change, analysis);
      
      if (breakingChanges.length > 0) {
        await this.notifyAffectedVendors(change.vendor, breakingChanges);
      }
    }
    
    // 2. Run integration tests
    const integrationResults = await this.runCrossVendorTests();
    
    // 3. Generate daily status report
    const statusReport = await this.generateDailyStatusReport();
    
    // 4. Send to all teams
    await this.sendDailyReport(statusReport);
  }
  
  private async detectBreakingChanges(change: VendorChange, analysis: any): Promise<BreakingChange[]> {
    const breakingChanges: BreakingChange[] = [];
    
    // API breaking changes
    if (change.affectedFiles.some(file => file.includes('api/') || file.includes('routes/'))) {
      const apiChanges = await this.analyzeApiChanges(change);
      breakingChanges.push(...apiChanges);
    }
    
    // Data model changes
    if (change.affectedFiles.some(file => file.includes('models/') || file.includes('schemas/'))) {
      const modelChanges = await this.analyzeDataModelChanges(change);
      breakingChanges.push(...modelChanges);
    }
    
    // Authentication changes
    if (change.affectedFiles.some(file => file.includes('auth/') || file.includes('security/'))) {
      const authChanges = await this.analyzeAuthChanges(change);
      breakingChanges.push(...authChanges);
    }
    
    return breakingChanges;
  }
  
  private async notifyAffectedVendors(sourceVendor: string, changes: BreakingChange[]): Promise<void> {
    const affectedVendors = this.getAffectedVendors(changes);
    
    for (const vendor of affectedVendors) {
      const notification = {
        from: sourceVendor,
        to: vendor,
        changes: changes.filter(c => c.affectedVendors.includes(vendor)),
        timestamp: new Date(),
        urgency: this.calculateUrgency(changes)
      };
      
      await this.sendVendorNotification(notification);
    }
  }
}

// Usage in vendor coordination
async function runVendorCoordination() {
  const validator = new VendorIntegrationValidator();
  await validator.initialize();
  
  // Run daily coordination
  await validator.runDailyCoordination();
  
  // Run weekly integration validation
  const results = await validator.validateCrossVendorIntegration();
  const report = await validator.generateIntegrationReport(results);
  
  console.log('📄 Integration report generated');
  console.log(report);
}

// Types
interface IntegrationValidationResult {
  apiCompatibility: Map<string, CompatibilityResult>;
  securityCompliance: Map<string, ComplianceResult>;
  dataFormatAlignment: Map<string, AlignmentResult>;
  authenticationFlow: AuthFlowResult;
  overallStatus: 'healthy' | 'warning' | 'critical' | 'unknown';
}

interface CompatibilityResult {
  compatible: boolean;
  issues: string[];
  score: number;
}

interface VendorChange {
  vendor: string;
  path: string;
  framework: string;
  affectedFiles: string[];
  timestamp: Date;
}

interface BreakingChange {
  type: 'api' | 'data-model' | 'authentication' | 'security';
  description: string;
  affectedVendors: string[];
  severity: 'low' | 'medium' | 'high' | 'critical';
  migrationRequired: boolean;
}

Weekly Integration Review

#!/bin/bash
# scripts/weekly-vendor-review.sh

echo "📅 Weekly Vendor Integration Review"
echo "=================================="

# Run comprehensive validation
node tools/vendor-integration-validator.js

# Generate vendor performance metrics
echo "📊 Vendor Performance Metrics:"
echo "Internal Team: $(fluorite-mcp --catalog-stats | grep 'Quality Score')"
echo "Vendor A: $(curl -s https://vendor-a-metrics.api/quality)"
echo "Vendor B: $(curl -s https://vendor-b-metrics.api/quality)"  
echo "Vendor C: $(curl -s https://vendor-c-metrics.api/quality)"

# Check integration test results
echo "🧪 Integration Test Results:"
npm run test:integration:vendor-a
npm run test:integration:vendor-b
npm run test:integration:vendor-c

# Generate action items
echo "📋 Action Items Generated:"
node tools/generate-vendor-action-items.js

# Send summary to all teams
echo "📧 Sending summary to all vendor teams..."
node tools/send-weekly-summary.js

Results after 6 months:

• ✅ 90% reduction in integration issues
• ✅ 50% faster cross-vendor feature development
• ✅ 95% API compatibility maintained
• ✅ Zero production outages from vendor integration

---

Production Deployment Scenarios

Blue-Green Deployment with Validation

Scenario: High-traffic e-commerce platform requiring zero-downtime deployments with comprehensive validation.

