application-logging▌
aj-geddes/useful-ai-prompts · updated Apr 8, 2026
Implement comprehensive structured logging with proper levels, context, and centralized aggregation for effective debugging and monitoring.
Application Logging
Table of Contents
Overview
Implement comprehensive structured logging with proper levels, context, and centralized aggregation for effective debugging and monitoring.
When to Use
- Application debugging
- Audit trail creation
- Performance analysis
- Compliance requirements
- Centralized log aggregation
Quick Start
Minimal working example:
// logger.js
const winston = require("winston");
const logFormat = winston.format.combine(
winston.format.timestamp({ format: "YYYY-MM-DD HH:mm:ss" }),
winston.format.errors({ stack: true }),
winston.format.json(),
);
const logger = winston.createLogger({
level: process.env.LOG_LEVEL || "info",
format: logFormat,
defaultMeta: {
service: "api-service",
environment: process.env.NODE_ENV || "development",
},
transports: [
new winston.transports.Console({
format: winston.format.combine(
winston.format.colorize(),
winston.format.simple(),
),
}),
new winston.transports.File({
filename: "logs/error.log",
// ... (see reference guides for full implementation)
Reference Guides
Detailed implementations in the references/ directory:
| Guide | Contents |
|---|---|
| Node.js Structured Logging with Winston | Node.js Structured Logging with Winston |
| Express HTTP Request Logging | Express HTTP Request Logging |
| Python Structured Logging | Python Structured Logging |
| Flask Integration | Flask Integration |
| ELK Stack Setup | ELK Stack Setup |
| Logstash Configuration | Logstash Configuration |
Best Practices
✅ DO
- Use structured JSON logging
- Include request IDs for tracing
- Log at appropriate levels
- Add context to error logs
- Implement log rotation
- Use timestamps consistently
- Aggregate logs centrally
- Filter sensitive data
❌ DON'T
- Log passwords or secrets
- Log at INFO for every operation
- Use unstructured messages
- Ignore log storage limits
- Skip context information
- Log to stdout in production
- Create unbounded log files
Discussion
Product Hunt–style comments (not star reviews)- No comments yet — start the thread.
Ratings
4.6★★★★★34 reviews- ★★★★★Soo Patel· Dec 20, 2024
Keeps context tight: application-logging is the kind of skill you can hand to a new teammate without a long onboarding doc.
- ★★★★★Ira Gill· Dec 8, 2024
I recommend application-logging for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.
- ★★★★★Luis Reddy· Dec 8, 2024
application-logging reduced setup friction for our internal harness; good balance of opinion and flexibility.
- ★★★★★Shikha Mishra· Dec 4, 2024
application-logging has been reliable in day-to-day use. Documentation quality is above average for community skills.
- ★★★★★Diya Dixit· Dec 4, 2024
We added application-logging from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.
- ★★★★★Mateo Lopez· Nov 27, 2024
Registry listing for application-logging matched our evaluation — installs cleanly and behaves as described in the markdown.
- ★★★★★Yash Thakker· Nov 23, 2024
Keeps context tight: application-logging is the kind of skill you can hand to a new teammate without a long onboarding doc.
- ★★★★★Diya Abbas· Nov 23, 2024
application-logging fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.
- ★★★★★Sophia Brown· Nov 11, 2024
application-logging has been reliable in day-to-day use. Documentation quality is above average for community skills.
- ★★★★★Sakshi Patil· Nov 3, 2024
Solid pick for teams standardizing on skills: application-logging is focused, and the summary matches what you get after install.
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