chunking-strategy
Provides chunking strategies for RAG systems. Generates chunk size recommendations (256-1024 tokens), overlap percentages…
Provides AWS Lambda integration patterns for TypeScript with cold start optimization. Use when creating or deploying TypeScript Lambda functions, choosing between NestJS framework and raw TypeScript approaches, optimizing cold starts, configuring API Gateway or ALB integration,
Claude Code
$ npx -y skills add giuseppe-trisciuoglio/developer-kit --skill aws-lambda-typescript-integration --agent claude-code
Codex
$ npx skills add giuseppe-trisciuoglio/developer-kit --skill aws-lambda-typescript-integration -a codex -y
Cursor
$ npx skills add giuseppe-trisciuoglio/developer-kit --skill aws-lambda-typescript-integration -a cursor -y
Gemini CLI
$ npx skills add giuseppe-trisciuoglio/developer-kit --skill aws-lambda-typescript-integration -a gemini-cli -y
GitHub Copilot
$ npx skills add giuseppe-trisciuoglio/developer-kit --skill aws-lambda-typescript-integration -a github-copilot -y
OpenCode
$ npx skills add giuseppe-trisciuoglio/developer-kit --skill aws-lambda-typescript-integration -a opencode -y
Windsurf
$ npx skills add giuseppe-trisciuoglio/developer-kit --skill aws-lambda-typescript-integration -a windsurf -y
name: aws-lambda-typescript-integration description: Provides AWS Lambda integration patterns for TypeScript with cold start optimization. Use when creating or deploying TypeScript Lambda functions, choosing between NestJS framework and raw TypeScript approaches, optimizing cold starts, configuring API Gateway or ALB integration, or implementing serverless TypeScript applications. Triggers include "create lambda typescript", "deploy typescript lambda", "nestjs lambda aws", "raw typescript lambda", "aws lambda typescript performance". allowed-tools: Read, Write, Edit, Glob, Grep, Bash
Patterns for creating high-performance AWS Lambda functions in TypeScript with optimized cold starts.
Two approaches for TypeScript Lambda:
1. **NestJS Framework** - Dependency injection, modular architecture, larger bundle (100KB+) 2. **Raw TypeScript** - Minimal overhead, smaller bundle (<50KB), maximum control
Both support API Gateway and ALB integration.
| Approach | Cold Start | Bundle Size | Best For | Complexity | |----------|------------|-------------|----------|------------| | NestJS | < 500ms | Larger (100KB+) | Complex APIs, enterprise apps, DI needed | Medium | | Raw TypeScript | < 100ms | Smaller (< 50KB) | Simple handlers, microservices, minimal deps | Low |
my-nestjs-lambda/ ├── src/ │ ├── app.module.ts │ ├── main.ts │ ├── lambda.ts # Lambda entry point │ └── modules/ │ └── api/ ├── package.json ├── tsconfig.json └── serverless.yml
my-ts-lambda/ ├── src/ │ ├── handlers/ │ │ └── api.handler.ts │ ├── services/ │ └── utils/ ├── dist/ # Compiled output ├── package.json ├── tsconfig.json └── template.yaml
See the [References](#references) section for detailed implementation guides. Quick examples:
**NestJS Handler:**
// lambda.ts
import { NestFactory } from '@nestjs/core';
import { ExpressAdapter } from '@nestjs/platform-express';
import serverlessExpress from '@codegenie/serverless-express';
import { Context, Handler } from 'aws-lambda';
import express from 'express';
import { AppModule } from './src/app.module';
let cachedServer: Handler;
async function bootstrap(): Promise<Handler> {
const expressApp = express();
const adapter = new ExpressAdapter(expressApp);
const nestApp = await NestFactory.create(AppModule, adapter);
await nestApp.init();
return serverlessExpress({ app: expressApp });
}
export const handler: Handler = async (event: any, context: Context) => {
if (!cachedServer) {
cachedServer = await bootstrap();
}
return cachedServer(event, context);
};**Raw TypeScript Handler:**
// src/handlers/api.handler.ts
import { APIGatewayProxyEvent, APIGatewayProxyResult, Context } from 'aws-lambda';
export const handler = async (
event: APIGatewayProxyEvent,
context: Context
): Promise<APIGatewayProxyResult> => {
return {
statusCode: 200,
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({ message: 'Hello from TypeScript Lambda!' })
};
};TypeScript cold start depends on bundle size and initialization code. Key strategies:
1. **Lazy Loading** - Defer heavy imports until needed 2. **Tree Shaking** - Remove unused code from bundle 3. **Minification** - Use esbuild or terser for smaller bundles 4. **Instance Caching** - Cache initialized services between invocations
See [Raw TypeScript Lambda](references/raw-typescript-lambda.md#cold-start-optimization) for detailed patterns.
Create clients at module level and reuse:
// GOOD: Initialize once, reuse across invocations
import { DynamoDBClient } from '@aws-sdk/client-dynamodb';
const dynamoClient = new DynamoDBClient({ region: process.env.AWS_REGION });
export const handler = async (event: APIGatewayProxyEvent) => {
// Use dynamoClient - already initialized
};// src/config/env.config.ts
export const env = {
region: process.env.AWS_REGION || 'us-east-1',
tableName: process.env.TABLE_NAME || '',
debug: process.env.DEBUG === 'true',
};
// Validate required variables
if (!env.tableName) {
throw new Error('TABLE_NAME environment variable is required');
}Keep `package.json` minimal:
{
"dependencies": {
"aws-lambda": "^3.1.0",
"@aws-sdk/client-dynamodb": "^3.450.0"
},
"devDependencies": {
"typescript": "^5.3.0",
"esbuild": "^0.19.0"
}
}Return proper HTTP codes with structured errors:
export const handler = async (event: APIGatewayProxyEvent): Promise<APIGatewayProxyResult> => {
try {
const result = await processEvent(event);
return {
statusCode: 200,
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify(result)
};
} catch (error) {
console.error('Error processing request:', error);
return {
statusCode: 500,
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({ error: 'Internal server error' })
};
}
};Use structured logging for CloudWatch Insights:
const log = (level: string, m
Modular plugin marketplace for Claude Code and agentic CLIs, with validated, spec-driven skills, agents, commands, and workflows for Java, TypeScript, Python, PHP, AWS, and AI.
Provides chunking strategies for RAG systems. Generates chunk size recommendations (256-1024 tokens), overlap percentages…
Provides workflows to write, debug, and optimize prompts for LLMs, including few-shot example selection, chain-of-thought…
Implements document chunking, embedding generation, vector storage, and retrieval pipelines for Retrieval-Augmented Generation…
Provides AWS CloudFormation patterns for Auto Scaling including EC2, ECS, and Lambda. Use when creating Auto Scaling groups,…
Provides AWS CloudFormation patterns for Amazon Bedrock resources including agents, knowledge bases, data sources, guardrails,…
Provides AWS CloudFormation patterns for CloudFront distributions, origins (ALB, S3, Lambda@Edge, VPC Origins), CacheBehaviors,…
You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or…
Ask which skill or flow fits your situation. A router over the skills in this repo.