timothywarner-org

Kubernetes workload patterns, resource management, RBAC, probes, autoscaling, ConfigMap/Secret handling, and kubectl debugging for production-grade deployments. Use when writing or reviewing Kubernetes manifests (Deployments, Services, Ingress, Jobs),…

Ship a Python generative-AI app to Azure the keyless way, using DefaultAzureCredential and azd. Use when deploying a Python GenAI service, wiring an Azure OpenAI client without API keys, provisioning managed identity for Azure compute, running a pre-deploy…

Score a Python generative-AI app's outputs on groundedness, relevance, coherence, and safety before it ships. Use when building a prompt-eval harness, writing eval cases for a GenAI feature, gating a deploy on quality thresholds, or measuring whether model…

Use when authoring, reviewing, or refactoring Azure Bicep code. Triggers on Bicep module design, Azure Verified Modules (AVM) selection, landing zone IaC, .bicepparam parameter files, what-if deployment validation, bicepconfig.json linting, GitHub Actions…

Audit the CLAUDE.md hierarchy in a repo for drift between what each CLAUDE.md claims and what's actually on disk. Validates that referenced file paths still exist, flags voice violations (em dashes, "ask" as a noun), and checks the ground-truth facts block…

Review uncommitted local changes in the current git working tree for bugs, smells, missing tests, and CLAUDE.md voice violations. Use when the user asks to "review my changes", "look at my diff", "check my staged changes", "code review my working tree", or…

Scaffold production-ready Python MCP servers using FastMCP. Use when creating new MCP servers, initializing MCP projects, generating server boilerplate, or setting up MCP development environments. Supports all MCP primitives (tools, resources, prompts) with…

Author, refactor, validate, and deploy Azure infrastructure as code in Bicep (preferred) and ARM JSON. Use when creating or editing .bicep / .bicepparam files, designing modules, decompiling or migrating ARM templates to Bicep, wiring what-if and…

Build Model Context Protocol (MCP) servers in Python (FastMCP), JavaScript, or TypeScript. Use when creating new MCP servers, adding tools/resources/prompts, configuring transports (stdio/HTTP), or debugging MCP protocol issues. Triggers on requests for MCP…

Develop and extend the WARNERCO Robotics Schematica system - an agentic RAG application with FastAPI, FastMCP, LangGraph orchestration, and 3-tier memory (JSON/Chroma/Azure AI Search). Use when working on the schematica backend, adding schematics, modifying…

use the Azure CLI to interact with Azure resources.

Expert assistant for developing Model Context Protocol (MCP) servers in Python using FastMCP, mcp package, Pydantic, and async patterns. Use when building MCP tools, resources, prompts, or debugging Python MCP server issues.

Formats Markdown files for consistent heading levels and list styles.

Runs the project linter and reports style issues. Used after code changes to ensure consistency.

Checks deployment readiness by verifying build status and test results before proceeding.

Runs project linting and reports issues. Used after code changes to ensure style compliance.

Generate GH-300 practice questions that feel like the real exam without copying it. Every item is grounded in current Microsoft Learn content, uses modern Copilot terminology, and follows Microsoft-style exam item rules (scenario-first, plausible distractors,…

Create short GH-300 practice exercises (10-20 minutes) that are executable and self-validating. Every exercise includes prerequisites, exact tasks, validation steps, expected outcomes, and rollback. Use when the user asks for a hands-on exercise, practice…

Generates a personalized GH-300 study plan based on the user's self-assessed confidence across exam skill areas, prioritizing weak areas with estimated hours and Microsoft Learn links. Use when the user asks for a study plan, is unsure what to study, or wants…

Generate AB-100 practice questions that feel like the real exam without copying it. Every item is grounded in current Microsoft Learn content, uses modern Microsoft product names (Microsoft Foundry, Copilot Studio, Microsoft Entra ID), and follows the…

Create short AB-100 practice labs (15-25 minutes) that are executable and self-validating. Every lab includes prerequisites, exact tasks, validation steps, expected outputs, and cleanup. Scope covers agent design walkthroughs, Copilot Studio authoring,…

Generates a personalized AB-100 study plan based on the user's self-assessed confidence across the three AB-100 domains, prioritizing weak areas with estimated hours and Microsoft Learn module links. Use when the user asks for a study plan, is unsure what to…

Generate AB-900 practice questions that feel like the real exam without copying it. Every item is grounded in current Microsoft Learn content, uses modern M365 and Purview terminology, and follows Microsoft-style exam item rules (scenario-first, plausible…

Generate realistic 5-10 minute admin scenario walkthroughs through M365 admin centers. Each walkthrough is a guided simulation of a real AB-900 admin task with numbered steps, exact navigation paths, correct settings, and exam relevance notes.

