Observability skills

This skill helps you design and configure API gateways for routing, security, and performance across Kong, Nginx, AWS API Gateway, and Traefik.

This skill verifies features by analyzing structured JSON logs and real-time Docker monitoring, enabling rapid issue detection without test scripts.

This skill helps you design architecture focused on functionality, mapping user flows to APIs, data models, and observability for reliable systems.

This skill enforces inductive invariants at boundary points to prevent impossible states and improve reliability across systems.

This skill helps you design and operate production-grade AWS architectures by applying Well-Architected best practices across compute, storage, security, and

This skill helps you design and optimize SQLAlchemy ORM patterns, sessions, and queries for fast, scalable PostgreSQL-backed support systems.

This skill helps you master Redis state management for caching, sessions, pub/sub, and distributed locks to build scalable, real-time applications.

This skill guides you through building, deploying, and scheduling AI agents on VM0, from requirements to production with observable execution.

This skill enforces completion gates by verifying all work before closing tasks or phases, ensuring nothing is forgotten.

This skill adds observability to GEPA migrations by integrating gepa-observable with dashboards, LM call logging, and custom observers.

This skill helps you improve LLM prompts using GEPA, guiding dataset setup, grader creation, and DSPy code generation for optimization.

This skill helps you configure RFC-27 compliant logback settings for Java services, enabling environment-specific, rotation-ready logging with console and JSON

This skill helps implement RFC-34 compliant structured logging in Java services, enabling consistent JSON logs with required fields and contextual data.

This skill helps you manage runtime log levels for Java services with RFC-27 compliant dynamic control via portal or CLI.

This skill acts as a deadpan SRE agent that analyzes your observability data to identify root causes and support incident response.

This skill generates production-ready CEL code for Kubernetes admission policies, CRD validations, and security rules to enforce compliance.

This skill guides you through blameless postmortems, documenting incidents, root causes, and actionable preventions with owners and timelines.

This skill enables safe dynamic analysis of binaries by guiding QEMU/GDB/Frida workflows with human approval and sandbox safeguards.

This skill helps you plan SaaS architectures using the Fifteen-Factor framework, integrating API First, Telemetry, and Security for cloud-native apps.

This skill enables layered reasoning across strategic, tactical, and operational levels to design consistent systems and communicate across stakeholders.

This skill compiles binary analysis findings into structured reports, validating hypotheses and producing documented evidence for handoff and archival.