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Run Python tests with readable assertions, fixtures, parametrization, and failure reports.

A Windows Python IDE pairing a script editor with an interpreter, debugger, project tools and unit-test interface.

Trace Python services and AI workflows with correlated OpenTelemetry data.

Render data-driven text and HTML from reusable templates with Python-inspired syntax.

Generate reference documentation from a Python project's modules and docstrings.

Run a Python project's configured test and lint commands in isolated environment matrices.

Compile suitable Python numerical functions to machine code when they are first called.

Convert colour spaces and model perception-related transformations in Python.

Python tutorials with paths, quizzes and exercises

Add formatted text, tables, syntax highlighting, and progress displays to Python terminal programs.

Build machine learning apps in Python

Build parameter-driven solid models with Python and retain their construction

Work with multidimensional arrays and vectorized numerical operations in Python.

Python self-study with advanced and numerical branches

Open-source Python library that turns long videos into clips and reframes them to 9:16.

Run analytical SQL in an embedded database from a local process or Python program.

A Python web framework with project structure for building complete server-side applications.

Build a custom build, test, and release pipeline from a Python-configured framework.

A browser editor for micro:bit projects with Blocks, JavaScript, Python, and a device simulator.

Build and train Python machine-learning models with tensor operations, neural-network layers, and automatic differentiation.

A Python load-testing framework that models user behavior in code and scales traffic across workers.

Edit Python in a scientific IDE with an interactive console, variable inspection, plots, and debugging tools.

A hosted notebook editor for Python and data work, with SQL cells, collaboration, and interactive reports.

Mutate Python code and rerun its tests to find changes the suite fails to catch.