Production Deployment Pipeline

# .github/workflows/production-deployment.yml
name: Production Blue-Green Deployment

on:
  push:
    branches: [main]
    tags: ['v*']

env:
  FLUORITE_LOG_LEVEL: info
  DEPLOYMENT_TIMEOUT: 1800  # 30 minutes
  HEALTH_CHECK_TIMEOUT: 300 # 5 minutes

jobs:
  pre-deployment-validation:
    runs-on: ubuntu-latest
    outputs:
      deployment-strategy: ${{ steps.strategy.outputs.strategy }}
      validation-passed: ${{ steps.validation.outputs.passed }}
    steps:
      - name: Checkout
        uses: actions/checkout@v4
        
      - name: Install Fluorite MCP
        run: npm install -g fluorite-mcp
        
      - name: Production Readiness Check
        id: validation
        run: |
          echo "🔍 Running production readiness validation..."
          
          # Comprehensive static analysis
          fluorite-mcp --static-analysis \
            --project-path . \
            --framework auto-detect \
            --strict-mode true \
            --predict-errors true \
            --focus security,performance \
            --max-issues 0
            
          # Security scan
          fluorite-mcp --static-analysis \
            --security-scan high \
            --compliance-check true \
            --vulnerability-threshold critical
            
          # Performance validation
          fluorite-mcp --static-analysis \
            --focus performance \
            --analyze-bundle-size \
            --performance-budget-check
            
          echo "passed=true" >> $GITHUB_OUTPUT
          
      - name: Determine Deployment Strategy
        id: strategy
        run: |
          if [[ "${{ github.ref }}" == refs/tags/* ]]; then
            echo "strategy=blue-green" >> $GITHUB_OUTPUT
          else
            echo "strategy=canary" >> $GITHUB_OUTPUT
          fi

  build-production:
    runs-on: ubuntu-latest
    needs: pre-deployment-validation
    if: needs.pre-deployment-validation.outputs.validation-passed == 'true'
    steps:
      - name: Checkout
        uses: actions/checkout@v4
        
      - name: Setup Node.js
        uses: actions/setup-node@v4
        with:
          node-version: '20'
          cache: 'npm'
          
      - name: Install Dependencies
        run: npm ci --only=production
        
      - name: Build Application
        run: |
          export NODE_ENV=production
          npm run build
          
      - name: Build Optimization Analysis
        run: |
          fluorite-mcp --static-analysis \
            --focus performance \
            --analyze-bundle-size \
            --output-format json > build-analysis.json
            
      - name: Validate Build
        run: |
          # Check bundle size limits
          BUNDLE_SIZE=$(cat build-analysis.json | jq '.bundleSize.total')
          MAX_SIZE=5000000  # 5MB limit
          
          if [ "$BUNDLE_SIZE" -gt "$MAX_SIZE" ]; then
            echo "❌ Bundle size exceeds limit: ${BUNDLE_SIZE} > ${MAX_SIZE}"
            exit 1
          fi
          
          echo "✅ Bundle size within limits: ${BUNDLE_SIZE}"
          
      - name: Build Docker Image
        run: |
          docker build \
            --tag production-app:${{ github.sha }} \
            --tag production-app:latest \
            --build-arg NODE_ENV=production \
            .
            
      - name: Container Security Scan
        run: |
          # Scan container for vulnerabilities
          docker run --rm -v /var/run/docker.sock:/var/run/docker.sock \
            aquasec/trivy image production-app:${{ github.sha }}

  deploy-blue-green:
    runs-on: ubuntu-latest
    needs: [pre-deployment-validation, build-production]
    if: needs.pre-deployment-validation.outputs.deployment-strategy == 'blue-green'
    environment: production
    steps:
      - name: Determine Current Environment
        id: current
        run: |
          CURRENT=$(kubectl get service production-service -o jsonpath='{.spec.selector.version}')
          if [ "$CURRENT" = "blue" ]; then
            echo "current=blue" >> $GITHUB_OUTPUT
            echo "target=green" >> $GITHUB_OUTPUT
          else
            echo "current=green" >> $GITHUB_OUTPUT
            echo "target=blue" >> $GITHUB_OUTPUT
          fi
          
      - name: Deploy to Target Environment
        run: |
          echo "🚀 Deploying to ${{ steps.current.outputs.target }} environment..."
          
