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 tranhieutt/software_development_department --skill aws-serverlessgit clone --depth 1 https://github.com/tranhieutt/software_development_departmentWrote 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/tranhieutt/software_development_department/aws-serverless)<a href="https://agentmods.dev/skills/tranhieutt/software_development_department/aws-serverless"><img src="https://agentmods.dev/badge/skills/tranhieutt/software_development_department/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.
<a href="https://agentmods.dev/skills/tranhieutt/software_development_department/aws-serverless"><img src="https://agentmods.dev/badge/skills/tranhieutt/software_development_department/aws-serverless.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00061 | $0.01397 |
| Opus 5.5 | $0.00024 | $0.00559 |
| Sonnet 5.5 | $0.00012 | $0.00279 |
| Haiku 4.5 | $0.00006 | $0.00140 |
Grade A, and why
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 1mo 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.
How it starts
The opening of the file, as written. The whole thing — 169 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AWS Serverless
Critical rules (non-obvious)
- Initialize clients OUTSIDE handler — Lambda reuses execution environments across invocations; creating clients inside costs 100-500ms per cold start
context.callbackWaitsForEmptyEventLoop = false— prevents Node.js from hanging on open async handles (DB connections, etc.)- SQS
VisibilityTimeout= 6× Lambda timeout — if Lambda takes 30s, set 180s; otherwise messages return to queue mid-processing FunctionResponseTypes: [ReportBatchItemFailures]— partial batch failure; without this, any single failure retries the entire batch- Never use
*inAccess-Control-Allow-Originwithcredentials: true— browsers block it; use explicit origin
Lambda handler pattern
// Initialize once (reused across invocations = faster after cold start)
const { DynamoDBClient } = require("@aws-sdk/client-dynamodb");
const { DynamoDBDocumentClient, GetCommand } = require("@aws-sdk/lib-dynamodb");
const docClient = DynamoDBDocumentClient.from(new DynamoDBClient({}));
exports.handler = async (event, context) => {
context.callbackWaitsForEmptyEventLoop = false; // don't hang on open handles
try {
const body = typeof event.body === "string" ? JSON.parse(event.body) : event.body;
const result = await docClient.send(new GetCommand({
TableName: process.env.TABLE_NAME,
Key: { id: body.id },
}));
return { statusCode: 200, headers: { "Content-Type": "application/json" }, body: JSON.stringify(result.Item) };
} catch (err) {
console.error(JSON.stringify({ error: err.message, requestId: context.awsRequestId }));
return { statusCode: err.statusCode ?? 500, body: JSON.stringify({ error: err.message }) };
}
};
SAM template: HTTP API + DynamoDB
# template.yaml
AWSTemplateFormatVersion: "2010-09-09"
Transform: AWS::Serverless-2016-10-31
Globals:
Function:
Runtime: nodejs20.x
Timeout: 30
MemorySize: 256
Environment:
Variables:
TABLE_NAME: !Ref ItemsTable
Resources:
HttpApi:
Type: AWS::Serverless::HttpApi
Properties:
CorsConfiguration:
AllowOrigins: ["https://yourdomain.com"] # never * with credentials
AllowMethods: [GET, POST, DELETE]
AllowHeaders: ["*"]
GetItemFunction:
Type: AWS::Serverless::Function
Properties:
Handler: src/handlers/get.handler
Events:
GetItem:
Type: HttpApi
Properties:
ApiId: !Ref HttpApi
Path: /items/{id}
Method: GET
Policies:
- DynamoDBReadPolicy:
TableName: !Ref ItemsTable
ItemsTable:
Type: AWS::DynamoDB::Table
Properties:
AttributeDefinitions:
- AttributeName: id
AttributeType: S
KeySchema:
- AttributeName: id
KeyType: HASH
BillingMode: PAY_PER_REQUEST
Outputs:
ApiUrl:
Value: !Sub "https://${HttpApi}.execute-api.${AWS::Region}.amazonaws.com"
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.
- 1mo ago First seen · 169 lines · 61 tokens per session scan A fadbb753b281
aws-serverless is a skill published in the GitHub repository tranhieutt/software_development_department (73 stars, last pushed 5mo ago), licensed MIT. It adds 61 tokens to every session and 1,397 once invoked, about $0.0002 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 2026-08-30.
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