# F5 Status MCP Server - Architecture Design
## System Overview
The F5 Status MCP Server is a Model Context Protocol (MCP) server that provides programmatic access to F5 Cloud service status information from https://www.f5cloudstatus.com.
### Design Goals
1. **Reliability**: Robust data fetching with fallback mechanisms
2. **Performance**: Efficient caching and minimal API calls
3. **Simplicity**: Clean interfaces following MCP standards
4. **Maintainability**: Modular design with clear separation of concerns
5. **Extensibility**: Easy to add new tools and data sources
## High-Level Architecture
```
┌─────────────────────────────────────────────────────────────────┐
│ MCP Client (Claude Desktop) │
└────────────────────┬────────────────────────────────────────────┘
│ MCP Protocol (stdio)
│
┌────────────────────┴────────────────────────────────────────────┐
│ F5 Status MCP Server │
│ ┌──────────────────────────────────────────────────────────┐ │
│ │ MCP Server Layer │ │
│ │ - Tool Registration │ │
│ │ - Request Handling │ │
│ │ - Response Formatting │ │
│ └──────────────────┬───────────────────────────────────────┘ │
│ │ │
│ ┌──────────────────┴───────────────────────────────────────┐ │
│ │ Business Logic Layer │ │
│ │ ┌────────────┐ ┌────────────┐ ┌─────────────────┐ │ │
│ │ │ Status │ │ Component │ │ Incident │ │ │
│ │ │ Service │ │ Service │ │ Service │ │ │
│ │ └────────────┘ └────────────┘ └─────────────────┘ │ │
│ └──────────────────┬───────────────────────────────────────┘ │
│ │ │
│ ┌──────────────────┴───────────────────────────────────────┐ │
│ │ Data Access Layer │ │
│ │ ┌──────────────────────┐ ┌──────────────────────────┐ │ │
│ │ │ API Client │ │ Web Scraper │ │ │
│ │ │ (Primary) │ │ (Fallback) │ │ │
│ │ └──────────────────────┘ └──────────────────────────┘ │ │
│ └──────────────────┬───────────────────────────────────────┘ │
│ │ │
│ ┌──────────────────┴───────────────────────────────────────┐ │
│ │ Caching Layer │ │
│ │ - In-Memory Cache with TTL │ │
│ │ - Configurable Expiry Times │ │
│ └───────────────────────────────────────────────────────────┘ │
└────────────────────┬────────────────────────────────────────────┘
│
│ HTTPS
│
┌────────────────────┴────────────────────────────────────────────┐
│ F5 Cloud Status Website │
│ - Statuspage API (https://www.f5cloudstatus.com/api/v2/) │
│ - HTML Frontend (https://www.f5cloudstatus.com/) │
└──────────────────────────────────────────────────────────────────┘
```
## Component Architecture
### 1. MCP Server Layer
**Responsibility**: Handle MCP protocol communication
**Components**:
- `MCPServer`: Main server instance
- `ToolRegistry`: Register and manage available tools
- `RequestHandler`: Process incoming MCP requests
- `ResponseFormatter`: Format responses according to MCP spec
**Key Files**:
```
src/server/
├── index.ts # Server entry point
├── tool-registry.ts # Tool registration and discovery
├── request-handler.ts # MCP request processing
└── response-formatter.ts # Response formatting utilities
```
**Interface**:
```typescript
interface MCPServerConfig {
name: string;
version: string;
capabilities: {
tools: boolean;
resources?: boolean;
prompts?: boolean;
};
}
class MCPServer {
constructor(config: MCPServerConfig);
registerTools(tools: Tool[]): void;
start(): Promise<void>;
stop(): Promise<void>;
}
```
### 2. Business Logic Layer
**Responsibility**: Implement core business functionality
#### 2.1 StatusService
**Purpose**: Overall system status operations
**Operations**:
- `getOverallStatus()`: Fetch current overall status
- `getSystemIndicator()`: Get status indicator level
**File**: `src/services/status-service.ts`
```typescript
interface OverallStatus {
status: StatusLevel;
indicator: IndicatorLevel;
description: string;
updated_at: string;
}
type StatusLevel = "operational" | "degraded" | "partial_outage" | "major_outage";
type IndicatorLevel = "none" | "minor" | "major" | "critical";
class StatusService {
constructor(
private dataAccess: DataAccessLayer,
private cache: CacheService
) {}
async getOverallStatus(): Promise<OverallStatus>;
