Visualization of Python objects and references

Many beginner Python developers face confusion when working with mutability and references between variables. It is especially difficult to understand during debugging of complex data structures when it is unclear how exactly they are connected. ⌨️

So here is memory_graph — an open-source tool for visualizing Python objects and references. It shows the data structure, call stack, and connections between variables.

👉 Link: https://github.com/bterwijn/memory_graph?tab=readme-ov-file

It also supports working with recursion and structures such as binary trees or linked lists.

Works in VS Code, Jupyter, PyCharm, and is available online without installation.

😁 more: https://memory-graph.com/#breakpoints=8&continues=1&timestep=1.0&play

👉 https://t.me/CodeProgrammer