Swarm Intelligence Python Packages

pyswarms

A research toolkit for particle swarm optimization in Python

mealpy

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

niapy

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

krna

KRNA / SKROA: gradient-free biphasic swarm optimization in Python — Lévy-flight exploration + gradient exploitation, multi-objective, scikit-learn hyperparameter tuning. pip install krna

niaarm

A minimalistic framework for Numerical Association Rule Mining

evolopy

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

heurilab

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

starpso

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

leanswarm

Lean Swarm is a cost-focused multi-agent prediction and simulation engine designed to approximate MiroFish-class narrative forecasting with aggressive batching, sparse activation, hybrid state, and strict LLM routing guardrails.

adaswarm

SwarmLoss: a PyTorch loss that trains through non-convex and non-differentiable objectives by fusing particle-swarm optimisation with gradient-based optimisers like Adam.

kazma

Self-hosted AI agent platform, bilingual by design (English + Arabic). One agent across Web, TUI, CLI, Telegram, Discord and Slack: long-term memory, approval before risky actions, Web IDE, X Studio, Knowledge Base and Deep Research. MIT licensed.

kazma-ui

Self-hosted AI agent platform, bilingual by design (English + Arabic). One agent across Web, TUI, CLI, Telegram, Discord and Slack: long-term memory, approval before risky actions, Web IDE, X Studio, Knowledge Base and Deep Research. MIT licensed.

kazma-core

Self-hosted AI agent platform, bilingual by design (English + Arabic). One agent across Web, TUI, CLI, Telegram, Discord and Slack: long-term memory, approval before risky actions, Web IDE, X Studio, Knowledge Base and Deep Research. MIT licensed.

kazma-memory

Self-hosted AI agent platform, bilingual by design (English + Arabic). One agent across Web, TUI, CLI, Telegram, Discord and Slack: long-term memory, approval before risky actions, Web IDE, X Studio, Knowledge Base and Deep Research. MIT licensed.

agent-sdk-core

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

kazma-tui

Self-hosted AI agent platform, bilingual by design (English + Arabic). One agent across Web, TUI, CLI, Telegram, Discord and Slack: long-term memory, approval before risky actions, Web IDE, X Studio, Knowledge Base and Deep Research. MIT licensed.

kazma-cli

Self-hosted AI agent platform, bilingual by design (English + Arabic). One agent across Web, TUI, CLI, Telegram, Discord and Slack: long-term memory, approval before risky actions, Web IDE, X Studio, Knowledge Base and Deep Research. MIT licensed.

kazma-gateway

Self-hosted AI agent platform, bilingual by design (English + Arabic). One agent across Web, TUI, CLI, Telegram, Discord and Slack: long-term memory, approval before risky actions, Web IDE, X Studio, Knowledge Base and Deep Research. MIT licensed.

kazma-skills

Self-hosted AI agent platform, bilingual by design (English + Arabic). One agent across Web, TUI, CLI, Telegram, Discord and Slack: long-term memory, approval before risky actions, Web IDE, X Studio, Knowledge Base and Deep Research. MIT licensed.

fireflyalgorithm

Implementation of Firefly Algorithm in Python

niaarmts

Nature-Inspired Algorithms for Time Series Numerical Association Rule Mining

swarms-torch

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

dot-swarm

.swarm is a minimalist 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-mcp

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