Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add giuseppe-trisciuoglio/developer-kit --skill aws-lambda-java-integrationgit clone --depth 1 https://github.com/giuseppe-trisciuoglio/developer-kitWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/giuseppe-trisciuoglio/developer-kit/aws-lambda-java-integration)<a href="https://agentmods.dev/skills/giuseppe-trisciuoglio/developer-kit/aws-lambda-java-integration"><img src="https://agentmods.dev/badge/skills/giuseppe-trisciuoglio/developer-kit/aws-lambda-java-integration/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/giuseppe-trisciuoglio/developer-kit/aws-lambda-java-integration"><img src="https://agentmods.dev/badge/skills/giuseppe-trisciuoglio/developer-kit/aws-lambda-java-integration.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- Socket pass
- Snyk pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00099 | $0.01796 |
| Opus 5 | $0.00049 | $0.00898 |
| Sonnet 5 | $0.00020 | $0.00359 |
| Haiku 4.5 | $0.00010 | $0.00180 |
Grade A, and why
aws-lambda-java-integration scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 275 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AWS Lambda Java Integration
Patterns for creating high-performance AWS Lambda functions in Java with optimized cold starts.
Overview
This skill provides complete patterns for AWS Lambda Java development, covering two main approaches:
- Micronaut Framework - Full-featured framework with AOT compilation, dependency injection, and cold start < 1s
- Raw Java - Minimal overhead approach with cold start < 500ms
Both approaches support API Gateway and ALB integration with production-ready configurations.
When to Use
- Deploying Java functions to AWS Lambda
- Optimizing cold starts below 1 second
- Choosing between Micronaut and Raw Java approaches
- Configuring API Gateway or ALB integration
- Setting up CI/CD pipelines for Java Lambda
Instructions
1. Choose Your Approach
| Approach | Cold Start | Best For | Complexity |
|---|---|---|---|
| Micronaut | < 1s | Complex apps, DI needed, enterprise | Medium |
| Raw Java | < 500ms | Simple handlers, minimal overhead | Low |
Validate: Confirm the approach fits your use case before proceeding.
2. Project Structure
my-lambda-function/
├── build.gradle (or pom.xml)
├── src/main/java/com/example/Handler.java
└── serverless.yml (or template.yaml)
Validate: Verify project structure matches the template.
3. Implementation Examples
Micronaut Handler
@FunctionBean("my-function")
public class MyFunction implements Function<APIGatewayProxyRequestEvent, APIGatewayProxyResponseEvent> {
private final MyService service;
public MyFunction(MyService service) {
this.service = service;
}
@Override
public APIGatewayProxyResponseEvent apply(APIGatewayProxyRequestEvent request) {
// Process request
return new APIGatewayProxyResponseEvent()
.withStatusCode(200)
.withBody("{\"message\": \"Success\"}");
}
}
Raw Java Handler
public class MyHandler implements RequestHandler<APIGatewayProxyRequestEvent, APIGatewayProxyResponseEvent> {
private static final MyService service = new MyService();
@Override
public APIGatewayProxyResponseEvent handleRequest(APIGatewayProxyRequestEvent request, Context context) {
return new APIGatewayProxyResponseEvent()
.withStatusCode(200)
.withBody("{\"message\": \"Success\"}");
}
}
What ships with it
4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- yesterday First seen · 275 lines · 99 tokens per session scan A 89b520fb328e
aws-lambda-java-integration is a skill published in the GitHub repository giuseppe-trisciuoglio/developer-kit (344 stars, last pushed yesterday), licensed MIT. It adds 99 tokens to every session and 1,796 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-10.
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