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MCP Integration for AI Agents
Implement Model Context Protocol (MCP) to enable AI Agents to send messages and interact with the StateSet Commerce Network
MCP Integration for StateSet AI Agents
Overview
The Model Context Protocol (MCP) is an open standard that enables AI agents to seamlessly connect with external tools, services, and data sources. By integrating MCP into StateSet AI Agents, we enable them to send messages, interact with the StateSet Commerce Network, and perform complex operations across the blockchain ecosystem.
Table of Contents
- Introduction to MCP
- Architecture Overview
- MCP Server Implementation
- MCP Client Integration
- StateSet Commerce Network Integration
- Message Protocol
- Security Considerations
- Testing and Deployment
- Best Practices
Introduction to MCP
MCP provides a standardized way for AI agents to:
- Connect to external tools and services
- Send and receive messages across different systems
- Maintain context and state across interactions
- Execute blockchain transactions on the StateSet Commerce Network
Key Benefits
Standardized Communication
Unified protocol for all agent-to-network interactions
Tool Integration
Seamless connection to StateSet modules and services
Context Persistence
Maintain agent state across sessions and transactions
Architecture Overview
MCP Server Implementation
1. Create the StateSet MCP Server
// mcp-server/src/stateset-mcp-server.ts
import { Server } from '@modelcontextprotocol/sdk/server/index.js';
import { StdioServerTransport } from '@modelcontextprotocol/sdk/server/stdio.js';
import {
CallToolRequestSchema,
ListResourcesRequestSchema,
ListToolsRequestSchema,
ReadResourceRequestSchema
} from '@modelcontextprotocol/sdk/types.js';
import { StatesetClient } from 'stateset-node';
interface StateSetMCPConfig {
apiKey: string;
networkEndpoint: string;
chainId: string;
}
class StateSetMCPServer {
private server: Server;
private statesetClient: StatesetClient;
constructor(config: StateSetMCPConfig) {
this.server = new Server({
name: 'stateset-commerce-mcp',
version: '1.0.0',
}, {
capabilities: {
resources: {},
tools: {},
},
});
this.statesetClient = new StatesetClient({
apiKey: config.apiKey,
networkEndpoint: config.networkEndpoint,
chainId: config.chainId
});
this.setupHandlers();
}
private setupHandlers() {
// List available tools
this.server.setRequestHandler(ListToolsRequestSchema, async () => ({
tools: [
{
name: 'send_message',
description: 'Send a message through the StateSet Commerce Network',
inputSchema: {
type: 'object',
properties: {
recipient: { type: 'string', description: 'Recipient address or agent ID' },
message: { type: 'string', description: 'Message content' },
messageType: {
type: 'string',
enum: ['order', 'payment', 'inventory', 'general'],
description: 'Type of message'
},
metadata: { type: 'object', description: 'Additional message metadata' }
},
required: ['recipient', 'message', 'messageType']
}
},
{
name: 'create_order',
description: 'Create a new order on the StateSet Commerce Network',
inputSchema: {
type: 'object',
properties: {
customerId: { type: 'string' },
items: { type: 'array' },
totalAmount: { type: 'string' },
metadata: { type: 'object' }
},
required: ['customerId', 'items', 'totalAmount']
}
},
{
name: 'query_network_state',
description: 'Query the current state of the StateSet Commerce Network',
inputSchema: {
type: 'object',
properties: {
module: {
type: 'string',
enum: ['orders', 'payments', 'inventory', 'agents']
},
query: { type: 'object' }
},
required: ['module']
}
},
{
name: 'execute_transaction',
description: 'Execute a transaction on the StateSet Commerce Network',
inputSchema: {
type: 'object',
properties: {
module: { type: 'string' },
action: { type: 'string' },
params: { type: 'object' },
signer: { type: 'string' }
},
required: ['module', 'action', 'params']
}
}
]
}));
// Handle tool calls
this.server.setRequestHandler(CallToolRequestSchema, async (request) => {
switch (request.params.name) {
case 'send_message':
return await this.handleSendMessage(request.params.arguments);
case 'create_order':
return await this.handleCreateOrder(request.params.arguments);
case 'query_network_state':
return await this.handleQueryNetworkState(request.params.arguments);
case 'execute_transaction':
return await this.handleExecuteTransaction(request.params.arguments);
default:
throw new Error(`Unknown tool: ${request.params.name}`);
}
});
// List available resources
this.server.setRequestHandler(ListResourcesRequestSchema, async () => ({
resources: [
{
uri: 'stateset://network/status',
name: 'Network Status',
description: 'Current status of the StateSet Commerce Network',