}
```
#### 2.2 ComponentService
**Purpose**: Component-level status operations
**Operations**:
- `listComponents(filters?)`: List all or filtered components
- `getComponent(id)`: Get specific component details
- `getComponentUptime(id, range?)`: Get uptime statistics
**File**: `src/services/component-service.ts`
```typescript
interface Component {
id: string;
name: string;
status: string;
group: string;
uptime?: string;
description?: string;
updated_at: string;
}
interface ComponentFilters {
category?: string;
status?: string;
includeUptime?: boolean;
}
class ComponentService {
constructor(
private dataAccess: DataAccessLayer,
private cache: CacheService
) {}
async listComponents(filters?: ComponentFilters): Promise<Component[]>;
async getComponent(id: string): Promise<Component>;
async getComponentUptime(id: string, range?: number): Promise<UptimeData>;
}
```
#### 2.3 IncidentService
**Purpose**: Incident and maintenance operations
**Operations**:
- `listIncidents(options?)`: List recent incidents
- `getIncident(id)`: Get specific incident details
- `getScheduledMaintenance(upcoming?)`: Get maintenance windows
**File**: `src/services/incident-service.ts`
```typescript
interface Incident {
id: string;
name: string;
status: string;
impact: string;
created_at: string;
updated_at: string;
shortlink: string;
updates: IncidentUpdate[];
}
interface IncidentUpdate {
status: string;
body: string;
created_at: string;
}
interface IncidentOptions {
limit?: number;
status?: string;
daysBack?: number;
}
class IncidentService {
constructor(
private dataAccess: DataAccessLayer,
private cache: CacheService
) {}
async listIncidents(options?: IncidentOptions): Promise<Incident[]>;
async getIncident(id: string): Promise<Incident>;
async getScheduledMaintenance(upcoming?: boolean): Promise<Maintenance[]>;
}
```
### 3. Data Access Layer
**Responsibility**: Fetch data from external sources
#### 3.1 API Client (Primary)
**Purpose**: Interact with Statuspage API
**File**: `src/data-access/api-client.ts`
```typescript
interface APIClientConfig {
baseUrl: string;
timeout: number;
retryAttempts: number;
retryDelay: number;
}
class APIClient {
constructor(config: APIClientConfig);
async fetchStatus(): Promise<RawStatusData>;
async fetchComponents(): Promise<RawComponent[]>;
async fetchIncidents(): Promise<RawIncident[]>;
async fetchScheduledMaintenance(): Promise<RawMaintenance[]>;
async fetchSummary(): Promise<RawSummary>;
private async request<T>(endpoint: string): Promise<T>;
private async retry<T>(fn: () => Promise<T>, attempts: number): Promise<T>;
}
```
#### 3.2 Web Scraper (Fallback)
**Purpose**: Extract data from HTML when API unavailable
**File**: `src/data-access/web-scraper.ts`
```typescript
interface ScraperConfig {
baseUrl: string;
timeout: number;
headless: boolean;
}
class WebScraper {
constructor(config: ScraperConfig);
async scrapeStatus(): Promise<RawStatusData>;
async scrapeComponents(): Promise<RawComponent[]>;
async scrapeIncidents(): Promise<RawIncident[]>;
private async launchBrowser(): Promise<Browser>;
private async extractData(page: Page, selectors: Selectors): Promise<any>;
}
```
#### 3.3 Data Access Facade
**Purpose**: Abstract data source selection
**File**: `src/data-access/index.ts`
```typescript
class DataAccessLayer {
constructor(
private apiClient: APIClient,
private webScraper: WebScraper,
private preferAPI: boolean = true
) {}
async fetchStatus(): Promise<RawStatusData> {
try {
if (this.preferAPI) {
return await this.apiClient.fetchStatus();
}
} catch (error) {
console.warn('API failed, falling back to scraper');
}
return await this.webScraper.scrapeStatus();
}
// Similar methods for other data types
}
```
### 4. Caching Layer
**Responsibility**: Reduce external API calls and improve performance
**File**: `src/cache/cache-service.ts`
```typescript
interface CacheConfig {
ttl: {
status: number; // 30 seconds
components: number; // 60 seconds
incidents: number; // 120 seconds
maintenance: number; // 300 seconds
};
}
interface CacheEntry<T> {
data: T;
expiry: number;
}
class CacheService {
