Design, build, deploy, test, and debug serverless applications with AWS Lambda.
SkillScore86Maintained
Automatic
◆DevOps & SRE pack
Last verified 8/16/2026
What it changes
Passed 19 of 22 test cases with the skill, and 13 of 22 without it.
Without skill59%
With skill86%
Checks it passed that the model alone missed
States the response streaming limit as 200 MB.
The application handler is written in TypeScript.
The application handler code is written in TypeScript.
and 6 more in the full report
6 fixed13 passed either way3 still failing0 broke
Pass-rate lift
+27 pp
Tokens
+115%
Agent turns
0%
Response time
-11%
Model gemini-3.6-flashMeasured 8/16/2026v119 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 6
Prompt
I am attempting to execute an automated deployment workflow using the serverless MCP tool, but the AWS Serverless MCP server is currently unreachable. How should the assistant handle this session?
What was checked, without and with the skill
Checked
Without skill
With skill
Informs the user that the AWS Serverless MCP server is not responding.
Missed
Passed
Asks the user for explicit confirmation before proceeding without MCP support.
Passed
Passed
case-06 · gemini-3.6-flash · 8/16/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md166 lines10 files
AWS Lambda Serverless Development
Design, build, deploy, and debug serverless applications with AWS serverless services. This skill provides access to serverless development guidance through the AWS Serverless MCP Server, helping you to build production-ready serverless applications with best practices built-in.
Use SAM CLI for project initialization and deployment, Lambda Web Adapter for web applications, or Event Source Mappings for event-driven architectures. AWS handles infrastructure provisioning, scaling, and monitoring automatically.
Key capabilities:
SAM CLI Integration: Initialize, build, deploy, and test serverless applications
Web Application Deployment: Deploy full-stack applications with Lambda Web Adapter
Lambda durable functions: Resilient multi-step applications with checkpointing — see the durable-functions skill for guidance
Lambda Managed Instances: Run Lambda on dedicated EC2 instances with managed lifecycle — see the managed-instances skill for evaluation, configuration, and migration guidance
Schema Management: Type-safe EventBridge integration with schema registry
Observability: CloudWatch logs, metrics, and X-Ray tracing
Performance Optimization: Right-sizing, cost optimization, and troubleshooting
When to Load Reference Files
Load the appropriate reference file based on what the user is working on:
Getting started, what to build, project type decision, or working with existing projects -> see references/getting-started.md
SAM, CDK, deployment, IaC templates, CDK constructs, or CI/CD pipelines -> see the aws-serverless-deployment skill (separate skill in this plugin)
Web app deployment, Lambda Web Adapter, API endpoints, CORS, authentication, custom domains, or sam local start-api -> see references/web-app-deployment.md
Event sources, DynamoDB Streams, Kinesis, SQS, Kafka, S3 notifications, or SNS -> see references/event-sources.md
EventBridge, event bus, event patterns, event design, Pipes, or schema registry -> see references/event-driven-architecture.md
Durable functions, checkpointing, replay model, saga pattern, or long-running Lambda workflows -> see the durable-functions skill (separate skill in this plugin with full SDK reference, testing, and deployment guides)
Lambda Managed Instances, LMI, capacity providers, multi-concurrency, EC2-backed Lambda, cold start elimination, or Lambda cost optimization with Reserved Instances -> see the managed-instances skill (separate skill in this plugin for evaluation, configuration, and migration)
Orchestration, workflows, or Durable Functions vs Step Functions -> see references/orchestration-and-workflows.md
Step Functions, ASL, state machines, JSONata, Distributed Map, SDK integrations, TestState API, mocking service integrations, or state machine unit tests -> see the aws-step-functions skill for comprehensive guidance
Observability, logging, tracing, metrics, alarms, or dashboards -> see references/observability.md
Optimization, cold starts, memory tuning, cost, or streaming -> see references/optimization.md
Powertools, idempotency, feature flags, parameters, parser, batch processing, or data masking -> see references/powertools.md
Troubleshooting, errors, debugging, or deployment failures -> see references/troubleshooting.md
Best Practices
Project Setup
Do: Use sam_init or cdk init with an appropriate template for your use case
AWS serverless and event-driven architecture expert based on Well-Architected Framework. Use when building serverless APIs, Lambda functions, REST APIs, microservices, or async workflows. Covers Lambda with TypeScript/Python, API Gateway (REST/HTTP), DynamoDB, Step Functions, EventBridge, SQS, SNS, and serverless patterns. Essential when user mentions serverless, Lambda, API Gateway, event-driven, async processing, queues, pub/sub, or wants to build scalable serverless applications with AWS best
Close match
0 pp pass-rate lift
awslabs/aws-step-functions
Build workflows with AWS Step Functions state machines using the JSONata query language. Covers Amazon States Language (ASL) structure, state types, variables, data transformation, error handling, AWS service integration, and migrating from the JSONPath to the JSONata query language.