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

Run Python programs and isolate project packages with the official CPython interpreter.

Load, reshape, and analyze labeled tabular and time-series data with Python.

A Python property-based testing library that generates inputs to challenge the properties your code should preserve.

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

Manage Python project dependencies, virtual environments, and package metadata from `pyproject.toml`.

An open-source Go IDE with switchable build environments, Go-aware navigation and integrated testing and debugging.

Apple's Mac IDE for building, testing, debugging, and distributing apps for Apple platforms.

An extensible IDE for Ada and SPARK projects, with integrated editing, build, navigation, and debugging tools.

Trace and investigate AI application calls with a local or self-hosted observability interface.

Lint and format Python projects with one configurable command-line tool.

Transform Python array functions with just-in-time compilation, automatic differentiation, and vectorization.

Build Python HTTP APIs with typed parameters and automatically generated OpenAPI documentation.

Observability, debugging, and replays for AI agents and LLM apps

Navigate, build, run, and debug multi-language projects in KDE's cross-platform IDE.

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

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

Focused Python challenges with detailed solution study

Install Python command-line applications into isolated environments or run them once without a permanent install.

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

Trace Python services and AI workflows with correlated OpenTelemetry data.

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

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

A cross-platform IDE for C, C++, Rust, PHP, and Node.js projects with filesystem workspaces and integrated debugging.