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.

vibe-trade

AI trading agent with a skill system: drop a SKILL.md file, declare your tools, ship. Built-in planner, pattern detection, strategy backtesting, 9 LLM providers, multi-agent simulation, and a full Next.js web UI bundled into one pipx install.

volnix

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

dot-swarm

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

niaarm

A minimalistic framework for Numerical Association Rule Mining

swarms-torch

swarms-torch - Pytorch

evolopy

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

mesh-cognition

Python coupling kernel for Mesh Cognition — per-field admission and state blending for CfC neural networks

mspo

Multi-Strategy Parrot Optimizer — reference implementation of the metaheuristic introduced in Govindarajan (2025), Digital Health

niaarmts

Nature-Inspired Algorithms for Time Series Numerical Association Rule Mining

agent-sdk-core

A lightweight, zero-dependency focused AI Agent Framework for Python.

fireflyalgorithm

Implementation of Firefly Algorithm in Python

starpso

StarPSO implements a variety of PSO algorithms that can be used on problems with different data types.

deepswarm

Neural Architecture Search Powered by Swarm Intelligence

pyswarming

A research toolkit for Swarm Robotics.

pydmoo

Dynamic Multi-Objective Optimization.

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.

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.

heurilab

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

evorbf

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

turbanet

TurbaNet is a lightweight and user-friendly API wrapper for the JAX library, designed to simplify and accelerate the setup of swarm-based training, evaluation, and simulation of small neural networks.​