mimeType: 'application/json'
},
{
uri: 'stateset://agents/directory',
name: 'Agent Directory',
description: 'List of registered AI agents on the network',
mimeType: 'application/json'
},
{
uri: 'stateset://modules/info',
name: 'Module Information',
description: 'Information about available network modules',
mimeType: 'application/json'
}
]
}));
// Handle resource reads
this.server.setRequestHandler(ReadResourceRequestSchema, async (request) => {
const { uri } = request.params;
switch (uri) {
case 'stateset://network/status':
return await this.getNetworkStatus();
case 'stateset://agents/directory':
return await this.getAgentDirectory();
case 'stateset://modules/info':
return await this.getModuleInfo();
default:
throw new Error(`Unknown resource: ${uri}`);
}
});
}
private async handleSendMessage(args: any) {
try {
// Create a message transaction on the StateSet Network
const message = {
typeUrl: '/stateset.core.message.MsgSendMessage',
value: {
sender: args.signer || 'ai-agent-default',
recipient: args.recipient,
content: args.message,
messageType: args.messageType,
metadata: JSON.stringify(args.metadata || {}),
timestamp: new Date().toISOString()
}
};
// Broadcast the message to the network
const result = await this.statesetClient.signAndBroadcast(
args.signer || 'ai-agent-default',
[message],
'auto'
);
return {
content: [{
type: 'text',
text: `Message sent successfully. Transaction hash: ${result.transactionHash}`
}],
metadata: {
transactionHash: result.transactionHash,
height: result.height,
gasUsed: result.gasUsed
}
};
} catch (error) {
return {
content: [{
type: 'text',
text: `Failed to send message: ${error.message}`
}],
isError: true
};
}
}
private async handleCreateOrder(args: any) {
try {
const order = await this.statesetClient.orders.create({
customerId: args.customerId,
items: args.items,
totalAmount: args.totalAmount,
status: 'CREATED',
metadata: args.metadata
});
return {
content: [{
type: 'text',
text: `Order created successfully. Order ID: ${order.id}`
}],
metadata: {
orderId: order.id,
status: order.status,
createdAt: order.createdAt
}
};
} catch (error) {
return {
content: [{
type: 'text',
text: `Failed to create order: ${error.message}`
}],
isError: true
};
}
}
private async handleQueryNetworkState(args: any) {
try {
let result;
switch (args.module) {
case 'orders':
result = await this.statesetClient.orders.list(args.query || {});
break;
case 'payments':
result = await this.statesetClient.payments.list(args.query || {});
break;
case 'inventory':
result = await this.statesetClient.inventory.list(args.query || {});
break;
case 'agents':
result = await this.statesetClient.agents.list(args.query || {});
break;
default:
throw new Error(`Unknown module: ${args.module}`);
}
return {
content: [{
type: 'text',
text: JSON.stringify(result, null, 2)
}],
metadata: {
module: args.module,
count: result.length || result.total
}
};
} catch (error) {
return {
content: [{
type: 'text',
text: `Query failed: ${error.message}`
}],
isError: true
};
}
}
private async handleExecuteTransaction(args: any) {
try {
const msg = {
typeUrl: `/stateset.core.${args.module}.${args.action}`,
value: args.params
};
const result = await this.statesetClient.signAndBroadcast(
args.signer || 'ai-agent-default',
[msg],
'auto'
);
return {
content: [{
type: 'text',
text: `Transaction executed successfully. Hash: ${result.transactionHash}`
}],
metadata: {
transactionHash: result.transactionHash,
height: result.height,
gasUsed: result.gasUsed,
code: result.code
}
};
} catch (error) {
return {
content: [{
type: 'text',
text: `Transaction failed: ${error.message}`
}],
isError: true
};
}
}
private async getNetworkStatus() {
const status = await this.statesetClient.getNetworkStatus();
return {
contents: [{
uri: 'stateset://network/status',
mimeType: 'application/json',
text: JSON.stringify(status, null, 2)
}]
};
}
private async getAgentDirectory() {
const agents = await this.statesetClient.agents.list({ limit: 100 });
return {
contents: [{
uri: 'stateset://agents/directory',
mimeType: 'application/json',
text: JSON.stringify(agents, null, 2)
}]
};
}
private async getModuleInfo() {
const modules = {
orders: {
description: 'Order management module',
actions: ['create', 'fulfill', 'cancel', 'return']
},
payments: {
description: 'Payment processing module',
actions: ['create', 'process', 'refund']
},
inventory: {
description: 'Inventory management module',
actions: ['update', 'reserve', 'release']
},
messages: {
description: 'Message passing module',
actions: ['send', 'broadcast', 'query']
}
};
return {
contents: [{
uri: 'stateset://modules/info',
mimeType: 'application/json',