          # Update deployment with new image
          kubectl set image deployment/production-${{ steps.current.outputs.target }} \
            app=production-app:${{ github.sha }}
            
          # Wait for rollout
          kubectl rollout status deployment/production-${{ steps.current.outputs.target }} \
            --timeout=${{ env.DEPLOYMENT_TIMEOUT }}s
            
      - name: Health Check Target Environment
        run: |
          echo "🏥 Running health checks on ${{ steps.current.outputs.target }}..."
          
          TARGET_URL="https://${{ steps.current.outputs.target }}.internal.company.com"
          
          # Basic health check
          for i in {1..30}; do
            if curl -f "$TARGET_URL/health"; then
              echo "✅ Health check passed"
              break
            fi
            echo "⏳ Health check attempt $i/30..."
            sleep 10
          done
          
      - name: Comprehensive Validation
        run: |
          echo "🧪 Running comprehensive validation..."
          
          TARGET_URL="https://${{ steps.current.outputs.target }}.internal.company.com"
          
          # Generate validation tests
          fluorite-mcp --auto-spike \
            --task "Generate health check and smoke tests for production deployment" \
            --constraints '{"environment": "production", "target_url": "'$TARGET_URL'"}'
            
          # Run smoke tests
          npm run test:smoke -- --url="$TARGET_URL"
          
          # Performance validation
          npm run test:performance -- --url="$TARGET_URL"
          
          # Security validation
          npm run test:security -- --url="$TARGET_URL"
          
      - name: Switch Traffic
        if: success()
        run: |
          echo "🔄 Switching traffic to ${{ steps.current.outputs.target }}..."
          
          # Update service selector
          kubectl patch service production-service -p \
            '{"spec":{"selector":{"version":"${{ steps.current.outputs.target }}"}}}'
            
          echo "✅ Traffic switched successfully"
          
      - name: Monitor New Environment
        run: |
          echo "📊 Monitoring new environment for 5 minutes..."
          
          for i in {1..30}; do
            # Check error rate
            ERROR_RATE=$(curl -s "https://monitoring.company.com/api/error-rate" | jq '.current')
            
            if (( $(echo "$ERROR_RATE > 0.01" | bc -l) )); then
              echo "❌ High error rate detected: $ERROR_RATE"
              echo "🔄 Rolling back deployment..."
              
              # Rollback
              kubectl patch service production-service -p \
                '{"spec":{"selector":{"version":"${{ steps.current.outputs.current }}"}}}'
                
              exit 1
            fi
            
            echo "✅ Error rate normal: $ERROR_RATE"
            sleep 10
          done
          
      - name: Cleanup Old Environment
        if: success()
        run: |
          echo "🧹 Cleaning up ${{ steps.current.outputs.current }} environment..."
          
          # Scale down old deployment
          kubectl scale deployment/production-${{ steps.current.outputs.current }} --replicas=1
          
          # Keep for quick rollback if needed
          echo "✅ Old environment scaled down but preserved for rollback"

  post-deployment:
    runs-on: ubuntu-latest
    needs: [deploy-blue-green]
    if: always() && needs.deploy-blue-green.result == 'success'
    steps:
      - name: Post-Deployment Validation
        run: |
          echo "🔍 Running post-deployment validation..."
          
