appkit-bpmn-server

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 comprehensive edge cases. Use when asked to write unit tests, create a test suite, generate pytest tests, improve coverage, or test Python modules, classes, or functions — even if the user does not explicitly mention "pytest" or "coverage". Also use when CI pipelines report low test coverage.

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.