Simulate the execution of Prompton, a Python-like language where `prompt'...'` expressions evaluate to the result of the query inside the quotes.
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…
Python 3.14 enterprise standards — modern typing (PEP 649), immutable dataclasses, Protocol-based DI, asyncio discipline, pytest 9, psycopg + .sql files via importlib.resources.
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).
Write, edit, refactor, or review Python in easy-cheese with concise stdlib-first code, Python 3.12, self-contained .pyz packaging, and repository test and validation conventions.
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++…
PyO3 Python bindings for Kailash Rust — maturin, .pyi stubs, Value mapping, register_callback.
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…
Remove dead code, fix PEP 8 violations, add type hints, consolidate duplicates, and modernize Python codebases. Use when cleaning up Python projects.
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…
Code quality checks, linting, formatting, and type checking commands for the Agent Framework Python codebase.
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
Statistical modeling toolkit. OLS, GLM, logistic, ARIMA, time series, hypothesis tests, diagnostics, AIC/BIC, for rigorous statistical inference and econometric analysis.
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…
SQLAlchemy and database patterns for Python. Triggers on: sqlalchemy, database, orm, migration, alembic, async database, connection pool, repository pattern, unit of work — from…
Choose between dataclass, NamedTuple, and pydantic, and configure frozen, slots, and validation correctly.
Python アプリケーションのドメインモデル / DTO / API スキーマを Pydantic v2 で設計するとき。BaseModel、field_validator / model_validator、computed_field、model_config (frozen,…
Detect and remove unused Python code using vulture and ruff. Covers unused imports, variables, functions, classes, and unreachable code.
Debug Python scripts with proper error surfacing and working directory verification
Debug Python script execution failures by capturing full tracebacks and verifying working directory
Debug Python script execution failures by capturing full output with exit codes and verifying working directory before file operations
Systematically debug Python code using structured error analysis, logging inspection, and test-driven fixes
Master debugger for Python code with expertise in common errors, performance issues, and debugging tools
Use when debugging Python via pdb or remote debugpy (DAP). Triggers: pdb, debugpy, remote debug python.
负责《Paddle API 对齐 PyTorch 项目》中 Step2：API 代码修改，实施『Python 装饰器』方案。通过 Python 装饰器，在 Python 层为 Paddle API 实现参数名称、参数顺序、参数类型和参数用法的重载，实现 PyTorch 风格的 API 调用，并保持 Paddle API 的向后兼容性。
Write decorators that preserve signatures and compose cleanly, including parameterized and class-applied forms.
Resolves and visualizes Python package dependency graphs using pip, pipdeptree, and the PyPI JSON API.