When to activate: Strawberry, Graphene, GraphQL, subscriptions, dataloaders, N+1, schema-first design
Python patterns for system reliability — background jobs and task queues (Celery, async), resilience and recovery (retries, backoff…
When to activate: Python logging, structlog, JSON logs, correlation IDs, log levels, observability setup
When to activate: scikit-learn, machine learning pipelines, feature engineering, model evaluation, cross-validation
Complete Python Cloudflare deployment system.
Facilitates the creation of high-performance Python bindings for Rust cores using PyO3 and idiomatic wrapper patterns.
When to activate: Python security review, OWASP, SQL injection, secrets management, authentication, cryptography
Use this when authoring integration tests against a real backend (PostgreSQL, Redis, Kafka, MinIO, NATS, MongoDB), debugging slow or flaky…
Use pytest as the testing framework for its powerful features and clean syntax. pytest automatically discovers tests following these…
AI/ML Python code tutor that provides actionable hints for writing pythonic, high-performance, modern code.
Architects distributable Python desktop tools and web-ready applications using a lightweight five-layer structure with FastAPI, pywebview…
Force Python versions via uv for cloud compatibility.
Fully sharded data-parallel training for large models.
Microsoft Q# skill for quantum algorithm development with the Q# language and Azure Quantum integration
Browser-based QA combining Chrome MCP control with Python analysis tools.
Structured QA of a completed change against its Jira ticket — diff review vs TA/AC, approved checklist, browser-assisted checks, pass/fail…
Implement the "handoff context" produced by qa-discovery in concrete test code. Use it ONLY when a developer has already…
Interactive QA session where user reports bugs or issues conversationally, and the agent files GitHub issues.
Multi-agent QA review team for code changes.
Generate QA test cases from branch diff and PR body for manual testing handoff.
Systematically QA test a web application and fix bugs found. (gstack)