Graph Visualization Python Packages

networkx

Network Analysis in Python

pygraphviz

Python interface to Graphviz graph drawing package

graphistry

PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer

neo4j-viz

A Python package for creating interactive graph visualizations

grave

Dead simple graph visualization

claude-atlas

Scan, map, and visualize your Claude Code setup: agents, skills, slash commands, and memory files.

emerge-viz

Emerge is a browser-based interactive codebase and dependency visualization tool for many different programming languages. It supports some basic code quality and graph metrics and provides a simple and intuitive way to explore and analyze a codebase by using graph structures.

hypergraph-db

Hypergraph Database with Hypergraph Visualization.

codegraph

Static Python dependency graph with interactive HTML visualization, massive object detection, and unlinked module analysis (no code execution).

codebase-memory-mcp

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 155 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

alph

alph

semantic-markdown-converter

Converts different typed link formats in Markdown into each other and to external formats. Supports Obsidian Neo4j plugin.

graphipy

GraphiPy: Universal Social Data Extractor

axial

Interactive Visualizations for High Dimensional Genomics Data

graphvizanim

A tool to create animated graph visualizations, based on graphviz.

algograph

Immutable graph data structures and algorithms library with interactive shell

textgraphs

TextGraphs + LLMs + graph ML for entity extraction, linking, ranking, and constructing a lemma graph

zpe-diagram

ZPE-Diagram v0.1.0 — bounded structural-and-style diagram codec. Six declared synthetic SVGs round-trip exactly across geometry, color/stroke, and draw order. Out-of-scope inputs (fill, dash, palette escape) rejected at encode time. Not a compression codec.

multiplex-plot

Multiplex: visualizations that tell stories—A Python library to create and annotate beautiful network graph visualizations, text visualizations and more.

lynxkite-client

The complete graph data science platform

kinbaku

Fast graph database in pure Python

reflex-sigma-graph

Sigma.js graph visualization component for Reflex

lanet-vi

High-performance network visualization using k-core decomposition. Reveals hierarchical structure from peripheral nodes to dense cores in networks with millions of nodes. Python package with CLI and API.

gnnlens

Visualization tool for Graph Neural Networks