[Python] Failed to Build Installable Wheels for OpenCV-Python on macOS

I'm trying to install the opencv-python library on macOS using pip

pip install opencv-python


I keep encountering this error:

ERROR: Failed to build installable wheels for some pyproject.toml based projects (opencv-python)
​

pip install --upgrade pip setuptools wheel


I have tried to solve it,

Installed dependencies via Homebrew:

brew install cmake pkg-config libjpeg libpng libtiff openexr eigen tbb ffmpeg


Attempted to manually build OpenCV from source using CMake (installed via Homebrew).

My Setup:

macOS Version: [macOS Big Sur 11.4]

Python Version: [Python 3.10.9]

pip Version: [pip 25.0 from /Users/demo/anaconda3/lib/python3.10/site-packages/pip (python 3.10)]


Question: What am I missing? How can I resolve this issue and successfully install OpenCV in Python on macOS?

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