context-engineering

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 deployment-stack workflows, hardening IaC for security (managed identity, private endpoints, no secrets in templates), or generating GitHub Actions pipelines that deploy Bicep. Triggers on "write a Bicep module", "convert this ARM template", "deploy this to a resource group", "what-if", "bicepparam", "az deployment", or any Azure infrastructure-as-code authoring request.

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 development, AI tool creation, or Claude Desktop integration.

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 the LangGraph flow, updating dashboards, or deploying to Azure.

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.