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Python graph-analysis

Open-source Python projects categorized as graph-analysis
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Top 6 Python graph-analysis Projects

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  1. NetworkX

    Network Analysis in Python

    Project mention: The AI-Native GraphDB + GraphRAG + Graph Memory Landscape & Market Catalog | dev.to | 2025-10-26

    NetworkX - networkx.org/

  2. SaaSHub

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  3. pykale

    Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the 🔥PyTorch ecosystem. ⭐ Star to support our work!

  4. pygraphblas

    GraphBLAS for Python

  5. graphblas-algorithms

    Graph algorithms written in GraphBLAS

  6. lightning-tools

    Tools for Lightning Network node operators

  7. social-balance

    A library-agnostic project for calculating exactly and efficiently social balance, based on the Aref, Mason and Wilson paper (https://arxiv.org/abs/1611.09030)

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

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Python graph-analysis related posts

  • NetworkX 3.0

    8 projects | news.ycombinator.com | 10 Jan 2023

  • PyKale Preprint: Knowledge-Aware Machine Learning from Multiple Sources in Python [P][R]

    1 project | /r/MachineLearning | 29 Jun 2021

  • [S] A library agnostic Python project for computing exactly and efficiently social balance in graphs. Can be easily used with NetworkX, graph_tool and igraph

    1 project | /r/compsci | 8 Mar 2021

  • [S] A library agnostic Python project for computing exactly and efficiently social balance in graphs. Can be easily used with NetworkX, graph_tool and igraph

    1 project | /r/statistics | 8 Mar 2021

  • [Topic][Open] Open Discussion Monday — Anybody can post a general visualization question or start a fresh discussion!

    2 projects | /r/dataisbeautiful | 15 Feb 2021
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    www.saashub.com | 21 Jun 2026
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Index

What are some of the best open-source graph-analysis projects in Python? This list will help you:

# Project Stars
1 NetworkX 17,020
2 pykale 483
3 pygraphblas 350
4 graphblas-algorithms 95
5 lightning-tools 23
6 social-balance 3

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