private cache = new Map<string, CacheEntry<any>>();
constructor(private config: CacheConfig) {}
async get<T>(
key: string,
ttl: number,
fetcher: () => Promise<T>
): Promise<T> {
const cached = this.cache.get(key);
if (cached && cached.expiry > Date.now()) {
return cached.data;
}
const data = await fetcher();
this.cache.set(key, {
data,
expiry: Date.now() + ttl
});
return data;
}
invalidate(key: string): void {
this.cache.delete(key);
}
clear(): void {
this.cache.clear();
}
}
```
## MCP Tools Implementation
### Tool Definitions
```typescript
// src/tools/index.ts
export const tools: Tool[] = [
{
name: "f5-status-get-overall",
description: "Get overall F5 Cloud service status",
inputSchema: {
type: "object",
properties: {},
required: []
}
},
{
name: "f5-status-list-components",
description: "List all F5 Cloud service components with status",
inputSchema: {
type: "object",
properties: {
category: {
type: "string",
description: "Filter by category (e.g., 'Services', 'North America PoPs')"
},
status: {
type: "string",
description: "Filter by status (e.g., 'Operational', 'Degraded')"
},
includeUptime: {
type: "boolean",
description: "Include uptime percentage data"
}
}
}
},
{
name: "f5-status-get-component",
description: "Get detailed status for a specific component",
inputSchema: {
type: "object",
properties: {
componentId: {
type: "string",
description: "Component ID or name"
}
},
required: ["componentId"]
}
},
{
name: "f5-status-list-incidents",
description: "List recent service incidents",
inputSchema: {
type: "object",
properties: {
limit: {
type: "number",
description: "Maximum number of incidents to return (default: 10)"
},
status: {
type: "string",
description: "Filter by status (Investigating, Identified, Monitoring, Resolved)"
},
daysBack: {
type: "number",
description: "How many days to look back (default: 14)"
}
}
}
},
{
name: "f5-status-get-scheduled-maintenance",
description: "Get upcoming scheduled maintenance windows",
inputSchema: {
type: "object",
properties: {
upcoming: {
type: "boolean",
description: "Only return future maintenance (default: true)"
}
}
}
},
{
name: "f5-status-get-uptime",
description: "Get uptime statistics for components",
inputSchema: {
type: "object",
properties: {
componentId: {
type: "string",
description: "Specific component ID (optional, returns overall if not specified)"
},
range: {
type: "number",
description: "Days to include in uptime calculation (default: 60)"
}
}
}
}
];
```
### Tool Handler Implementation
```typescript
// src/tools/handler.ts
export class ToolHandler {
constructor(
private statusService: StatusService,
private componentService: ComponentService,
private incidentService: IncidentService
) {}
async handleTool(name: string, args: any): Promise<any> {
switch (name) {
case "f5-status-get-overall":
return await this.statusService.getOverallStatus();
case "f5-status-list-components":
return await this.componentService.listComponents(args);
case "f5-status-get-component":
return await this.componentService.getComponent(args.componentId);
case "f5-status-list-incidents":
return await this.incidentService.listIncidents(args);
case "f5-status-get-scheduled-maintenance":
return await this.incidentService.getScheduledMaintenance(args.upcoming);
case "f5-status-get-uptime":
return await this.componentService.getComponentUptime(
args.componentId,
args.range
);
default:
throw new Error(`Unknown tool: ${name}`);
}
}
}
```
## Directory Structure
```
f5cloudstatus-mcp/
├── src/
│ ├── server/
│ │ ├── index.ts # Server entry point
│ │ ├── tool-registry.ts # Tool registration
│ │ ├── request-handler.ts # Request processing
│ │ └── response-formatter.ts # Response formatting
│ │
│ ├── services/
│ │ ├── status-service.ts # Overall status logic
│ │ ├── component-service.ts # Component operations
│ │ └── incident-service.ts # Incident/maintenance logic
│ │
│ ├── data-access/
│ │ ├── index.ts # Data access facade
│ │ ├── api-client.ts # Statuspage API client
│ │ └── web-scraper.ts # Web scraping fallback
│ │
│ ├── cache/
│ │ └── cache-service.ts # Caching implementation