Generates a personalized AB-900 study plan based on the user's self-assessed confidence across the three exam domains, prioritizing weak domains with estimated hours and Microsoft Learn module links.

Generate AZ-104 practice questions that feel like the real exam without copying it. Every item is grounded in current Microsoft Learn content, uses modern Azure terminology, and follows Microsoft-style exam item rules (scenario-first, plausible distractors,…

Create short AZ-104 practice labs (10-20 minutes) that are executable and self-validating. Every lab includes prerequisites, exact tasks, validation steps, expected outputs, and cleanup. Use when the user asks for a hands-on lab, practice exercise, or guided…

Generates a personalized AZ-104 study plan based on the user's self-assessed confidence across exam skill areas, prioritizing weak areas with estimated hours and Microsoft Learn module links. Use when the user asks for a study plan, is unsure what to study,…

Create guided hands-on CKA practice labs (15-30 minutes) that run on kind clusters. Every lab includes prerequisites, step-by-step instructions with explanations, validation gates, troubleshooting tips, and cleanup. Use when the user asks for a hands-on lab,…

Generate CKA exam-realistic practical scenarios that match the format, difficulty, and style of real CKA performance-based tasks. Each scenario presents a task the candidate must complete using kubectl commands against a Kubernetes cluster. Use when the user…

Generates a personalized CKA study plan based on the user's self-assessed confidence across the five exam domains, prioritizing weak areas with estimated hours and Kubernetes documentation links. Use when the user asks for a study plan, is unsure what to…

Create short AI-901 practice labs (15-25 minutes) that are executable and self-validating. Every lab includes prerequisites, exact tasks, validation steps, expected outputs, and cleanup. Scope covers Microsoft Foundry portal builds, Foundry Python SDK client…

Generate AI-901 practice questions that feel like the real Microsoft Azure AI Fundamentals exam without copying it. Every item is grounded in current Microsoft Learn content, uses modern Microsoft product names (Microsoft Foundry, Azure AI Language, Azure AI…

Generates a personalized AI-901 study plan based on the learner's self-assessed confidence across the two AI-901 domains and their sub-areas, prioritizing weak areas with estimated hours, Microsoft Learn module links, and the matching Microsoft Press video…

Generate AI-901 practice questions that feel like the real Microsoft Azure AI Fundamentals exam without copying it. Every item is grounded in current Microsoft Learn content, uses modern Microsoft product names (Microsoft Foundry, Azure AI Language, Azure AI…

Create short AI-901 practice labs (15-25 minutes) that are executable and self-validating. Every lab includes prerequisites, exact tasks, validation steps, expected outputs, and cleanup. Scope covers Microsoft Foundry portal builds, Foundry Python SDK client…

Generates a personalized AI-901 study plan based on the learner's self-assessed confidence across the two AI-901 domains and their sub-areas, prioritizing weak areas with estimated hours, Microsoft Learn module links, and the matching Microsoft Press video…

Azure cloud development and operations. Use for ANY Azure task including infrastructure provisioning, data access, compute deployment, monitoring, networking, and security. CRITICAL - For deployments, ALWAYS use azd (Azure Developer CLI), NEVER use az CLI for…

Expert skill for teaching LangGraph - the orchestration framework for stateful AI agents. Covers StateGraph, nodes, edges, conditional routing, checkpointing, human-in-the-loop, and multi-agent patterns. Invoke when users ask about LangGraph, building agent…

Orchestrate the test-writer, qa-reviewer, and security-reviewer subagents to cover several user flows of the AI Skill Path Picker app AT ONCE. Use whenever Tim wants to demonstrate parallel subagents on stage, or needs end-to-end Playwright coverage across…

Procedural recipe for generating a Playwright end-to-end spec from a described user flow. Use whenever Claude Code is asked to write a Playwright test for the AI Skill Path Picker app — the test-writer subagent invokes this Skill as its working procedure.…