text: JSON.stringify(modules, null, 2)
}]
};
}
async start() {
const transport = new StdioServerTransport();
await this.server.connect(transport);
console.error('StateSet MCP Server started');
}
}
// Start the server
const config: StateSetMCPConfig = {
apiKey: process.env.STATESET_API_KEY!,
networkEndpoint: process.env.STATESET_NETWORK_ENDPOINT || 'https://rpc.stateset.zone',
chainId: process.env.STATESET_CHAIN_ID || 'stateset-1'
};
const server = new StateSetMCPServer(config);
server.start().catch(console.error);
2. Package Configuration
// mcp-server/package.json
{
"name": "@stateset/mcp-server",
"version": "1.0.0",
"description": "MCP Server for StateSet Commerce Network",
"main": "dist/index.js",
"type": "module",
"scripts": {
"build": "tsc",
"start": "node dist/stateset-mcp-server.js",
"dev": "tsx src/stateset-mcp-server.ts"
},
"dependencies": {
"@modelcontextprotocol/sdk": "^0.5.0",
"stateset-node": "^1.0.0",
"@cosmjs/stargate": "^0.32.0",
"@cosmjs/proto-signing": "^0.32.0"
},
"devDependencies": {
"@types/node": "^20.0.0",
"typescript": "^5.0.0",
"tsx": "^4.0.0"
}
}
MCP Client Integration
Integrating MCP Client into AI Agents
// agents/mcp-client-integration.ts
import { Client } from '@modelcontextprotocol/sdk/client/index.js';
import { StdioClientTransport } from '@modelcontextprotocol/sdk/client/stdio.js';
import { Agent } from '../response-api-reference/framework';
interface MCPAgentConfig {
agentId: string;
mcpServerPath: string;
capabilities: string[];
}
export class MCPEnabledAgent extends Agent {
private mcpClient: Client;
private connected: boolean = false;
constructor(config: MCPAgentConfig) {
super(config);
this.mcpClient = new Client({
name: `agent-${config.agentId}`,
version: '1.0.0',
}, {
capabilities: {}
});
}
async connectToMCP() {
try {
const transport = new StdioClientTransport({
command: 'node',
args: [this.config.mcpServerPath]
});
await this.mcpClient.connect(transport);
this.connected = true;
// List available tools
const tools = await this.mcpClient.listTools();
console.log('Available MCP tools:', tools);
return true;
} catch (error) {
console.error('Failed to connect to MCP server:', error);
return false;
}
}
async sendNetworkMessage(
recipient: string,
message: string,
messageType: 'order' | 'payment' | 'inventory' | 'general',
metadata?: any
) {
if (!this.connected) {
throw new Error('MCP client not connected');
}
const result = await this.mcpClient.callTool('send_message', {
recipient,
message,
messageType,
metadata
});
return result;
}
async createOrder(orderData: {
customerId: string;
items: any[];
totalAmount: string;
metadata?: any;
}) {
if (!this.connected) {
throw new Error('MCP client not connected');
}
const result = await this.mcpClient.callTool('create_order', orderData);
return result;
}
async queryNetworkState(module: string, query?: any) {
if (!this.connected) {
throw new Error('MCP client not connected');
}
const result = await this.mcpClient.callTool('query_network_state', {
module,
query
});
return result;
}
async executeNetworkTransaction(
module: string,
action: string,
params: any,
signer?: string
) {
if (!this.connected) {
throw new Error('MCP client not connected');
}
const result = await this.mcpClient.callTool('execute_transaction', {
module,
action,
params,
signer
});
return result;
}
// Override the process method to include MCP capabilities
async process(input: string, context: any = {}) {
// Check if the input requires network interaction
if (this.requiresNetworkAction(input)) {
const action = await this.determineNetworkAction(input, context);
switch (action.type) {
case 'send_message':
return await this.sendNetworkMessage(
action.recipient,
action.message,
action.messageType,
action.metadata
);
case 'create_order':
return await this.createOrder(action.orderData);
case 'query_state':
return await this.queryNetworkState(action.module, action.query);
case 'execute_transaction':
return await this.executeNetworkTransaction(
action.module,
action.action,
action.params,
action.signer
);
}
}
// Fall back to standard agent processing
return await super.process(input, context);
}
private requiresNetworkAction(input: string): boolean {
const networkKeywords = [
'send', 'message', 'order', 'create', 'payment',
'inventory', 'network', 'blockchain', 'transaction'
];
return networkKeywords.some(keyword =>
input.toLowerCase().includes(keyword)
);
}
private async determineNetworkAction(input: string, context: any) {
// Use the agent's LLM to determine the appropriate network action
const prompt = `
Given the user input: "${input}"
And context: ${JSON.stringify(context)}
Determine if this requires a network action and return the appropriate action object.
