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
- Event Source Mappings: Configure Lambda triggers for DynamoDB, Kinesis, SQS, Kafka
- Lambda durable functions: Resilient multi-step applications with checkpointing — see the durable-functions skill for 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)
- Orchestration, workflows, or Durable Functions vs Step Functions -> see references/orchestration-and-workflows.md
- Step Functions, ASL, state machines, JSONata, Distributed Map, or SDK integrations -> see references/step-functions.md
- Step Functions testing, TestState API, mocking service integrations, or state machine unit tests -> see references/step-functions-testing.md
- 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
- Do: Set global defaults for timeout, memory, runtime, and tracing (
Globals in SAM, construct props in CDK)
- Do: Use AWS Lambda Powertools for structured logging, tracing, metrics (EMF), idempotency, and batch processing — available for Python, TypeScript, Java, and .NET
- Don't: Copy-paste templates from the internet without understanding the resource configuration
- Don't: Use the same memory and timeout values for all functions regardless of workload
Security
- Do: Follow least-privilege IAM policies scoped to specific resources and actions
- Do: Use
secure_esm_* tools to generate correct IAM policies for event source mappings
- Do: Store secrets in AWS Secrets Manager or SSM Parameter Store, never in environment variables
- Do: Use VPC endpoints instead of NAT Gateways for AWS service access when possible
- Do: Enable Amazon GuardDuty Lambda Protection to monitor function network activity for threats (cryptocurrency mining, data exfiltration, C2 callbacks)
- Don't: Use wildcard (
*) resource ARNs or actions in IAM policies
- Don't: Hardcode credentials or secrets in application code or templates
- Don't: Store user data or sensitive information in module-level variables — execution environments can be reused across different callers
Idempotency
- Do: Write idempotent function code — Lambda delivers events at least once, so duplicate invocations must be safe
- Do: Use the AWS Lambda Powertools Idempotency utility (backed by DynamoDB) for critical operations
- Do: Validate and deduplicate events at the start of the handler before performing side effects
- Don't: Assume an event will only ever be processed once
For topic-specific best practices, see the dedicated guide files in the reference table above.
Lambda Limits Quick Reference
Limits that developers commonly hit:
| Resource |
Limit |
| Function timeout |
900 seconds (15 minutes) |
| Memory |
128 MB – 10,240 MB |
| 1 vCPU equivalent |
1,769 MB memory |
| Synchronous payload (request + response) |
6 MB each |
| Async invocation payload |
1 MB |
| Streamed response |
200 MB |
| Deployment package (.zip, uncompressed) |
250 MB |
| Deployment package (.zip upload, compressed) |
50 MB |
| Container image |
10 GB |
| Layers per function |
5 |
| Environment variables (aggregate) |
4 KB |
/tmp ephemeral storage |
512 MB – 10,240 MB |
| Account concurrent executions (default) |
1,000 (requestable increase) |
| Burst scaling rate |
1,000 new executions per 10 seconds |
Check Service Quotas for your account limits: aws lambda get-account-settings
Troubleshooting Quick Reference
| Error |
Cause |
Solution |
Build Failed |
Missing dependencies |
Run sam_build with use_container: true |
Stack is in ROLLBACK_COMPLETE |
Previous deploy failed |
Delete stack with aws cloudformation delete-stack, redeploy |
IteratorAge increasing |
Stream consumer falling behind |
Increase ParallelizationFactor and BatchSize. Use esm_optimize |
| EventBridge events silently dropped |
No DLQ, retries exhausted |
Add RetryPolicy + DeadLetterConfig to rule target |
| Step Functions failing silently |
No retry on Task state |
Add Retry with Lambda.ServiceException, Lambda.AWSLambdaException |
| Durable Function not resuming |
Missing IAM permissions |
Add lambda:CheckpointDurableExecution and lambda:GetDurableExecutionState — see durable-functions skill |
For detailed troubleshooting, see references/troubleshooting.md.