          # Wait for metrics to stabilize
          sleep 60
          
          # Check key metrics
          RESPONSE_TIME=$(curl -s "https://monitoring.company.com/api/response-time" | jq '.p95')
          THROUGHPUT=$(curl -s "https://monitoring.company.com/api/throughput" | jq '.current')
          ERROR_RATE=$(curl -s "https://monitoring.company.com/api/error-rate" | jq '.current')
          
          echo "📊 Deployment Metrics:"
          echo "Response Time (p95): ${RESPONSE_TIME}ms"
          echo "Throughput: ${THROUGHPUT} req/s"  
          echo "Error Rate: ${ERROR_RATE}%"
          
          # Validate metrics are within acceptable ranges
          if (( $(echo "$RESPONSE_TIME > 500" | bc -l) )); then
            echo "⚠️ High response time detected"
          fi
          
          if (( $(echo "$ERROR_RATE > 0.01" | bc -l) )); then
            echo "⚠️ Elevated error rate detected"
          fi
          
      - name: Update Monitoring Dashboards
        run: |
          # Generate monitoring dashboard for new deployment
          fluorite-mcp --auto-spike \
            --task "Generate Grafana dashboard for production monitoring" \
            --constraints '{"version": "${{ github.sha }}", "environment": "production"}'
            
      - name: Generate Deployment Report
        run: |
          cat > deployment-report.md << EOF
          # 🚀 Production Deployment Report
          
          **Deployment ID**: ${{ github.sha }}
          **Timestamp**: $(date -u +"%Y-%m-%dT%H:%M:%SZ")
          **Strategy**: Blue-Green
          **Status**: ✅ Success
          
          ## Metrics
          - **Response Time (p95)**: ${RESPONSE_TIME}ms
          - **Throughput**: ${THROUGHPUT} req/s
          - **Error Rate**: ${ERROR_RATE}%
          
          ## Changes Deployed
          $(git log --oneline ${{ github.event.before }}..${{ github.sha }})
          
          ## Health Status
          ✅ All health checks passed
          ✅ Performance within SLA
          ✅ Security validation passed
          
          EOF
          
      - name: Notify Teams
        run: |
          curl -X POST -H 'Content-type: application/json' \
            --data '{"text":"🚀 Production deployment completed successfully!\n\n**Version**: `${{ github.sha }}`\n**Strategy**: Blue-Green\n**Response Time**: '$RESPONSE_TIME'ms\n**Error Rate**: '$ERROR_RATE'%\n\n✅ All metrics within SLA"}' \
            ${{ secrets.SLACK_WEBHOOK_URL }}

Production Monitoring Integration

// tools/production-monitor.ts
import { FluoriteIntegration } from '../lib/fluorite-integration';
import { PrometheusMetrics } from '../lib/prometheus-metrics';

export class ProductionMonitor {
  private fluorite: FluoriteIntegration;
  private metrics: PrometheusMetrics;
  
  constructor() {
    this.fluorite = new FluoriteIntegration();
    this.metrics = new PrometheusMetrics();
  }
  
  async initialize() {
    await this.fluorite.initialize();
    await this.metrics.initialize();
  }
  
  async startContinuousMonitoring(): Promise<void> {
    console.log('📊 Starting continuous production monitoring...');
    
    // Monitor every 30 seconds
    setInterval(async () => {
      try {
        await this.runHealthCheck();
        await this.checkPerformanceMetrics();
        await this.validateSecurityStatus();
        await this.checkErrorRates();
      } catch (error) {
        console.error('Monitor check failed:', error);
        await this.handleMonitoringFailure(error);
      }
    }, 30000);
    
    // Deep analysis every 5 minutes
    setInterval(async () => {
      await this.runDeepAnalysis();
    }, 300000);
    
    // Generate daily report
    setInterval(async () => {
      await this.generateDailyReport();
    }, 86400000); // 24 hours
  }
  
  private async runHealthCheck(): Promise<void> {
    const endpoints = [
      'https://api.company.com/health',
      'https://app.company.com/api/health',
      'https://admin.company.com/health'
    ];
    
    for (const endpoint of endpoints) {
      try {
        const response = await fetch(endpoint);
        const health = await response.json();
        
        this.metrics.recordHealthCheck(endpoint, health.status === 'healthy');
        
        if (health.status !== 'healthy') {
          await this.alertUnhealthyEndpoint(endpoint, health);
        }
      } catch (error) {
        this.metrics.recordHealthCheck(endpoint, false);
        await this.alertEndpointDown(endpoint, error);
      }
    }
  }
  
  private async checkPerformanceMetrics(): Promise<void> {
    const metrics = await this.metrics.getCurrentMetrics();
    
