Markov Chains Python Packages

giddy

Exploratory spatiotemporal data analysis and Geospatial distribution dynamics analysis

cellrank

CellRank: dynamics from multi-view single-cell data

extro-torx

JAX Framework for Parameterized Stochastic Circuits (PSCs) and Directed Factor Graphs (DFGs) of Kernels

lexrank

LexRank algorithm for text summarization

agenticraft-foundation

Formally verified mathematical foundations for multi-agent AI coordination — CSP process algebra, multiparty session types, spectral topology, temporal logic model checking, and probabilistic verification.

mc-py

:chains: Python package which provides you a simple way to generate phrases using Markov chains.

markify

Markify is an open source command line application written in python which scrapes data from your social media accounts and utilises markov chains to generate new sentences based on the scraped data

pytpt

Implementation of Transition Path Theory for studying transitions and tipping in stationary, periodically varying, as well as finite-time Markov chains.

mixingmatrix

Optimal mixing matrices for graphs: fastest-mixing Markov chains, gossip and consensus weights

cosmicexcuse

🤖 Quantum-powered excuse generator for developers. Blame bugs on cosmic rays, AI sentience, or Schrödinger’s intern.

markovjson

json meets markov chains

marchie

An Open Source Tool for Analyzing Discrete Markov Chains.