Swarm Intelligence Python Packages

pyswarms

A research toolkit for particle swarm optimization in Python

niapy

Python microframework for building nature-inspired algorithms. Official docs: https://niapy.org

mealpy

A Collection Of The State-of-the-art Metaheuristic Algorithms In Python (Metaheuristic/Optimizer/Nature-inspired/Biology)

swarmforge

Python SDK for authoring, building, running, and evaluating multi-agent systems.

fairswarm

FairSwarm: Provably fair particle swarm optimization for federated learning coalition selection. This library is for academic research with commercialization available by contacting Tenicka Norwood

niaarm

A minimalistic framework for Numerical Association Rule Mining

volnix

A living world where agents exist as participants alongside NPCs, internal actors, real service APIs, budgets, policies, and consequences.

evolopy

EvoloPy toolbox provides classical and recent nature-inspired metaheuristic for the global optimization.

dot-swarm

dot_swarm — markdown-native agent orchestration for multi-repo organizations

swarms-torch

Swarming algorithms like PSO, Ant Colony, Sakana, and more in PyTorch 😊

vibe-trade

AI-powered trading agent platform — skill-based architecture with planner, pattern detection, strategy backtesting, and multi-agent simulation debates.

mesh-cognition

Python coupling kernel for Mesh Cognition — per-field admission and state blending for CfC neural networks. Canonical home: meshcognition.org

pydmoo

Dynamic Multi-Objective Optimization in Python (pydmoo).

agent-sdk-core

Streaming-First, User-Friendly, and modular AI Agent Framework built for python

fireflyalgorithm

Implementation of Firefly Algorithm in Python

deepswarm

Neural Architecture Search Powered by Swarm Intelligence

niaarmts

Time series numerical association rule mining variants

pyswarming

A research toolkit for Swarm Robotics

evorbf

EvoRBF: A Nature-inspired Algorithmic Framework for Evolving Radial Basis Function Networks

hyponic

HypONIC is a hyperparameter optimization library that uses various nature inspired computing algorithms to optimize the hyperparameters of machine learning models. The library provides a simple interface for sklearn and keras models.

turbanet

A package designed for fast training and inference for large numbers of small neural networks simultaneously.

heurilab

HeuriLab — A Python library with 100metaheuristic optimization algorithms across 5 categories (swarm, evolutionary, physics, human, bio) for benchmarking and engineering problems.

pyrade

PyRADE is a production-ready optimization library implementing Differential Evolution (DE), a powerful evolutionary algorithm for global optimization. Unlike traditional implementations that sacrifice code quality for performance, PyRADE proves you can have both through intelligent design.

dissent

Swarm intelligence for code review - diverse expert agents that debate your diffs