Decision Making Python Packages

torchrl

A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.

emukit

A Python-based toolbox of various methods in decision making, uncertainty quantification and statistical emulation: multi-fidelity, experimental design, Bayesian optimisation, Bayesian quadrature, etc.

torchrl-nightly

A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.

flatland-rl

The Flatland Framework is a multi-purpose environment to tackle problems around resilient resource allocation under uncertainty. It is designed to be a flexible and method agnostic to solve a wide range of problems in the field of operations research and reinforcement learning.

abtree

Asynchronous behavior tree framework with behavior forest collaboration,built on Python asyncio for multi-agent systems and autonomous decision-making.

scikit-decide

The AI framework for Reinforcement Learning, Automated Planning and Scheduling

octochains

A lightweight, zero-dependency Python framework for parallel, isolated, collaborative AI reasoning.

arbitration-graphs

Hierarchical behavior models for complex decision-making and behavior generation in robotics

ns-gym

A simulation toolkit for non-stationary Markov decision processes

spice-runtime

Spice core runtime framework

eospython

EOS is a set of functions (intended to be a package) that encompases everything within a centralized Earth Observation Satellite scheduling system in terms of Scenario generation, problem setup, solution approach, decision maker preference integration.

magi-core

Multi-Agent Group Intelligence: orchestrate a council of LLMs to deliberate on complex questions

znum

Z number for fuzzy calculations

agora-core

Agora — The only multi-agent framework with built-in governance. Voting, veto power, precedent system, constitutional constraints.

scikit-psl

Probabilistic Scoring List classifier

maze-rl

Maze Applied Reinforcement Learning Framework

mobile-env-rl

A Universal Platform for Training and Evaluation of Mobile Interaction

qaekwy

A modern, open-source Python framework for declarative constraint programming and combinatorial optimization.

artemis-agents

Production-ready multi-agent debate framework with adaptive evaluation and safety monitoring

false-feet-algorithm

False Feet Algorithm: Multi-branch hypothesis evaluation with inverse resource allocation. Solves complex problems through adaptive reasoning—includes mystery solver demo + generic framework for any domain.

spice-personal

SPICE Personal reference product and CLI

fast-safe-rl

A Fast and Modularized Implementation of Safe Reinforcement Learning Algorithms in PyTorch

longtermbiosignals

Python library for easy managing and processing of large Long-Term Biosignals. Based on top of Biosspy.

agentic-planning

Persistent intention infrastructure — goals, decisions, commitments, and strategic reasoning for AI agents