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)

niaarm

A minimalistic framework for Numerical Association Rule Mining

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

misakanet-core

📚 A zero-dependency, git-backed micro-lesson library for AI Agents to asynchronously share and search verified debugging experience. Python stdlib only. | https://misakanet.org

evolopy

An open source nature-inspired optimization toolbox with parallel processing capabilities

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.

agent-sdk-core

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

niaarmts

Nature-Inspired Algorithms for Time Series Numerical Association Rule Mining

fireflyalgorithm

Implementation of Firefly Algorithm in Python

pydmoo

Dynamic Multi-Objective Optimization.

volnix

Programmable worlds for artificial intelligence

dot-swarm

.swarm is a minimal project management & asynchronous coordination framework for humans and AI. It is a low overhead cli and markdown toolkit and that facilitates managed collaboration using multi-agent interaction directives and related emergent phenomena inspired by ecology, economics, and team robotics.

miroshark

Simulate anything, for $1 & less than 10 min - Universal Swarm Intelligence Engine

swarm-intelligence-engine

Simulate anything, for $1 & less than 10 min - Universal Swarm Intelligence Engine

miroshark-mcp

Simulate anything, for $1 & less than 10 min - Universal Swarm Intelligence Engine

deepswarm

Neural Architecture Search Powered by Swarm Intelligence 🐜

evorbf

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

dissent

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

mesh-cognition

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

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.