Configuration
AWS CLI Setup
This skill requires that AWS credentials are configured on the host machine:
Verify access: Run aws sts get-caller-identity to confirm credentials are valid
SAM CLI Setup
- Install SAM CLI: Follow the SAM CLI installation guide
- Verify: Run
sam --version
Container Runtime Setup
- Install a Docker compatible container runtime: Required for
sam_local_invoke and container-based builds
- Verify: Use an appropriate command such as
docker --version or finch --version
MCP Server Configuration
Write access is enabled by default. The plugin ships with --allow-write in .mcp.json, so the MCP server can create projects, generate IaC, and deploy on behalf of the user.
Access to sensitive data (like Lambda and API Gateway logs) is not enabled by default. To grant it, add --allow-sensitive-data-access to .mcp.json.
SAM Template Validation Hook
This plugin includes a PostToolUse hook that runs sam validate automatically after any edit to template.yaml or template.yml. If validation fails, the error is returned as a system message so you can fix it immediately. The hook requires SAM CLI and jq to be installed; if either is missing, validation is skipped with a system message. Users can disable it via /hooks.
Verify: Run jq --version
Language selection
Default: TypeScript
Override syntax:
- "use Python" → Generate Python code
- "use JavaScript" → Generate JavaScript code
When not specified, ALWAYS use TypeScript
IaC framework selection
Default: CDK
Override syntax:
- "use CloudFormation" → Generate YAML templates
- "use SAM" → Generate YAML templates
When not specified, ALWAYS use CDK
Serverless MCP Server Unavailable
- Inform user: "AWS Serverless MCP not responding"
- Ask: "Proceed without MCP support?"
- DO NOT continue without user confirmation
Resources
1---2name: aws-lambda-23description: Design, build, deploy, test, and debug serverless applications with AWS Lambda. Triggers on phrases like: Lambda function, event source, serverless application, API Gateway, EventBridge, Step Functions, serverless API, event-driven architecture, Lambda trigger. For deploying non-serverless apps to AWS, use deploy-on-aws plugin instead.4---5
6# AWS Lambda Serverless Development
7
8Design, 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.
9
10Use 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.
11
12**Key capabilities:**
13
14- **SAM CLI Integration**: Initialize, build, deploy, and test serverless applications
15- **Web Application Deployment**: Deploy full-stack applications with Lambda Web Adapter
16- **Event Source Mappings**: Configure Lambda triggers for DynamoDB, Kinesis, SQS, Kafka
17- **Lambda durable functions**: Resilient multi-step applications with checkpointing — see the [durable-functions skill](../aws-lambda-durable-functions/) for guidance
18- **Schema Management**: Type-safe EventBridge integration with schema registry
19- **Observability**: CloudWatch logs, metrics, and X-Ray tracing
20- **Performance Optimization**: Right-sizing, cost optimization, and troubleshooting
21
22## When to Load Reference Files
23
24Load the appropriate reference file based on what the user is working on:
25
26- **Getting started**, **what to build**, **project type decision**, or **working with existing projects** -> see [references/getting-started.md](references/getting-started.md)
27- **SAM**, **CDK**, **deployment**, **IaC templates**, **CDK constructs**, or **CI/CD pipelines** -> see the [aws-serverless-deployment skill](../aws-serverless-deployment/) (separate skill in this plugin)
28- **Web app deployment**, **Lambda Web Adapter**, **API endpoints**, **CORS**, **authentication**, **custom domains**, or **sam local start-api** -> see [references/web-app-deployment.md](references/web-app-deployment.md)
