Using Graphify and NetworkX to Map Python Codebase Structure with God Nodes, Communities, and Architecture Visualizations

Short summary

Graphify and NetworkX enable offline analysis of Python codebases as knowledge graphs. The tutorial covers extraction using tree-sitter, graph analysis (centrality, community detection, shortest paths), and visualization techniques. Developers can map module relationships, identify architectural patterns, and detect code hotspots without external APIs.

• •Build offline knowledge graphs of Python codebases with Graphify and tree-sitter
• •Analyze structure using NetworkX: centrality scores, community detection, shortest paths
• •Create static and interactive visualizations to map modules, classes, functions, and dependencies

Generated with AI, which can make mistakes.