ACTIVATE when designing PHP classes, value objects, collections, or when the user asks about object design, encapsulation, or 'Tell Don't Ask' in PHP.
PHP 8.4+ patterns: readonly classes/properties, enums, named arguments, match expressions, value objects, repository pattern, service layer with command/handler, Laravel…
PHP Point of Sale integration. Manage Organizations. Use when the user wants to interact with PHP Point of Sale data.
Run Drupal 11 pre-build quality gates with dual-source validation (lint, PHPCS, PHPStan, PhpStorm CLI inspections, PHPUnit) in strict, changed-file, module-scoped, theme-scoped,…
Use when building PHP applications with modern PHP 8.3+ features, Laravel, or Symfony frameworks. Invokes strict typing, PHPStan level 9, async patterns with Swoole, and — from…
PHP 8.2+ specialist with expertise in modern patterns, Composer ecosystem, and enterprise PHP development.
Use when setting up or tuning static analysis, automated refactoring, and code-style enforcement on a framework-agnostic PHP project.
PHP coding rules from ai-toolkit: coding-style, frameworks, patterns, security, testing. Triggers: .php, composer.json, Laravel, Symfony, PHPUnit, PSR-12, Composer.
Use when the user says 'create service', 'new service class', or needs a PHP service following SOLID principles with proper DI and repository usage.
Use when setting up a PHP package, choosing a coding style, wiring autoloading, or selecting PSR interfaces — PSR-4 autoloading, PER Coding Style 3.0 vs PSR-12, the active PSR…
Strukturalna nawigacja i refaktoryzacja kodu PHP z użyciem phpactor, Rectora oraz opcjonalnego formatowania php-cs-fixer po transformacji.
Audit PHP engine deserialization surface (unserialize, session decoders, WDDX, phar metadata, custom ce->unserialize handlers, Serializable implementers, magic-method dispatch…
Step-by-step PHP version upgrade playbook for PHP 8.0 through 8.4+ with automated tooling. Use when the user asks to upgrade PHP to a new version, check PHP compatibility, fix…
Guide for building web apps with the Ping Orchestration JavaScript SDK (also referred to as the Ping Identity JavaScript SDK, formerly the ForgeRock JavaScript SDK /…
Generisches Plugin-System fuer Python-Anwendungen. Auto-Discovery, Validierung, Fehlertoleranz. Zero Dependencies (nur Python stdlib).
Build PowerPoint decks headless with python-pptx. Pairs with excel-author for model-backed decks where every number traces to a workbook cell.
Generate Japanese PowerPoint presentations using python-pptx with proper fonts (游ゴシック/Meiryo), business layouts, and Japanese color schemes.
Inspect Rust workspace changes, draft release PRs, bump versions, and assemble changelogs before publishing.
Presentation Automation: python-pptx, Google Slides API, automated slide generation from data and templates
MUST USE for ANY work on .py .pyi .rs .ts .tsx .mts .cts .go files. One philosophy: strict types, modern stacks (Pydantic v2 / serde+thiserror / Zod / gin+sqlc+pgx+slog), modern…
Read-only diagnosis workflow for Python services whose external HTTP or WebSocket readiness differs between manual tests and service runtime behind a proxy.
Formal screening protocol for the reference base's untrusted publications bucket, run before any publication's content informs corpus work.
Production-grade multi-threaded Rust vanity address generator for Solana — 100K+ keys/sec using Rayon parallel iterators with solana-sdk, Base58 pattern matching, prefix/suffix…
Builds headless Chrome scraping pipelines using PuppeteerSharp for .NET environments. Handles JavaScript-rendered SPAs, Cloudflare challenge bypass via stealth plugins, and…
Obfuscate / protect Python source before shipping it, and verify the obfuscated output still runs. Use when the user wants to protect, obfuscate, harden, or "make it hard to read…
Django project layout, ORM models, migrations, DRF serializers, viewsets, Celery tasks, admin customization
MaaNTE Python 自定义动作（CustomAction）编写指南。覆盖 agent/custom/action/ 下的 Python 代码的架构、注册、命名、maafocus 用户消息、日志、Controller API、Pipeline 集成、错误处理等编码规范和模式参考。在编写、修改或审查 Python 自定义动作，或需要了解 agent…
Common Python anti-patterns to avoid. Use as a checklist when reviewing code, before finalizing implementations, or when debugging issues that might stem from known bad practices.