│ │
│ ├── tools/
│ │ ├── index.ts # Tool definitions
│ │ └── handler.ts # Tool execution logic
│ │
│ ├── types/
│ │ ├── mcp.ts # MCP protocol types
│ │ ├── domain.ts # Domain model types
│ │ └── api.ts # API response types
│ │
│ └── utils/
│ ├── logger.ts # Logging utilities
│ ├── errors.ts # Error handling
│ └── config.ts # Configuration management
│
├── tests/
│ ├── unit/ # Unit tests
│ ├── integration/ # Integration tests
│ └── fixtures/ # Test fixtures
│
├── docs/
│ ├── ANALYSIS.md # Initial analysis
│ ├── ARCHITECTURE.md # This document
│ └── API.md # API documentation
│
├── package.json
├── tsconfig.json
├── .env.example
└── README.md
```
## Data Flow
### Example: Get Overall Status
```
1. MCP Client sends request:
{
"method": "tools/call",
"params": {
"name": "f5-status-get-overall"
}
}
2. MCP Server → RequestHandler
- Validates request
- Routes to ToolHandler
3. ToolHandler → StatusService
- Calls getOverallStatus()
4. StatusService → CacheService
- Check cache for 'overall-status'
5a. Cache HIT:
- Return cached data
- Skip to step 8
5b. Cache MISS:
- Continue to step 6
6. StatusService → DataAccessLayer
- Call fetchStatus()
7. DataAccessLayer:
7a. Try APIClient.fetchStatus()
7b. If fails, fallback to WebScraper.scrapeStatus()
8. Data flows back:
DataAccessLayer → StatusService → ToolHandler → ResponseFormatter
9. ResponseFormatter → MCP Client:
{
"content": [
{
"type": "text",
"text": JSON.stringify({
status: "operational",
indicator: "none",
description: "All Systems Operational",
updated_at: "2025-10-08T16:30:00Z"
})
}
]
}
```
## Error Handling Strategy
### Error Types
```typescript
// src/utils/errors.ts
export class F5StatusError extends Error {
constructor(
message: string,
public code: string,
public statusCode?: number
) {
super(message);
this.name = 'F5StatusError';
}
}
export class APIError extends F5StatusError {
constructor(message: string, statusCode: number) {
super(message, 'API_ERROR', statusCode);
}
}
export class ScraperError extends F5StatusError {
constructor(message: string) {
super(message, 'SCRAPER_ERROR');
}
}
export class CacheError extends F5StatusError {
constructor(message: string) {
super(message, 'CACHE_ERROR');
}
}
export class ValidationError extends F5StatusError {
constructor(message: string) {
super(message, 'VALIDATION_ERROR');
}
}
```
### Error Handling Flow
```typescript
// src/server/request-handler.ts
async handleRequest(request: MCPRequest): Promise<MCPResponse> {
try {
const result = await this.toolHandler.handleTool(
request.params.name,
request.params.arguments
);
return {
content: [{
type: "text",
text: JSON.stringify(result, null, 2)
}]
};
} catch (error) {
if (error instanceof ValidationError) {
return {
content: [{
type: "text",
text: `Invalid request: ${error.message}`
}],
isError: true
};
}
if (error instanceof APIError || error instanceof ScraperError) {
return {
content: [{
type: "text",
text: `Service temporarily unavailable: ${error.message}`
}],
isError: true
};
}
// Unknown error
console.error('Unexpected error:', error);
return {
content: [{
type: "text",
text: "An unexpected error occurred"
}],
isError: true
};
}
}
```
## Configuration Management
```typescript
// src/utils/config.ts
export interface Config {
server: {
name: string;
version: string;
};
api: {
baseUrl: string;
timeout: number;
retryAttempts: number;
retryDelay: number;
};
scraper: {
baseUrl: string;
timeout: number;
headless: boolean;
};
cache: {
ttl: {
status: number;
components: number;
incidents: number;
maintenance: number;
};
};
logging: {
level: 'debug' | 'info' | 'warn' | 'error';
};
}
export const defaultConfig: Config = {
server: {
name: "f5-cloud-status",
version: "1.0.0"
},
api: {
baseUrl: "https://www.f5cloudstatus.com/api/v2",
timeout: 10000,
retryAttempts: 3,
retryDelay: 1000
},
scraper: {
baseUrl: "https://www.f5cloudstatus.com",
timeout: 30000,
headless: true
},
cache: {
ttl: {
status: 30000, // 30 seconds
components: 60000, // 60 seconds
incidents: 120000, // 2 minutes
maintenance: 300000 // 5 minutes
}
},
logging: {
level: 'info'
}
};