Available actions:
1. send_message: { type: 'send_message', recipient, message, messageType, metadata }
2. create_order: { type: 'create_order', orderData: { customerId, items, totalAmount, metadata } }
3. query_state: { type: 'query_state', module, query }
4. execute_transaction: { type: 'execute_transaction', module, action, params, signer }
Return null if no network action is required.
`;
// This would use the agent's LLM to determine the action
// For now, we'll implement basic pattern matching
if (input.includes('send') && input.includes('message')) {
return {
type: 'send_message',
recipient: this.extractRecipient(input),
message: this.extractMessage(input),
messageType: 'general',
metadata: {}
};
}
if (input.includes('create') && input.includes('order')) {
return {
type: 'create_order',
orderData: this.extractOrderData(input, context)
};
}
// Add more pattern matching as needed
return null;
}
// Helper methods for extracting data from input
private extractRecipient(input: string): string {
// Implement logic to extract recipient from input
return 'default-recipient';
}
private extractMessage(input: string): string {
// Implement logic to extract message content
return input;
}
private extractOrderData(input: string, context: any): any {
// Implement logic to extract order data
return {
customerId: context.customerId || 'default-customer',
items: [],
totalAmount: '0',
metadata: {}
};
}
}
StateSet Commerce Network Integration
Message Module Implementation
// proto/stateset/message/v1/message.proto
syntax = "proto3";
package stateset.message.v1;
import "google/protobuf/timestamp.proto";
import "cosmos/base/v1beta1/coin.proto";
// Message represents a message sent through the StateSet network
message Message {
string id = 1;
string sender = 2;
string recipient = 3;
string content = 4;
string message_type = 5;
string metadata = 6; // JSON string
google.protobuf.Timestamp created_at = 7;
MessageStatus status = 8;
}
enum MessageStatus {
MESSAGE_STATUS_UNSPECIFIED = 0;
MESSAGE_STATUS_PENDING = 1;
MESSAGE_STATUS_DELIVERED = 2;
MESSAGE_STATUS_READ = 3;
MESSAGE_STATUS_FAILED = 4;
}
// MsgSendMessage defines a message for sending a message through the network
message MsgSendMessage {
string sender = 1;
string recipient = 2;
string content = 3;
string message_type = 4;
string metadata = 5;
}
message MsgSendMessageResponse {
string message_id = 1;
}
// Query service for messages
service Query {
rpc Message(QueryMessageRequest) returns (QueryMessageResponse);
rpc Messages(QueryMessagesRequest) returns (QueryMessagesResponse);
rpc MessagesByRecipient(QueryMessagesByRecipientRequest) returns (QueryMessagesByRecipientResponse);
}
message QueryMessageRequest {
string message_id = 1;
}
message QueryMessageResponse {
Message message = 1;
}
message QueryMessagesRequest {
cosmos.base.query.v1beta1.PageRequest pagination = 1;
}
message QueryMessagesResponse {
repeated Message messages = 1;
cosmos.base.query.v1beta1.PageResponse pagination = 2;
}
message QueryMessagesByRecipientRequest {
string recipient = 1;
cosmos.base.query.v1beta1.PageRequest pagination = 2;
}
message QueryMessagesByRecipientResponse {
repeated Message messages = 1;
cosmos.base.query.v1beta1.PageResponse pagination = 2;
}
// Msg service for message transactions
service Msg {
rpc SendMessage(MsgSendMessage) returns (MsgSendMessageResponse);
}
Message Protocol
Message Types and Formats
// types/message-protocol.ts
export enum MessageType {
ORDER = 'order',
PAYMENT = 'payment',
INVENTORY = 'inventory',
GENERAL = 'general',
SYSTEM = 'system',
AGENT_HANDOFF = 'agent_handoff',
WORKFLOW_TRIGGER = 'workflow_trigger'
}
export interface BaseMessage {
id: string;
sender: string;
recipient: string;
messageType: MessageType;
timestamp: string;
metadata: Record<string, any>;
}
export interface OrderMessage extends BaseMessage {
messageType: MessageType.ORDER;
content: {
