Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.
Score 70/100
Python performance profiling and optimization: bottleneck detection, memory tuning, benchmarking
Score 70/100
Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottlenecks, or improving…
Score 70/100
Python data processing pipelines with modular architecture. Use when building content processing workflows, implementing dispatcher patterns, integrating Google Sheets/Drive APIs,…
Score 70/100
Generate PowerPoint decks programmatically from data using the python-pptx library. Best for templated decks — per-customer reports, weekly metrics, batched architecture summaries…
Score 70/100
Master Python 3.12+ with modern features, async programming, performance optimization, and production-ready practices.
Score 70/100
Python-specific idioms, philosophy, and expert-level patterns. Use when working with Python code, including Jupyter notebooks (.ipynb).
Score 70/100
Modern Python project architecture guide for 2025. Use when creating Python projects (APIs, CLI, data pipelines). Covers uv, Ruff, Pydantic, FastAPI, and async patterns.
Score 70/100
Creates Python projects with proper structure, virtual environments, and dependency management. Use when users request to create a new Python project, set up a Python development…
Score 70/100
Python project organization, module architecture, and public API design. Use when setting up new projects, organizing modules, defining public interfaces with __all__, or planning…
Score 70/100
Resolves Python package dependencies using the PyPI JSON API and pip resolver algorithm. Generates locked requirements files and checks compatibility across Python version markers…
Score 70/100
End-to-end skill for building, testing, linting, versioning, and publishing a production-grade Python library to PyPI.
Score 70/100
Indexes Python package documentation using the PyPI JSON API and Read the Docs API. Builds searchable reference catalogs with function signatures, type hints, and usage examples.
Score 70/100
pytest testing patterns for Python. Triggers on: pytest, fixture, mark, parametrize, mock, conftest, test coverage, unit test, integration test, pytest.raises.
Score 70/100
Python resilience patterns including automatic retries, exponential backoff, timeouts, and fault-tolerant decorators.
Score 70/100
Python resource management with context managers, cleanup patterns, and streaming. Use when managing connections, file handles, implementing cleanup logic, or building streaming…
Score 70/100
Use when building or reviewing service, job, or CLI runtime behavior in Python — designing startup validation, shutdown sequences, observability, and structured logging.
Score 70/100
Python SDK for inference.sh - run AI apps, build agents, and integrate with 150+ models. Package: inferencesh (pip install inferencesh).
Score 70/100
Python patterns for CLI tools, async concurrency, and backend services. Use when working with Python code, building CLI apps, FastAPI services, async with asyncio, background…
Score 70/100
Comprehensive Python programming guidelines based on Google's Python Style Guide. Use when Claude needs to write Python code, review Python code for style issues, refactor Python…
Score 70/100
Python testing patterns: pytest setup, fixtures, TDD, mocking, async tests, and integration tests
Score 70/100
Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development.
Score 70/100
Use when managing Python packages, virtual environments, or linting and formatting Python code
Score 70/100
Measures and improves Python type annotation coverage using mypy --html-report and pyright type completeness scoring.
Score 70/100
Python type safety with type hints, generics, protocols, and strict type checking. Use when adding type annotations, implementing generic classes, defining structural interfaces,…
Score 70/100
Use when defining or evolving public interfaces, schema boundaries, or pydantic usage in Python. Also use when annotations are missing on public APIs, pydantic models appear…
Score 70/100
Python type hints and type safety patterns. Triggers on: type hints, typing, TypeVar, Generic, Protocol, mypy, pyright, type annotation, overload, TypedDict.
Score 70/100
Guidelines for Python dependency management using uv, the fast Python package installer and resolver.
Score 70/100
Python virtual environment management, dependency handling, and project setup automation.
Score 70/100
Use when preparing branches, commits, or PRs for Python changes — scoping work, running validation gates, and ensuring merge readiness.
Score 70/100
Python workspace for MQL5 integration. TRIGGERS - MetaTrader 5 Python, mt5 package, MQL5-Python setup.
