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orkcore-varmap
Answer questions about orkid's VarMap dynamic key-value container, svar128_t variant type, Python attribute access, nesting patterns, and how VarMap is used across the codebase (PropertySheet data, FSM vars, widget uservars, annotations). Use when the user asks about VarMap, dynamic properties, or the variant type system.
orklev2-compositor
Answer questions about orkid's compositor system, CompositingData/Scene/Technique, render nodes (Forward/Unlit/Picking), post-FX nodes (ACES/HSVG/Bloom/User), output nodes (Screen/RtGroup/VR/File), presets (ForwardPBR/Unlit/Picking), RtGroup render targets, and Python compositor bindings. Use when the user asks about compositing, post-processing, render targets, or rendering presets.
database-migrations
Database migration best practices for schema changes, data migrations, rollbacks, and zero-downtime deployments. Covers Alembic, Django, and raw SQL.
redis-patterns
Redis patterns for Python — caching, sessions, pub/sub, rate limiting, distributed locks, and integration with Django/FastAPI.
sqlalchemy-patterns
SQLAlchemy 2.0 patterns — ORM models, async sessions, relationships, queries, Alembic migrations, repository pattern, and performance optimization.
postgres-patterns
PostgreSQL database patterns for query optimization, schema design, indexing, and security.
orklev2-fxi
Answer questions about orkid's FxInterface (FXI), shader loading, technique/pass management, parameter binding (scalar/vector/matrix/texture), uniform blocks (UBO), storage buffers (SSBO), descriptor sets, raster state, compute shader access, and Python FXI bindings. Use when the user asks about shader binding, FXI, parameter upload, or uniform/storage buffers.
orkcore-python
Answer questions about orkid's Python binding system, pybind11 integration, type codec, VarMap bindings, gil_safe_pyobj, factory patterns (wfactory/uifactory), and module initialization. Use when the user asks about Python bindings, pybind11 patterns, GIL safety, or type conversion.
python-patterns
Pythonic idioms, PEP 8 standards, type hints, and best practices for building robust, efficient, and maintainable Python applications.
python-analytics
Python data analysis for healthcare analytics and medical imaging informatics
orkcore-fsm
Answer questions about orkid's hierarchical finite state machine (HFSM), states, transitions, predicated guards, FsmData/FsmInstance, FsmGroup, lambda callbacks, DOT visualization, and Python FSM bindings. Use when the user asks about state machines, FSM, HFSM, or state transitions.
orklev2-particles
Answer questions about orkid's dataflow-based particle system, emitters (nozzle/ring/line/elliptical), forces (gravity/turbulence/vortex/drag/attractors), renderers (sprite/streak/light), particle materials, pool management, and Python particle bindings. Use when the user asks about particles, emitters, forces, or particle rendering.
orklev2-dwi
Answer questions about orkid's DrawingInterface (DWI), 2D/3D quad rendering, line drawing, fullscreen quads, tiled quads, screen-space rendering helpers, and Python DWI bindings. Use when the user asks about 2D drawing, quad rendering, or screen-space primitives.
init-agents-config
Generate .agents.yml config from user answers. Provides tech stack templates for Rails, Python, Node, and Generic projects.
python-coder
Modern Python 3.12+ development with uv, ruff, and production-ready practices. Routes to specialized skills for frameworks and testing.
django-coder
Build Django applications with models, views, forms, templates, REST APIs, and modern Django 5.x patterns.
python-logging-best-practices
Python logging with loguru, structlog, and orjson. TRIGGERS - loguru, structlog, structured logging, JSONL logs, log rotation, secret redaction, OTel logging, lightweight logging, print logging, systemd logging.
doppler-workflows
Manage credentials and secrets through Doppler for publishing and deployment workflows. Use whenever the user needs to publish Python packages to PyPI, rotate AWS credentials, manage Doppler secrets, or configure credential pipelines for CI/CD. Do NOT use for 1Password vault operations or for secrets that are not managed through Doppler.
alembic-patterns
Alembic database migrations for Python applications - setup, auto-generation, manual migrations, and safe deployment patterns.