29- **Event sources**, **DynamoDB Streams**, **Kinesis**, **SQS**, **Kafka**, **S3 notifications**, or **SNS** -> see [references/event-sources.md](references/event-sources.md)
30- **EventBridge**, **event bus**, **event patterns**, **event design**, **Pipes**, or **schema registry** -> see [references/event-driven-architecture.md](references/event-driven-architecture.md)
31- **Durable functions**, **checkpointing**, **replay model**, **saga pattern**, or **long-running Lambda workflows** -> see the [durable-functions skill](../aws-lambda-durable-functions/) (separate skill in this plugin with full SDK reference, testing, and deployment guides)
32- **Orchestration**, **workflows**, or **Durable Functions vs Step Functions** -> see [references/orchestration-and-workflows.md](references/orchestration-and-workflows.md)
33- **Step Functions**, **ASL**, **state machines**, **JSONata**, **Distributed Map**, or **SDK integrations** -> see [references/step-functions.md](references/step-functions.md)
34- **Step Functions testing**, **TestState API**, **mocking service integrations**, or **state machine unit tests** -> see [references/step-functions-testing.md](references/step-functions-testing.md)
35- **Observability**, **logging**, **tracing**, **metrics**, **alarms**, or **dashboards** -> see [references/observability.md](references/observability.md)
36- **Optimization**, **cold starts**, **memory tuning**, **cost**, or **streaming** -> see [references/optimization.md](references/optimization.md)
37- **Powertools**, **idempotency**, **feature flags**, **parameters**, **parser**, **batch processing**, or **data masking** -> see [references/powertools.md](references/powertools.md)
38- **Troubleshooting**, **errors**, **debugging**, or **deployment failures** -> see [references/troubleshooting.md](references/troubleshooting.md)
39
40## Best Practices
41
42### Project Setup
43
44- Do: Use `sam_init` or `cdk init` with an appropriate template for your use case
45- Do: Set global defaults for timeout, memory, runtime, and tracing (`Globals` in SAM, construct props in CDK)
46- Do: Use AWS Lambda Powertools for structured logging, tracing, metrics (EMF), idempotency, and batch processing — available for Python, TypeScript, Java, and .NET
47- Don't: Copy-paste templates from the internet without understanding the resource configuration
48- Don't: Use the same memory and timeout values for all functions regardless of workload
49
50### Security
51
52- Do: Follow least-privilege IAM policies scoped to specific resources and actions
53- Do: Use `secure_esm_*` tools to generate correct IAM policies for event source mappings
54- Do: Store secrets in AWS Secrets Manager or SSM Parameter Store, never in environment variables
55- Do: Use VPC endpoints instead of NAT Gateways for AWS service access when possible
56- Do: Enable Amazon GuardDuty Lambda Protection to monitor function network activity for threats (cryptocurrency mining, data exfiltration, C2 callbacks)
57- Don't: Use wildcard (`*`) resource ARNs or actions in IAM policies
58- Don't: Hardcode credentials or secrets in application code or templates
59- Don't: Store user data or sensitive information in module-level variables — execution environments can be reused across different callers
60
61### Idempotency
62
63- Do: Write idempotent function code — Lambda delivers events **at least once**, so duplicate invocations must be safe
64- Do: Use the AWS Lambda Powertools Idempotency utility (backed by DynamoDB) for critical operations
65- Do: Validate and deduplicate events at the start of the handler before performing side effects
66- Don't: Assume an event will only ever be processed once
67
68For topic-specific best practices, see the dedicated guide files in the reference table above.