    // Check response time
    if (metrics.responseTime.p95 > 500) {
      await this.alertSlowResponse(metrics.responseTime);
    }
    
    // Check error rate
    if (metrics.errorRate > 0.01) { // 1%
      await this.alertHighErrorRate(metrics.errorRate);
    }
    
    // Check throughput
    if (metrics.throughput < 100) {
      await this.alertLowThroughput(metrics.throughput);
    }
  }
  
  private async runDeepAnalysis(): Promise<void> {
    console.log('🔍 Running deep production analysis...');
    
    try {
      // Analyze recent deployments
      const recentDeployments = await this.getRecentDeployments();
      
      for (const deployment of recentDeployments) {
        const analysis = await this.fluorite.analyzeProject(
          deployment.path,
          deployment.framework
        );
        
        // Check for performance regressions
        const regressions = await this.detectPerformanceRegressions(deployment, analysis);
        
        if (regressions.length > 0) {
          await this.alertPerformanceRegression(deployment, regressions);
        }
        
        // Check for new issues
        const newIssues = await this.detectNewIssues(deployment, analysis);
        
        if (newIssues.length > 0) {
          await this.alertNewIssues(deployment, newIssues);
        }
      }
      
    } catch (error) {
      console.error('Deep analysis failed:', error);
    }
  }
  
  private async generateDailyReport(): Promise<void> {
    console.log('📄 Generating daily production report...');
    
    const report = await this.compileDailyMetrics();
    
    // Send to operations team
    await this.sendDailyReport(report);
    
    // Store for historical analysis
    await this.storeDailyReport(report);
  }
  
  private async alertUnhealthyEndpoint(endpoint: string, health: any): Promise<void> {
    const alert = {
      level: 'warning',
      title: 'Unhealthy Endpoint Detected',
      message: `Endpoint ${endpoint} reported unhealthy status`,
      details: health,
      timestamp: new Date(),
      runbook: 'https://docs.company.com/runbooks/unhealthy-endpoint'
    };
    
    await this.sendAlert(alert);
  }
  
  private async alertSlowResponse(responseTime: any): Promise<void> {
    const alert = {
      level: 'warning',
      title: 'Slow Response Time',
      message: `P95 response time is ${responseTime.p95}ms (threshold: 500ms)`,
      details: responseTime,
      timestamp: new Date(),
      runbook: 'https://docs.company.com/runbooks/slow-response'
    };
    
    await this.sendAlert(alert);
  }
  
  private async sendAlert(alert: any): Promise<void> {
    // Send to monitoring system
    await fetch('https://monitoring.company.com/api/alerts', {
      method: 'POST',
      headers: { 'Content-Type': 'application/json' },
      body: JSON.stringify(alert)
    });
    
    // Send to Slack if critical
    if (alert.level === 'critical') {
      await fetch(process.env.SLACK_WEBHOOK_URL!, {
        method: 'POST',
        headers: { 'Content-Type': 'application/json' },
        body: JSON.stringify({
          text: `🚨 ${alert.title}: ${alert.message}`
        })
      });
    }
  }
}

// Start monitoring
if (require.main === module) {
  const monitor = new ProductionMonitor();
  monitor.initialize().then(() => {
    monitor.startContinuousMonitoring();
    console.log('✅ Production monitoring started');
  });
}

Results after production deployment:

• ✅ Zero-downtime deployment achieved
• ✅ All performance metrics within SLA
• ✅ Comprehensive monitoring and alerting active
• ✅ Automated rollback capability validated

---

Troubleshooting Real-World Issues

Memory Leak in Production

Scenario: Production Node.js application experiencing gradual memory increase leading to out-of-memory crashes.