export function loadConfig(): Config {
// Load from environment variables or config file
return {
...defaultConfig,
// Override with env vars
};
}
```
## Logging Strategy
```typescript
// src/utils/logger.ts
export enum LogLevel {
DEBUG = 0,
INFO = 1,
WARN = 2,
ERROR = 3
}
export class Logger {
constructor(private level: LogLevel = LogLevel.INFO) {}
debug(message: string, meta?: any): void {
if (this.level <= LogLevel.DEBUG) {
console.log(`[DEBUG] ${new Date().toISOString()} - ${message}`, meta);
}
}
info(message: string, meta?: any): void {
if (this.level <= LogLevel.INFO) {
console.log(`[INFO] ${new Date().toISOString()} - ${message}`, meta);
}
}
warn(message: string, meta?: any): void {
if (this.level <= LogLevel.WARN) {
console.warn(`[WARN] ${new Date().toISOString()} - ${message}`, meta);
}
}
error(message: string, error?: Error, meta?: any): void {
if (this.level <= LogLevel.ERROR) {
console.error(`[ERROR] ${new Date().toISOString()} - ${message}`, {
error: error?.message,
stack: error?.stack,
...meta
});
}
}
}
```
## Performance Considerations
### 1. Caching Strategy
- **Aggressive caching**: Minimize external calls
- **TTL-based expiry**: Different TTLs for different data types
- **Cache warming**: Pre-populate on startup for critical data
### 2. Connection Pooling
```typescript
// Reuse HTTP connections
const agent = new https.Agent({
keepAlive: true,
maxSockets: 10
});
```
### 3. Parallel Requests
```typescript
// When fetching multiple components
async listComponents(): Promise<Component[]> {
const componentIds = await this.getComponentIds();
// Fetch all components in parallel
const components = await Promise.all(
componentIds.map(id => this.getComponent(id))
);
return components;
}
```
### 4. Request Batching
- Batch similar requests within time window
- Reduce redundant API calls
## Security Considerations
### 1. Input Validation
```typescript
function validateComponentId(id: string): void {
if (!id || typeof id !== 'string') {
throw new ValidationError('Component ID must be a non-empty string');
}
if (id.length > 100) {
throw new ValidationError('Component ID too long');
}
if (!/^[a-z0-9-_]+$/i.test(id)) {
throw new ValidationError('Component ID contains invalid characters');
}
}
```
### 2. Rate Limiting
```typescript
class RateLimiter {
private requests: number[] = [];
constructor(
private maxRequests: number,
private windowMs: number
) {}
async checkLimit(): Promise<void> {
const now = Date.now();
this.requests = this.requests.filter(time => time > now - this.windowMs);
if (this.requests.length >= this.maxRequests) {
const oldestRequest = this.requests[0];
const waitTime = oldestRequest + this.windowMs - now;
await new Promise(resolve => setTimeout(resolve, waitTime));
}
this.requests.push(now);
}
}
```
### 3. HTTPS Enforcement
- All external requests use HTTPS
- Validate SSL certificates
- No sensitive data transmission
## Testing Strategy
### 1. Unit Tests
```typescript
// tests/unit/services/status-service.test.ts
describe('StatusService', () => {
let service: StatusService;
let mockDataAccess: jest.Mocked<DataAccessLayer>;
let mockCache: jest.Mocked<CacheService>;
beforeEach(() => {
mockDataAccess = createMockDataAccess();
mockCache = createMockCache();
service = new StatusService(mockDataAccess, mockCache);
});
test('getOverallStatus returns cached data when available', async () => {
const cachedStatus = { status: 'operational' };
mockCache.get.mockResolvedValue(cachedStatus);
const result = await service.getOverallStatus();
expect(result).toEqual(cachedStatus);
expect(mockDataAccess.fetchStatus).not.toHaveBeenCalled();
});
test('getOverallStatus fetches fresh data on cache miss', async () => {
mockCache.get.mockImplementation(async (key, ttl, fetcher) => {
return await fetcher();
});
const freshStatus = { status: 'operational' };
mockDataAccess.fetchStatus.mockResolvedValue(freshStatus);
const result = await service.getOverallStatus();
expect(result).toEqual(freshStatus);
expect(mockDataAccess.fetchStatus).toHaveBeenCalled();
});
});
```
### 2. Integration Tests
```typescript
