Use when the user asks for an AWS architecture diagram — VPC/networking, event-driven, landing zone, multi-AZ, serverless pipeline, or any diagram built with AWS service icons. Builds with the declarative layout engine using ground-truth mxgraph.aws4 stencils, validates (stencils/colors/nesting/geometry), runs a…
Use when the user asks for a BPMN diagram, swimlane diagram, business process map, or workflow diagram with roles/lanes and phases. Builds with the declarative layout engine using canonical mxgraph.bpmn stencils (events, gateways, typed tasks) in horizontal swimlanes (pool → lanes × phases), validates (BPMN semantic…
Use when the user asks for a Databricks lakehouse architecture diagram — medallion architecture (Bronze/Silver/Gold), Delta Lake, Unity Catalog, workspace deployment, data-plane/control-plane, or any diagram built with Databricks icons. Builds with the declarative layout engine using ground-truth stencils, validates…
Use when working with the language provider binaries maintained by agent-semantic-protocols, including asp hook install, compact semantic search flow, and non-JSON agent command guidance.
Authoritative architectural auditor for the CyberXiuXian Workshop. Activates when performing project audits, code reviews, or enforcing modularity and zero-copy standards across Rust and Python.
Read, explain, create, and edit BPMN 2.0 business-process diagrams (.bpmn XML). Use this whenever the user opens, reviews, summarizes, models, or modifies a process/workflow as BPMN - including swimlanes, pools, lanes, gateways, tasks, events, sequence flows, or boundary events. Trigger even when the user does not say…
Generate well-formed, valid BPMN 2.0 XML files compatible with BPMN 2.0-compliant process engines. Use this skill whenever the user asks to create, write, design, model, or define a business process, workflow, or BPMN diagram — even if they just describe a flow in plain language ("I need a process that does X then…
Creates optimized multi-stage Dockerfiles for any language or framework. Use when building, reviewing, or refactoring Dockerfiles, container images, or Docker Compose configurations. Covers stage structure, base image selection, layer caching, security hardening, and healthchecks.
Generates professional pytest unit test suites for Python source files, ensuring >90% line and branch coverage per file. Analyzes modules with AST inspection to discover all classes, methods, and functions, then produces well-structured tests following the AAA pattern with fixtures, parametrize, mocking, and…
Enforces Python 3.13 code style, logging rules, type annotations, design patterns, testing strategy, and clean code principles for the appkit project. Use when writing, reviewing, or refactoring Python code, creating new modules, or adding tests.