Issue Detection and Analysis

// tools/memory-leak-analyzer.ts
import { FluoriteIntegration } from '../lib/fluorite-integration';
import { execSync } from 'child_process';
import * as fs from 'fs';

export class MemoryLeakAnalyzer {
  private fluorite: FluoriteIntegration;
  
  constructor() {
    this.fluorite = new FluoriteIntegration();
  }
  
  async initialize() {
    await this.fluorite.initialize();
  }
  
  async investigateMemoryLeak(): Promise<MemoryLeakReport> {
    console.log('🔍 Investigating memory leak...');
    
    const report: MemoryLeakReport = {
      timestamp: new Date(),
      memoryTrend: await this.analyzeMemoryTrend(),
      staticAnalysis: await this.runStaticAnalysis(),
      codePatterns: await this.detectLeakyPatterns(),
      heapSnapshot: await this.analyzeHeapSnapshot(),
      recommendations: []
    };
    
    // Generate recommendations based on findings
    report.recommendations = await this.generateRecommendations(report);
    
    return report;
  }
  
  private async analyzeMemoryTrend(): Promise<MemoryTrend> {
    console.log('📈 Analyzing memory trend...');
    
    // Get memory metrics from the last 24 hours
    const metrics = await this.getMemoryMetrics();
    
    const trend: MemoryTrend = {
      samples: metrics,
      growthRate: this.calculateGrowthRate(metrics),
      pattern: this.identifyPattern(metrics),
      predictedCrash: this.predictCrashTime(metrics)
    };
    
    return trend;
  }
  
  private async runStaticAnalysis(): Promise<StaticAnalysisResult> {
    console.log('🔬 Running static analysis for memory issues...');
    
    // Run Fluorite analysis with memory focus
    const analysis = await this.fluorite.analyzeProject('.', 'nodejs');
    
    // Filter for memory-related issues
    const memoryIssues = analysis.issues.filter(issue => 
      issue.message.includes('memory') ||
      issue.message.includes('leak') ||
      issue.message.includes('closure') ||
      issue.message.includes('circular reference')
    );
    
    return {
      totalIssues: analysis.issues.length,
      memoryRelatedIssues: memoryIssues.length,
      issues: memoryIssues,
      severity: this.calculateSeverity(memoryIssues)
    };
  }
  
  private async detectLeakyPatterns(): Promise<LeakyPattern[]> {
    console.log('🕵️ Detecting common memory leak patterns...');
    
    const patterns: LeakyPattern[] = [];
    
    // Pattern 1: Event listeners not removed
    const eventListenerIssues = await this.findEventListenerLeaks();
    patterns.push(...eventListenerIssues);
    
    // Pattern 2: Timers not cleared
    const timerIssues = await this.findTimerLeaks();
    patterns.push(...timerIssues);
    
    // Pattern 3: Circular references
    const circularRefIssues = await this.findCircularReferences();
    patterns.push(...circularRefIssues);
    
    // Pattern 4: Large object accumulation
    const objectAccumulation = await this.findObjectAccumulation();
    patterns.push(...objectAccumulation);
    
    return patterns;
  }
  
  private async findEventListenerLeaks(): Promise<LeakyPattern[]> {
    const patterns: LeakyPattern[] = [];
    
    // Use Fluorite to find event listener patterns
    const result = await this.fluorite.validateCode(`
      // Check for addEventListener without removeEventListener
      const addEventPattern = /addEventListener\\s*\\(/g;
      const removeEventPattern = /removeEventListener\\s*\\(/g;
    `, 'javascript');
    
    // Analyze code for event listener patterns
    const files = await this.getJavaScriptFiles();
    
    for (const file of files) {
      const content = fs.readFileSync(file, 'utf8');
      
      const addEvents = (content.match(/addEventListener/g) || []).length;
      const removeEvents = (content.match(/removeEventListener/g) || []).length;
      
      if (addEvents > removeEvents) {
        patterns.push({
          type: 'event-listener-leak',
          file,
          description: `Potential event listener leak: ${addEvents} addEventListener vs ${removeEvents} removeEventListener`,
          severity: 'medium',
          lineNumber: this.findLineNumber(content, 'addEventListener'),
          suggestedFix: 'Add corresponding removeEventListener calls'
        });
      }
    }
    
    return patterns;
  }
  
  private async findTimerLeaks(): Promise<LeakyPattern[]> {
    const patterns: LeakyPattern[] = [];
    
    const files = await this.getJavaScriptFiles();
    
    for (const file of files) {
      const content = fs.readFileSync(file, 'utf8');
      
      const setIntervals = (content.match(/setInterval/g) || []).length;
      const clearIntervals = (content.match(/clearInterval/g) || []).length;
      
      const setTimeouts = (content.match(/setTimeout/g) || []).length;
      const clearTimeouts = (content.match(/clearTimeout/g) || []).length;
      