69
70## Lambda Limits Quick Reference
71
72Limits that developers commonly hit:
73
74| Resource | Limit |
75| -------------------------------------------- | ----------------------------------- |
76| Function timeout | 900 seconds (15 minutes) |
77| Memory | 128 MB – 10,240 MB |
78| 1 vCPU equivalent | 1,769 MB memory |
79| Synchronous payload (request + response) | 6 MB each |
80| Async invocation payload | 1 MB |
81| Streamed response | 200 MB |
82| Deployment package (.zip, uncompressed) | 250 MB |
83| Deployment package (.zip upload, compressed) | 50 MB |
84| Container image | 10 GB |
85| Layers per function | 5 |
86| Environment variables (aggregate) | 4 KB |
87| `/tmp` ephemeral storage | 512 MB – 10,240 MB |
88| Account concurrent executions (default) | 1,000 (requestable increase) |
89| Burst scaling rate | 1,000 new executions per 10 seconds |
90
91Check Service Quotas for your account limits: `aws lambda get-account-settings`
92
93## Troubleshooting Quick Reference
94
95| Error | Cause | Solution |
96| ----------------------------------- | ------------------------------ | ----------------------------------------------------------------------------------------------------------------------------------------------- |
97| `Build Failed` | Missing dependencies | Run `sam_build` with `use_container: true` |
98| `Stack is in ROLLBACK_COMPLETE` | Previous deploy failed | Delete stack with `aws cloudformation delete-stack`, redeploy |
99| `IteratorAge` increasing | Stream consumer falling behind | Increase `ParallelizationFactor` and `BatchSize`. Use `esm_optimize` |
100| EventBridge events silently dropped | No DLQ, retries exhausted | Add `RetryPolicy` + `DeadLetterConfig` to rule target |
101| Step Functions failing silently | No retry on Task state | Add `Retry` with `Lambda.ServiceException`, `Lambda.AWSLambdaException` |
102| Durable Function not resuming | Missing IAM permissions | Add `lambda:CheckpointDurableExecution` and `lambda:GetDurableExecutionState` — see [durable-functions skill](../aws-lambda-durable-functions/) |
103
104For detailed troubleshooting, see [references/troubleshooting.md](references/troubleshooting.md).
105
106## Configuration
107
108### AWS CLI Setup
109
110This skill requires that AWS credentials are configured on the host machine:
111
112**Verify access**: Run `aws sts get-caller-identity` to confirm credentials are valid
113
114### SAM CLI Setup
115
1161. **Install SAM CLI**: Follow the [SAM CLI installation guide](https://docs.aws.amazon.com/serverless-application-model/latest/developerguide/install-sam-cli.html)
1172. **Verify**: Run `sam --version`
118
119### Container Runtime Setup
120
1211. **Install a Docker compatible container runtime**: Required for `sam_local_invoke` and container-based builds
1222. **Verify**: Use an appropriate command such as `docker --version` or `finch --version`
123
124### MCP Server Configuration
125
126**Write access is enabled by default.** The plugin ships with `--allow-write` in `.mcp.json`, so the MCP server can create projects, generate IaC, and deploy on behalf of the user.
127
128Access to sensitive data (like Lambda and API Gateway logs) is **not** enabled by default. To grant it, add `--allow-sensitive-data-access` to `.mcp.json`.
129
130### SAM Template Validation Hook
131
132This plugin includes a `PostToolUse` hook that runs `sam validate` automatically after any edit to `template.yaml` or `template.yml`. If validation fails, the error is returned as a system message so you can fix it immediately. The hook requires SAM CLI and `jq` to be installed; if either is missing, validation is skipped with a system message. Users can disable it via `/hooks`.
133
134**Verify**: Run `jq --version`
135
136## Language selection
137
138Default: TypeScript
139
140Override syntax:
141
142- "use Python" → Generate Python code
143- "use JavaScript" → Generate JavaScript code
144
145When not specified, ALWAYS use TypeScript
146
147## IaC framework selection
148
149Default: CDK
150
151Override syntax:
152
153- "use CloudFormation" → Generate YAML templates
154- "use SAM" → Generate YAML templates
155
156When not specified, ALWAYS use CDK
157
158### Serverless MCP Server Unavailable
159
160- Inform user: "AWS Serverless MCP not responding"
161- Ask: "Proceed without MCP support?"
162- DO NOT continue without user confirmation
163
164## Resources
165
166- [AWS SAM Documentation](https://docs.aws.amazon.com/serverless-application-model/)
167- [AWS Lambda Documentation](https://docs.aws.amazon.com/lambda/)
168- [AWS Lambda Powertools](https://docs.aws.amazon.com/powertools/)
169- [AWS CDK Documentation](https://docs.aws.amazon.com/cdk/)
170- [AWS Serverless MCP Server](https://github.com/awslabs/mcp/tree/main/src/aws-serverless-mcp-server)