cloud-native-aws-serverless

cloud-native-aws-serverless is a skill for Claude Code, Codex from j4flmao/agent-skills. It costs 133 tokens per session (1,995 once invoked), scanned A, original, MIT.

A technical guide to AWS Lambda, a service that runs code without managing servers, and Firecracker, the lightweight virtual-machine technology Lambda uses underneath. It explains function startup and execution.

In plain words
What is it for?
Use it to understand Lambda cold starts, Firecracker microVMs, runtime loading, API Gateway requests, and the path from invocation to function execution.
Why use it?
It helps explain what happens during a Lambda invocation, including the extra delay that can occur when a new runtime starts. This supports better serverless design and troubleshooting.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to understand Lambda cold starts, Firecracker microVMs, runtime loading, API Gateway requests, and the path from invocation to function execution.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/j4flmao/agent-skills/aws-serverless
Install

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.

Any agent
npx skills add j4flmao/agent-skills --skill aws-serverless
Clone the repo
git clone --depth 1 https://github.com/j4flmao/agent-skills

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for cloud-native-aws-serverless

README.md
[![agentmods](https://agentmods.dev/badge/skills/j4flmao/agent-skills/aws-serverless/github.svg)](https://agentmods.dev/skills/j4flmao/agent-skills/aws-serverless)
Your own site
<a href="https://agentmods.dev/skills/j4flmao/agent-skills/aws-serverless"><img src="https://agentmods.dev/badge/skills/j4flmao/agent-skills/aws-serverless/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.

agentmods 80×15 button for cloud-native-aws-serverless

Your own site · 80×15
<a href="https://agentmods.dev/skills/j4flmao/agent-skills/aws-serverless"><img src="https://agentmods.dev/badge/skills/j4flmao/agent-skills/aws-serverless.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 133 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,995 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00133 $0.01995
Opus 5.5 $0.00053 $0.00798
Sonnet 5.5 $0.00027 $0.00399
Haiku 4.5 $0.00013 $0.00199

Measured 9d ago against content hash da72f53d706d, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

cloud-native-aws-serverless 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 9d ago.

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.

skills/cloud-native/aws-serverless/SKILL.md · 157 lines

How it starts

The opening of the file, as written. The whole thing — 157 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AWS Lambda Internals and Function Design

Purpose

Explain what actually happens when a Lambda function is invoked — Firecracker microVM isolation, the execution environment lifecycle, and the concurrency model — so that function code, timeouts, memory, and event-source settings are chosen from mechanics rather than folklore.

Agent Protocol

Trigger

"aws lambda internals", "firecracker", "lambda execution environment", "lambda concurrency", "event source mapping", "lambda function url", "lambda layers", "reserved concurrency", "lambda timeout".

Input Context

  • Runtime and package type (ZIP managed runtime, container image, custom runtime).
  • Invocation source (API Gateway, Function URL, SQS, Kinesis/DynamoDB Streams, EventBridge, S3).
  • Traffic shape (steady, bursty), latency SLO, downstream limits (DB connections, third-party rate limits).

Output Artifact

Function configuration (IaC snippet) plus handler structure. No file unless requested.

Response Format

Invocation model: {sync|async|poll-based (ESM)}
Memory / timeout: {MB} / {s}  (why)
Concurrency: {unreserved|reserved=N|provisioned=N}
Retries / failure destination: {...}
Handler notes: {init vs handler work}

Completion Criteria

  • Invocation model identified and retry semantics stated.
  • Timeout set below the caller's timeout (API Gateway integration timeout defaults to 29 s).
  • Concurrency protects downstream dependencies.
  • Failure path defined (DLQ, on-failure destination, or partial batch response).

How an Invocation Runs

  1. Firecracker microVM. Lambda runs each execution environment inside a Firecracker microVM on KVM. Firecracker exposes a minimal device model (virtio-net, virtio-block, serial console, keyboard for reset) and is documented to boot in about 125 ms with under 5 MiB memory overhead per microVM. Isolation boundary = the VM, not a container.
  2. Execution environment lifecycle (Lambda Runtime API phases):
    • INIT — download code/layers, start runtime, run extensions' init, run your module-level code. Limited to 10 s for on-demand functions; if it exceeds, init is retried inside the first invoke.
    • INVOKE — handler runs; one environment processes one request at a time.
    • SHUTDOWN — environment reclaimed after idle; the phase lasts 0 ms with no extensions, 500 ms with internal extensions, 2,000 ms with external extensions.
  3. Reuse. A warm environment is reused for later invocations; globals, /tmp (512 MB default, configurable up to 10,240 MB), and open sockets survive. Never rely on reuse for correctness.

Read the full file on GitHub · 157 lines

Changes

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.

  1. 9d ago Changed · +138 lines · +133 tokens per session da72f53d706d
  2. 2mo ago First seen · 19 lines · 0 tokens per session scan A aac089ef9365

Subscribe to this mod's changes

cloud-native-aws-serverless is a skill published in the GitHub repository j4flmao/agent-skills (38 stars, last pushed 3d ago), licensed MIT. It adds 133 tokens to every session and 1,995 once invoked, about $0.0005 per session on Opus 5.5. 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 2026-09-03.

Related

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cloud-native-aws-serverless next to 6 skills from other repositories
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