pipeline-conventions

What problem does it solve?

This Skill helps teams write and review code for the real-time anomaly detection pipeline without drifting from the project’s required service patterns, runtime behavior, or operational safeguards.

Core Features & Use Cases

• Project-wide conventions: Applies the same rules for imports, logging, environment variables, health checks, shutdown handling, and service startup across all microservices.
• Production guardrails: Preserves critical implementation details such as Kafka error handling, Redis usage, River model ordering, Faust compatibility, and TimescaleDB indexing rules.
• Operational consistency: Supports service code reviews, bug fixes, and new implementation work for producer, feature engineering, inference, drift detection, retraining, and alerting components.

Quick Start

Use this skill to review or draft code for any pipeline service while enforcing the repository’s required logging, shutdown, health, and environment-variable conventions.