      if (setIntervals > clearIntervals) {
        patterns.push({
          type: 'timer-leak',
          file,
          description: `Potential timer leak: ${setIntervals} setInterval vs ${clearIntervals} clearInterval`,
          severity: 'high',
          lineNumber: this.findLineNumber(content, 'setInterval'),
          suggestedFix: 'Add corresponding clearInterval calls'
        });
      }
      
      if (setTimeouts > clearTimeouts) {
        patterns.push({
          type: 'timer-leak',
          file,
          description: `Potential timer leak: ${setTimeouts} setTimeout vs ${clearTimeouts} clearTimeout`,
          severity: 'medium',
          lineNumber: this.findLineNumber(content, 'setTimeout'),
          suggestedFix: 'Add corresponding clearTimeout calls'
        });
      }
    }
    
    return patterns;
  }
  
  private async analyzeHeapSnapshot(): Promise<HeapAnalysis> {
    console.log('🧠 Analyzing heap snapshot...');
    
    try {
      // Generate heap snapshot
      const snapshotPath = this.generateHeapSnapshot();
      
      // Analyze the snapshot
      const analysis = await this.parseHeapSnapshot(snapshotPath);
      
      return analysis;
    } catch (error) {
      console.error('Heap snapshot analysis failed:', error);
      return {
        totalSize: 0,
        objectCounts: new Map(),
        retainerTrees: [],
        suspiciousObjects: []
      };
    }
  }
  
  private generateHeapSnapshot(): string {
    const snapshotPath = `/tmp/heap-${Date.now()}.heapsnapshot`;
    
    // Use Node.js built-in heapdump
    execSync(`node -e "
      const v8 = require('v8');
      const fs = require('fs');
      const snapshot = v8.writeHeapSnapshot('${snapshotPath}');
      console.log('Heap snapshot written to ${snapshotPath}');
    "`);
    
    return snapshotPath;
  }
  
  private async generateRecommendations(report: MemoryLeakReport): Promise<string[]> {
    const recommendations: string[] = [];
    
    // Based on static analysis
    if (report.staticAnalysis.memoryRelatedIssues > 0) {
      recommendations.push('Address memory-related issues found in static analysis');
    }
    
    // Based on patterns
    const eventListenerLeaks = report.codePatterns.filter(p => p.type === 'event-listener-leak');
    if (eventListenerLeaks.length > 0) {
      recommendations.push(`Fix ${eventListenerLeaks.length} potential event listener leaks`);
    }
    
    const timerLeaks = report.codePatterns.filter(p => p.type === 'timer-leak');
    if (timerLeaks.length > 0) {
      recommendations.push(`Fix ${timerLeaks.length} potential timer leaks`);
    }
    
    // Based on memory trend
    if (report.memoryTrend.growthRate > 10) { // 10MB/hour
      recommendations.push('Investigate high memory growth rate');
    }
    
    // Based on heap analysis
    if (report.heapSnapshot.suspiciousObjects.length > 0) {
      recommendations.push('Investigate suspicious objects in heap snapshot');
    }
    
    return recommendations;
  }
  
  async generateMemoryLeakReport(report: MemoryLeakReport): Promise<string> {
    const reportContent = `
# 🧠 Memory Leak Investigation Report

**Generated**: ${report.timestamp.toISOString()}
**Status**: ${this.determineStatus(report)}

## 📈 Memory Trend Analysis

**Growth Rate**: ${report.memoryTrend.growthRate.toFixed(2)} MB/hour
**Pattern**: ${report.memoryTrend.pattern}
**Predicted Crash**: ${report.memoryTrend.predictedCrash?.toISOString() || 'Unknown'}

## 🔬 Static Analysis Results

**Total Issues**: ${report.staticAnalysis.totalIssues}
**Memory-Related Issues**: ${report.staticAnalysis.memoryRelatedIssues}
**Severity**: ${report.staticAnalysis.severity}

### Issues Found:
${report.staticAnalysis.issues.map(issue => `- **${issue.severity.toUpperCase()}**: ${issue.message}`).join('\n')}

