Skills for your AI
Adds structured logging, metrics, correlation IDs, and OpenTelemetry tracing to Python apps and helps debug production issues from logs, metrics, and traces. Use when instrumenting a Python service or diagnosing a production incident.
Guides IT project managers through quality assurance work including process review, metrics, audits, test planning, risk assessment, UAT, continuous improvement, test data, defect tracking, and CI/CD. Use when the user asks to review QA processes, define quali
Exports promoted checkpoints into deployment formats (merged safetensors, LoRA-only, GGUF with imatrix, FP8) and smoke-tests the artifact in its real runtime. Use when a checkpoint has a PROMOTE verdict and needs a target-specific export, format selection, or
Builds, modernizes, and optimizes Rails 8.1 applications using Rails conventions, Hotwire, and RSpec. Use when planning Rails architecture, implementing features, fixing slow pages, upgrading legacy Rails versions, adding tests, building real-time Turbo featur
Runs a fixed release checklist covering pre-flight checks, release staging, post-deploy monitoring, rollback readiness, and release history. Use when preparing, staging, watching, or reviewing a software release.
Analyzes a codebase and generates Render Blueprint (render.yaml) files, selects deployment methods, verifies prerequisites, and guides deployment to Render. Use when deploying an app to Render, generating or validating a render.yaml, setting up Render MCP, or
Turns incident reports, inspection data, procedures, and site details into hazard checklists, risk assessment templates, investigation protocols, and trend analyses for health and safety specialists. Use when reviewing incident patterns, building inspection or
Builds a decision-grade root-cause Pareto for downtime, defects, complaints, or delays with unit-of-measure discipline, category hygiene, exposure normalization, and stability checks. Use when the user supplies incident, defect, complaint, or delay data and wa
Analyzes production incidents with Rootly data to gather context, find similar past incidents, suggest solutions, coordinate on-call engineers, plan remediation, and document resolutions. Use when given an incident ID or production issue description, when find
Turns workplace safety data into structured hazard analyses, risk assessments, control evaluations, JSAs, incident investigations and compliance reports. Use when a safety engineer needs hazards identified from incident or inspection data, risks scored and pri
Supports the full risk assessment lifecycle—hazard identification, risk ranking, control measures, documentation, compliance, training, and incident investigation—for health and safety specialists. Use when identifying workplace hazards, prioritizing risks, de
Triages deployment failures, fixes CI/CD pipeline and build issues, enforces security and reliability standards, plans monitoring and rollbacks, and debugs systematically. Use when a deployment fails, a build breaks, pipelines need hardening, or rollback and m
Comprehensive DevOps skill for CI/CD, infrastructure automation, containerization, and cloud platforms (AWS, GCP, Azure). Includes pipeline setup, infrastructure as code, deployment automation, and monitoring. Use when setting up pipelines, deploying applicati
Generates CI/CD pipeline configs, Terraform modules, deployment and Kubernetes manifests, Dockerfiles, and DevOps quality reports as reviewable drafts. Use when the user asks to set up a pipeline, scaffold infrastructure as code, generate deployment or contain
ML engineering skill for productionizing models, building MLOps pipelines, and integrating LLMs. Covers model deployment, feature stores, drift monitoring, RAG systems, and cost optimization. Use when the user asks about deploying ML models to production, sett
Manages Railway services — checking status, renaming, changing icons, linking, and creating services from Docker images. Use when the user asks about Railway service health or deployments, wants to rename a service or change its icon, switch the linked service
Pre-production audit that scans a codebase for security, database, deployment, code quality, AI/LLM, dependency, frontend, and observability issues. Intercepts deploy commands and blocks until critical items pass. Stack-agnostic. Use for "run ship gate", "am I
Builds and runs SimPy discrete-event simulations of queues, resources, and timed processes, from model design through code, monitoring, and results analysis. Use when the user wants to simulate a system with resource contention, such as a bank with tellers, a
Provides practical guidance on coding, debugging, testing, version control, security, documentation, agile practices, CI/CD, design patterns, and developer learning resources. Use when an IT specialist asks for help optimizing code, debugging errors, setting u
Checks Railway project status, deployments, and uptime for a linked project using the Railway CLI. Use when the user asks for Railway status, deployment state, uptime, or before any Railway operation in this directory.
Analyzes and optimizes Supabase realtime WebSocket connections, subscriptions, and monitoring, and diagnoses connection failures. Use when realtime latency, throughput, or dropped connections need investigation, when subscription filters must be optimized, whe
Prepares crisis communication, risk assessment, response planning, sentiment monitoring, training, post-crisis analysis, legal guidance, reputation recovery, and hotline support for Senior Vice Presidents. Use when planning or running crisis response, drafting
Analyzes logs, metrics, alerts, and infrastructure data to detect anomalies and recommend actions for IT monitoring. Use when reviewing logs, tracking performance or uptime, checking hardware or network health, detecting security incidents, optimizing database
Guides technology integration assessments covering data analysis, vendor evaluation, cost-benefit, risk, compatibility, change management, implementation planning, training, performance monitoring, and workflow optimization. Use when a service manager needs to