// tests/integration/api-client.test.ts
describe('APIClient Integration', () => {
let client: APIClient;
beforeEach(() => {
client = new APIClient({
baseUrl: 'https://www.f5cloudstatus.com/api/v2',
timeout: 10000,
retryAttempts: 2,
retryDelay: 100
});
});
test('fetchStatus retrieves real data', async () => {
const status = await client.fetchStatus();
expect(status).toHaveProperty('status');
expect(status.status).toHaveProperty('indicator');
});
test('handles API errors gracefully', async () => {
const badClient = new APIClient({
baseUrl: 'https://invalid.example.com/api/v2',
timeout: 1000,
retryAttempts: 1,
retryDelay: 100
});
await expect(badClient.fetchStatus()).rejects.toThrow(APIError);
});
});
```
### 3. E2E Tests
```typescript
// tests/e2e/mcp-server.test.ts
describe('MCP Server E2E', () => {
let server: MCPServer;
let client: MCPTestClient;
beforeAll(async () => {
server = new MCPServer(defaultConfig);
await server.start();
client = new MCPTestClient();
});
afterAll(async () => {
await server.stop();
});
test('complete workflow: list tools → call tool → get result', async () => {
// List available tools
const tools = await client.listTools();
expect(tools).toContainEqual(
expect.objectContaining({ name: 'f5-status-get-overall' })
);
// Call tool
const result = await client.callTool('f5-status-get-overall', {});
// Verify result
expect(result).toHaveProperty('status');
expect(['operational', 'degraded', 'partial_outage', 'major_outage'])
.toContain(result.status);
});
});
```
## Deployment Architecture
### Development Environment
```
Local Machine
├── MCP Server (stdio)
├── Claude Desktop (MCP client)
└── Test Data/Mocks
```
### Production Environment
```
User's Machine
├── Claude Desktop
│ └── MCP Server (stdio transport)
│ ├── Cache (in-memory)
│ └── HTTP Client
│ └── → F5 Cloud Status Website
```
### Configuration Files
```json
// Claude Desktop config.json
{
"mcpServers": {
"f5-cloud-status": {
"command": "node",
"args": [
"/path/to/f5cloudstatus-mcp/dist/index.js"
],
"env": {
"LOG_LEVEL": "info"
}
}
}
}
```
## Scalability Considerations
### Current Design (Single User)
- In-memory cache
- Stdio transport
- No persistent storage
### Future Enhancements (Multi-User)
- Redis cache for shared state
- HTTP/WebSocket transport
- Database for historical data
- Horizontal scaling capability
## Monitoring and Observability
### Metrics to Track
```typescript
interface Metrics {
requests: {
total: number;
byTool: Record<string, number>;
errors: number;
};
cache: {
hits: number;
misses: number;
hitRate: number;
};
dataAccess: {
apiCalls: number;
scraperCalls: number;
failures: number;
};
performance: {
avgResponseTime: number;
p95ResponseTime: number;
p99ResponseTime: number;
};
}
```
### Health Check
```typescript
async function healthCheck(): Promise<HealthStatus> {
const checks = await Promise.all([
checkAPIAvailability(),
checkCacheHealth(),
checkMemoryUsage()
]);
return {
status: checks.every(c => c.healthy) ? 'healthy' : 'degraded',
checks,
timestamp: new Date().toISOString()
};
}
```
## Migration Path
### Phase 1: MVP (Week 1-2)
- Implement core 3 tools
- API client only (no scraper)
- Basic in-memory cache
- Essential error handling
### Phase 2: Resilience (Week 3)
- Add web scraper fallback
- Implement retry logic
- Enhanced error handling
- Comprehensive logging
### Phase 3: Full Feature Set (Week 4)
- Implement remaining 3 tools
- Advanced caching strategies
- Performance optimization
- Complete test coverage
### Phase 4: Production Ready (Week 5+)
- Documentation
- Monitoring/metrics
- Security hardening
- User acceptance testing
## Conclusion
This architecture provides:
✅ **Modularity**: Clear separation of concerns
✅ **Reliability**: Fallback mechanisms and error handling
✅ **Performance**: Efficient caching and parallel operations
✅ **Maintainability**: Clean code structure and comprehensive tests
✅ **Extensibility**: Easy to add new tools and features
✅ **MCP Compliance**: Follows Model Context Protocol standards
The design balances simplicity for rapid development with robustness for production use.