## 🕵️ Leak Pattern Detection

**Patterns Found**: ${report.codePatterns.length}

${report.codePatterns.map(pattern => `
### ${pattern.type}
- **File**: ${pattern.file}
- **Line**: ${pattern.lineNumber}
- **Description**: ${pattern.description}
- **Severity**: ${pattern.severity}
- **Fix**: ${pattern.suggestedFix}
`).join('\n')}

## 🧠 Heap Analysis

**Total Heap Size**: ${(report.heapSnapshot.totalSize / 1024 / 1024).toFixed(2)} MB
**Suspicious Objects**: ${report.heapSnapshot.suspiciousObjects.length}

## 🎯 Recommendations

${report.recommendations.map(rec => `- ${rec}`).join('\n')}

## 🛠️ Next Steps

1. **Immediate**: Fix high-severity timer and event listener leaks
2. **Short-term**: Address all identified patterns
3. **Long-term**: Implement memory monitoring and alerts

---
*Generated by Fluorite MCP Memory Leak Analyzer*
    `;
    
    return reportContent;
  }
  
  // Helper methods
  private async getJavaScriptFiles(): Promise<string[]> {
    const files: string[] = [];
    
    // Find all JS/TS files
    const findCommand = 'find . -type f \\( -name "*.js" -o -name "*.ts" \\) ! -path "./node_modules/*"';
    const output = execSync(findCommand, { encoding: 'utf8' });
    
    return output.trim().split('\n').filter(file => file.length > 0);
  }
  
  private findLineNumber(content: string, pattern: string): number {
    const lines = content.split('\n');
    for (let i = 0; i < lines.length; i++) {
      if (lines[i].includes(pattern)) {
        return i + 1;
      }
    }
    return 0;
  }
  
  private calculateGrowthRate(metrics: MemoryMetric[]): number {
    if (metrics.length < 2) return 0;
    
    const first = metrics[0];
    const last = metrics[metrics.length - 1];
    
    const timeDiff = (last.timestamp.getTime() - first.timestamp.getTime()) / (1000 * 60 * 60); // hours
    const memoryDiff = (last.memoryUsage - first.memoryUsage) / (1024 * 1024); // MB
    
    return memoryDiff / timeDiff;
  }
}

// Usage
async function investigateMemoryLeak() {
  const analyzer = new MemoryLeakAnalyzer();
  await analyzer.initialize();
  
  const report = await analyzer.investigateMemoryLeak();
  const reportContent = await analyzer.generateMemoryLeakReport(report);
  
  fs.writeFileSync('memory-leak-report.md', reportContent);
  console.log('📄 Memory leak report generated: memory-leak-report.md');
  
  // Print immediate recommendations
  console.log('\n🎯 Immediate Recommendations:');
  report.recommendations.forEach(rec => console.log(`- ${rec}`));
}

// Types
interface MemoryLeakReport {
  timestamp: Date;
  memoryTrend: MemoryTrend;
  staticAnalysis: StaticAnalysisResult;
  codePatterns: LeakyPattern[];
  heapSnapshot: HeapAnalysis;
  recommendations: string[];
}

interface MemoryTrend {
  samples: MemoryMetric[];
  growthRate: number;
  pattern: string;
  predictedCrash?: Date;
}

interface LeakyPattern {
  type: string;
  file: string;
  description: string;
  severity: string;
  lineNumber: number;
  suggestedFix: string;
}

interface MemoryMetric {
  timestamp: Date;
  memoryUsage: number;
  processId: number;
}

if (require.main === module) {
  investigateMemoryLeak().catch(console.error);
}

Resolution Process:

1. Immediate Action: Scale up instances to handle load
2. Investigation: Run memory leak analyzer
3. Fix Implementation: Address identified patterns
4. Verification: Deploy fixes and monitor
5. Prevention: Add memory monitoring alerts

Results:

• ✅ Memory leak root cause identified within 2 hours
• ✅ Fix deployed reducing memory growth by 95%
• ✅ Monitoring alerts prevent future occurrences
• ✅ No production downtime during investigation

---

This comprehensive use cases and examples documentation provides practical, real-world scenarios that teams can directly implement and adapt to their specific needs. Each scenario includes detailed configurations, code examples, and measurable outcomes to demonstrate the value of Fluorite MCP integration.