npx skills add https://github.com/boristane/agent-skills --skill logging-best-practicesHow Logging Best Practices fits into a Paperclip company.
Logging Best Practices drops into any Paperclip agent that handles this kind of work. Assign it to a specialist inside a pre-configured PaperclipOrg company and the skill becomes available on every heartbeat — no prompt engineering, no tool wiring.
Pre-configured AI company — 18 agents, 18 skills, one-time purchase.
SKILL.md127 linesExpandCollapse
---name: logging-best-practicesdescription: Logging best practices focused on wide events (canonical log lines) for powerful debugging and analyticslicense: MITmetadata: author: boristane version: "1.0.0"--- # Logging Best Practices Skill Version: 1.0.0 ## Purpose This skill provides guidelines for implementing effective logging in applications. It focuses on **wide events** (also called canonical log lines) - a pattern where you emit a single, context-rich event per request per service, enabling powerful debugging and analytics. ## When to Apply Apply these guidelines when:- Writing or reviewing logging code- Adding console.log, logger.info, or similar- Designing logging strategy for new services- Setting up logging infrastructure ## Core Principles ### 1. Wide Events (CRITICAL) Emit **one context-rich event per request per service**. Instead of scattering log lines throughout your handler, consolidate everything into a single structured event emitted at request completion. ```typescriptconst wideEvent: Record<string, unknown> = { method: 'POST', path: '/checkout', requestId: c.get('requestId'), timestamp: new Date().toISOString(),}; try { const user = await getUser(c.get('userId')); wideEvent.user = { id: user.id, subscription: user.subscription }; const cart = await getCart(user.id); wideEvent.cart = { total_cents: cart.total, item_count: cart.items.length }; wideEvent.status_code = 200; wideEvent.outcome = 'success'; return c.json({ success: true });} catch (error) { wideEvent.status_code = 500; wideEvent.outcome = 'error'; wideEvent.error = { message: error.message, type: error.name }; throw error;} finally { wideEvent.duration_ms = Date.now() - startTime; logger.info(wideEvent);}``` ### 2. High Cardinality & Dimensionality (CRITICAL) Include fields with high cardinality (user IDs, request IDs - millions of unique values) and high dimensionality (many fields per event). This enables querying by specific users and answering questions you haven't anticipated yet. ### 3. Business Context (CRITICAL) Always include business context: user subscription tier, cart value, feature flags, account age. The goal is to know "a premium customer couldn't complete a $2,499 purchase" not just "checkout failed." ### 4. Environment Characteristics (CRITICAL) Include environment and deployment info in every event: commit hash, service version, region, instance ID. This enables correlating issues with deployments and identifying region-specific problems. ### 5. Single Logger (HIGH) Use one logger instance configured at startup and import it everywhere. This ensures consistent formatting and automatic environment context. ### 6. Middleware Pattern (HIGH) Use middleware to handle wide event infrastructure (timing, status, environment, emission). Handlers should only add business context. ### 7. Structure & Consistency (HIGH) - Use JSON format consistently- Maintain consistent field names across services- Simplify to two log levels: `info` and `error`- Never log unstructured strings ## Anti-Patterns to Avoid 1. **Scattered logs**: Multiple console.log() calls per request2. **Multiple loggers**: Different logger instances in different files3. **Missing environment context**: No commit hash or deployment info4. **Missing business context**: Logging technical details without user/business data5. **Unstructured strings**: `console.log('something happened')` instead of structured data6. **Inconsistent schemas**: Different field names across services ## Guidelines ### Wide Events (`rules/wide-events.md`)- Emit one wide event per service hop- Include all relevant context- Connect events with request ID- Emit at request completion in finally block ### Context (`rules/context.md`)- Support high cardinality fields (user_id, request_id)- Include high dimensionality (many fields)- Always include business context- Always include environment characteristics (commit_hash, version, region) ### Structure (`rules/structure.md`)- Use a single logger throughout the codebase- Use middleware for consistent wide events- Use JSON format- Maintain consistent schema- Simplify to info and error levels- Never log unstructured strings ### Common Pitfalls (`rules/pitfalls.md`)- Avoid multiple log lines per request- Design for unknown unknowns- Always propagate request IDs across services References:- [Logging Sucks](https://loggingsucks.com)- [Observability Wide Events 101](https://boristane.com/blog/observability-wide-events-101/)- [Stripe - Canonical Log Lines](https://stripe.com/blog/canonical-log-lines)1password
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