Deploy Python (Flask/Django/FastAPI) code to Azure App Service Linux. WHEN: \"Flask App Service\", \"Django App Service\", \"FastAPI App Service\", \"deploy Python to App…
Async Python patterns and concurrency: async APIs, I/O-bound apps, rate limiting, context managers
Use when when extending MSMetaEnhancer with a new local chemical transformation (e.g., SMILES to InChI) that should execute non-blockingly within an asynchronous annotation…
Python asyncio patterns for concurrent programming. Triggers on: asyncio, async, await, coroutine, gather, semaphore, TaskGroup, event loop, aiohttp, concurrent.
Python asyncio patterns for concurrent programming. Triggers on: asyncio, async, await, coroutine, gather, semaphore, TaskGroup, event loop, aiohttp, concurrent.
Decide whether asyncio pays off, keep the event loop unblocked, and structure concurrency with TaskGroup and disciplined cancellation.
Use when debugging asyncio event-loop hangs, blocking calls inside coroutines, asyncio.gather vs TaskGroup choice, cancellation handling, structured concurrency, mixing sync and…
Auditoría de calidad, arquitectura y performance para proyectos Python (Based on FastAPI).
Build and operate Python Azure IoT Edge modules with robust messaging, deployment manifests, observability, and production readiness checks.
Python background job patterns including task queues, workers, and event-driven architecture. Use when implementing async task processing, job queues, long-running operations, or…
Provides Python patterns for type-first development with dataclasses, discriminated unions, NewType, and Protocol. Must use when reading or writing Python files.
Use when when you have mzPeak files (Parquet-based archives in uncompressed ZIP containers) or other PyArrow-compatible columnar formats containing mass spectrometry spectra, and…
Use when when you have a C++ library (such as OpenMS) with nanobind binding specifications in a designated bindings directory and need to create a Python module that exposes C++…
Python 生信编程工具 skill。用于 Biopython、pysam、cyvcf2、scikit-bio、Bio.PDB、Entrez、BLAST 解析、FASTA/GenBank/PDB/BAM/VCF 编程处理和自定义 Python 生信脚本设计。
Investigate and propose fixes for Python canary cron failures in the openinference repo. Use when the user mentions Python canary failures, Python cron failures, or when the…
Design and maintain Python CI workflows around uv, pytest, Ruff, mypy, package build checks, dependency caching, Python version matrices, and local-command parity.
Use when when you need to enable bracket notation (e.g., handler[5]) for random access to blocks within a large compressed or remote data source, or when you want to support both…
Complete Python Cloudflare deployment system. PROACTIVELY activate for: (1) Python Workers with Pyodide, (2) FastAPI on Workers, (3) Cloudflare Containers for heavy compu — from…
Complete Python Cloudflare deployment system. PROACTIVELY activate for: (1) Python Workers with Pyodide, (2) FastAPI on Workers, (3) Cloudflare Containers for heavy compu — from…
Reviews Python code for type safety, async patterns, error handling, and common mistakes. Use when reviewing .py files, checking type hints, async/await usage, or exception…
Python code style, linting, formatting, naming conventions, and documentation standards. Use when writing new code, reviewing style, configuring linters, writing docstrings, or…
Modern Python 3.12+ development with uv, ruff, and production-ready practices. Routes to specialized skills for frameworks and testing.
Choose threads, processes, or asyncio from workload shape, and use concurrent.futures without deadlocks.
Use when designing or reviewing concurrent Python code — selecting between asyncio, threads, or multiprocessing; structuring cancellation and deadline propagation; bounding…
Python configuration management via environment variables and typed settings. Use when externalizing config, setting up pydantic-settings, managing secrets, or implementing…
Apply Python project conventions — uv for deps and builds, Ruff strict (E, F, I, UP, B, SIM, PTH, PIE, RUF, T201, PLC0415), mypy strict, pytest with pytest-cov and pytest-asyncio,…
Python excellence specialist for type safety, async patterns, packaging, and idiomatic production codeUse when "python development, type hints, async python, pydantic models,…
Best practices for multi-step Python tasks including data analysis, HuggingFace datasets, token counting, and any task requiring state across multiple python() calls.
Data Architecture, Engineering, Science, Analytics, Visualization, และ Governance
Use when designing data ownership, validation boundaries, consistency models, or configuration strategy in Python.
Use when after executing a spatial analysis function (e.g., squidpy.gr.sepal) that modifies or augments a data object, verify that the expected output fields exist with correct…
SQLAlchemy and database patterns for Python. Triggers on: sqlalchemy, database, orm, migration, alembic, async database, connection pool, repository pattern, unit of work — from…