orderId: string;
action: 'create' | 'update' | 'cancel' | 'fulfill';
orderData?: any;
};
}
export interface PaymentMessage extends BaseMessage {
messageType: MessageType.PAYMENT;
content: {
paymentId: string;
amount: string;
currency: string;
status: 'pending' | 'completed' | 'failed';
};
}
export interface AgentHandoffMessage extends BaseMessage {
messageType: MessageType.AGENT_HANDOFF;
content: {
fromAgent: string;
toAgent: string;
context: any;
reason: string;
};
}
export interface WorkflowTriggerMessage extends BaseMessage {
messageType: MessageType.WORKFLOW_TRIGGER;
content: {
workflowId: string;
triggerType: string;
parameters: Record<string, any>;
};
}
Security Considerations
1. Authentication and Authorization
// security/mcp-auth.ts
export class MCPAuthProvider {
private validatedAgents: Map<string, AgentCredentials> = new Map();
async authenticateAgent(agentId: string, signature: string): Promise<boolean> {
// Verify agent signature using public key
const agent = await this.getAgentCredentials(agentId);
if (!agent) return false;
return this.verifySignature(agentId, signature, agent.publicKey);
}
async authorizeAction(agentId: string, action: string, resource: string): Promise<boolean> {
const permissions = await this.getAgentPermissions(agentId);
return permissions.some(p =>
p.action === action &&
(p.resource === '*' || p.resource === resource)
);
}
private async getAgentCredentials(agentId: string): Promise<AgentCredentials | null> {
// Fetch from StateSet network or cache
return this.validatedAgents.get(agentId) || null;
}
private async getAgentPermissions(agentId: string): Promise<Permission[]> {
// Query permissions from the network
const agent = await this.statesetClient.agents.get(agentId);
return agent.permissions || [];
}
private verifySignature(agentId: string, signature: string, publicKey: string): boolean {
// Implement signature verification
return true; // Placeholder
}
}
interface AgentCredentials {
agentId: string;
publicKey: string;
permissions: Permission[];
}
interface Permission {
action: string;
resource: string;
}
2. Message Encryption
// security/message-encryption.ts
export class MessageEncryption {
async encryptMessage(message: any, recipientPublicKey: string): Promise<string> {
// Implement end-to-end encryption for sensitive messages
// Using recipient's public key
return JSON.stringify(message); // Placeholder
}
async decryptMessage(encryptedMessage: string, privateKey: string): Promise<any> {
// Decrypt message using private key
return JSON.parse(encryptedMessage); // Placeholder
}
}
Testing and Deployment
1. Unit Tests
// tests/mcp-server.test.ts
import { describe, it, expect } from 'vitest';
import { StateSetMCPServer } from '../src/stateset-mcp-server';
describe('StateSet MCP Server', () => {
let server: StateSetMCPServer;
beforeEach(() => {
server = new StateSetMCPServer({
apiKey: 'test-key',
networkEndpoint: 'http://localhost:26657',
chainId: 'test-chain'
});
});
it('should list available tools', async () => {
const tools = await server.listTools();
expect(tools).toContain('send_message');
expect(tools).toContain('create_order');
expect(tools).toContain('query_network_state');
expect(tools).toContain('execute_transaction');
});
it('should send a message successfully', async () => {
const result = await server.handleSendMessage({
recipient: 'agent-123',
message: 'Test message',
messageType: 'general',
metadata: { test: true }
});
expect(result.isError).toBeFalsy();
expect(result.metadata.transactionHash).toBeDefined();
});
it('should handle network errors gracefully', async () => {
// Simulate network error
server.statesetClient = null;
const result = await server.handleSendMessage({
recipient: 'agent-123',
message: 'Test message',
messageType: 'general'
});
expect(result.isError).toBeTruthy();
expect(result.content[0].text).toContain('Failed to send message');
});
});
Best Practices