Score 70/100
UTF-8 JSON file I/O utilities to avoid Windows encoding issues (CP-1252 vs UTF-8)
Score 70/100
中文优先：用于PyTorch模式相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: PyTorch deep learning patterns and best practices for building robust, efficient, and reproducible training pipelines,…
Score 70/100
Provides guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework.
Score 70/100
When to reach for PyWry MCP tools (native webview rendering, Plotly, TradingView, AgGrid, chat) instead of writing Flask/Streamlit/Dash/Electron code.
Score 70/100
You MUST use this for testing and quality decisions - test strategy, test plans, bug analysis, testing frameworks, coverage gaps, and quality assurance processes.
Score 70/100
Generate comprehensive test plans, manual test cases, regression test suites, and bug reports for QA engineers. Includes Figma MCP integration for design validation.
Score 70/100
Design, audit, and improve QA and test strategy for software, games, websites, products, and launches.
Score 70/100
Garante cobertura 100% dos cenários de qualquer funcionalidade do projeto. Constrói matriz de cenários obrigatória antes de escrever qualquer teste.
Score 70/100
High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search, hybrid search with…
Score 70/100
Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE', 'which deployment option',…
Score 70/100
Guides embedding model migration in Qdrant without downtime. Use when someone asks 'how to switch embedding models', 'how to migrate vectors', 'how to update to a new model',…
Score 70/100
Review and resolve PR issues with Qodo - get AI-powered code review issues and fix them interactively (GitHub, GitLab, Bitbucket, Azure DevOps)
Score 70/100
Comprehensive guide for developing cross-platform desktop applications with Qt in C++, including Qt5/Qt6, CMake, signals/slots, widgets, QML, threading, and deployment.
Score 70/100
Quality assurance and continuous improvement for software projects. Covers Deming's 14 Points for Management, PDCA cycle (Plan-Do-Check-Act), Six Sigma DMAIC, total quality…
Score 70/100
Comprehensive quality validation specialist ensuring production readiness through evidence-based testing.
Score 70/100
Generate comprehensive quality report with metrics and verification. Produces final CHAPTER_XX_VERIFICATION.md and quality_metrics.json for deployment approval.
Score 70/100
Access QuickBooks Online API for invoices, payments, customers, and bills. Covers OAuth token auto-refresh, API queries, and Supabase ingest.
Score 70/100
QuickNode ci integration — blockchain RPC and Web3 infrastructure integration. Use when working with QuickNode for blockchain development.
Score 70/100
Diagnose and fix QuickNode RPC errors: nonce issues, gas failures, rate limits. Use when encountering blockchain RPC errors, failed transactions, or connection issues.
Score 70/100
QuickNode core workflow a — blockchain RPC and Web3 infrastructure integration. Use when working with QuickNode for blockchain development.
Score 70/100
Work with NFT and token APIs via QuickNode: metadata, balances, transfer history. Use when building NFT or token features, checking balances, or tracking transfers.
Score 70/100
QuickNode cost tuning — blockchain RPC and Web3 infrastructure integration. Use when working with QuickNode for blockchain development.
Score 70/100
QuickNode debug bundle — blockchain RPC and Web3 infrastructure integration. Use when working with QuickNode for blockchain development.
Score 70/100
QuickNode deploy integration — blockchain RPC and Web3 infrastructure integration. Use when working with QuickNode for blockchain development.
Score 70/100
QuickNode hello world — blockchain RPC and Web3 infrastructure integration. Use when working with QuickNode for blockchain development.
Score 70/100
QuickNode install auth — blockchain RPC and Web3 infrastructure integration. Use when working with QuickNode for blockchain development.
Score 70/100
QuickNode local dev loop — blockchain RPC and Web3 infrastructure integration. Use when working with QuickNode for blockchain development.
Score 70/100
QuickNode performance tuning — blockchain RPC and Web3 infrastructure integration. Use when working with QuickNode for blockchain development.
Score 70/100
QuickNode prod checklist — blockchain RPC and Web3 infrastructure integration. Use when working with QuickNode for blockchain development.
Score 70/100