1. Error Handling
class MCPErrorHandler {
static handleError(error: any, context: string): MCPError {
if (error.code === 'NETWORK_ERROR') {
return new MCPError(
'Network communication failed',
'NETWORK_ERROR',
{ originalError: error, context }
);
}
if (error.code === 'UNAUTHORIZED') {
return new MCPError(
'Agent not authorized for this action',
'AUTH_ERROR',
{ originalError: error, context }
);
}
return new MCPError(
'An unexpected error occurred',
'UNKNOWN_ERROR',
{ originalError: error, context }
);
}
}
class MCPError extends Error {
constructor(
message: string,
public code: string,
public details: any
) {
super(message);
this.name = 'MCPError';
}
}
2. Rate Limiting
class MCPRateLimiter {
private requests: Map<string, number[]> = new Map();
constructor(
private maxRequests: number = 100,
private windowMs: number = 60000 // 1 minute
) {}
async checkLimit(agentId: string): Promise<boolean> {
const now = Date.now();
const requests = this.requests.get(agentId) || [];
// Remove old requests outside the window
const validRequests = requests.filter(time => now - time < this.windowMs);
if (validRequests.length >= this.maxRequests) {
return false;
}
validRequests.push(now);
this.requests.set(agentId, validRequests);
return true;
}
}
3. Monitoring and Observability
class MCPMonitor {
private metrics: Map<string, any> = new Map();
recordToolCall(toolName: string, agentId: string, duration: number, success: boolean) {
const key = `tool_call_${toolName}`;
const current = this.metrics.get(key) || {
total: 0,
success: 0,
failed: 0,
avgDuration: 0
};
current.total++;
if (success) current.success++;
else current.failed++;
current.avgDuration = (current.avgDuration * (current.total - 1) + duration) / current.total;
this.metrics.set(key, current);
// Send to monitoring service
this.sendToMonitoring({
metric: 'mcp.tool_call',
tags: { tool: toolName, agent: agentId, success: success.toString() },
value: duration
});
}
private sendToMonitoring(metric: any) {
// Implement sending to Prometheus, DataDog, etc.
console.log('Metric:', metric);
}
}
Conclusion
By implementing MCP (Model Context Protocol) for StateSet AI Agents, we enable:
- Standardized Communication: All agents can communicate with the StateSet Commerce Network using a unified protocol
- Enhanced Capabilities: Agents can perform complex operations like creating orders, processing payments, and managing inventory
- Scalability: New tools and services can be easily added to the MCP server
- Security: Built-in authentication, authorization, and encryption ensure secure communications
- Interoperability: Agents can work together and hand off tasks seamlessly
This implementation provides a robust foundation for AI agents to interact with the StateSet Commerce Network, enabling autonomous commerce operations at scale.
Next Steps
- Deploy MCP Server: Set up the MCP server in your environment
- Update Agents: Integrate MCP client capabilities into existing agents
- Test Integration: Run comprehensive tests to ensure reliability
- Monitor Performance: Set up monitoring for MCP operations
- Extend Capabilities: Add new tools and resources as needed
For more information and support, visit the StateSet Documentation or join our Discord community.
- MCP Integration for StateSet AI Agents
- Overview
- Table of Contents
- Introduction to MCP
- Key Benefits
- Architecture Overview
- MCP Server Implementation
- 1. Create the StateSet MCP Server
- 2. Package Configuration
- MCP Client Integration
- Integrating MCP Client into AI Agents
- StateSet Commerce Network Integration
- Message Module Implementation
- Message Protocol
- Message Types and Formats
- Security Considerations
- 1. Authentication and Authorization
- 2. Message Encryption
- Testing and Deployment
- 1. Unit Tests
- Best Practices
- 1. Error Handling
- 2. Rate Limiting
- 3. Monitoring and Observability
- Conclusion
- Next Steps