Python agents

Lightweight framework for LLM agents with tools, hooks, guardrails, and provider routing

Git-native settlement protocol for AI agent workflows

Python client for the Swarm Bee API. Functional parity with bee-js / bee-go / bee-rs.

Python client library for connecting to Bee decentralised storage

Swarm fork of PyBullet with optimized depth-only rendering and simulator loading for robotics benchmark evaluation

ESB SQS based

Tools for automatic parametrization of bonded terms in coarse-grained molecular models, with respect to an all-atom trajectory

Utility library written in Python to convert Swarm hex references into Swarm CIDs

Unified SDK collection for trading Real World Assets across multiple platforms

Decomposition of Neurophysiological Time Series Signals with a Particle Swarm Optimised Independence Estimator

A colorized, toggleable debug logger with a web GUI

Swarm-Deploy - TGSC

Swarm quadrotor RL environments built on PyBullet with a custom drone setup, 5D yaw control, and benchmark-oriented flight behavior

Model-agnostic explanations using feature perturbations

IoT as a decentralized Swarm

Shared knowledge base for the Swarm suite (ReviewSwarm, FixSwarm, DocSwarm, ArchSwarm, SpecSwarm)

A Library for accessing the Swarm network written in Python

Unified structural linter for Python + TypeScript projects

MCP server for Foursquare Swarm check-in data

Swarm Models - TGSC

Automated research paper tracking and knowledge synthesis

Multi-agent consensus system using Schaltwerk + Claude Code

A Pretalx plugin that exports the agenda on Swarm

Adversarial resilience testing for multi-agent ecosystems

Fast blackbox optimisation tool written in rust, wrapped in python

Swarm fork of PyBullet with optimized depth-only rendering and simulator loading for robotics benchmark evaluation

The regulator of your Docker Swarm cluster

SWARM: System-Wide Assessment of Risk in Multi-agent systems - A Distributional AGI Safety framework

Swarm scheduler API example

Swarm Shield - TGSC

Open autonomous drone navigation benchmark and CLI

Swarm Squad: A simulation framework for multi-agent systems.

Educational UAV swarm simulation with web GUI, chat control, and Python API

Swarm Squad Ep2: The Digital Dialogue

Async Python client for the Swarmscan network-indexer API. Parity with the swarmscan-rs Rust crate.

Lightweight task orchestration for iterative AI evaluation loops

Create a Swarm Cluster on Digital Ocean using Terraform Wrapped by Python

Create a SQLite database containing your checkin history from Foursquare Swarm

Decentralized P2P orchestration layer for fine-tuning ML models across commodity hardware

A Facebook game engine written with Django.

Learning agent swarms that get smarter every cycle

A highly flexible multi-agent ReAct framework powered by Google Gemini with advanced Memory, RAG, and Network resilience

The OpenSwarm Implementation.

swarmalator - Pytorch

Namespace package for components, packages, and plugins within the Swarmauri framework.

A repository to enable API CRUD Routing

Community version of the swarmauri framework

The Swarmauri Developer Assistant is part of the swarmaURI framework and is designed to enable developers to rapidly develop with the Swarmauri Sdk.. This tool is designed to enhance software development workflows by integrating an advanced AI with pretrained vectorizers and document retrieval. The assistant features a web gui with chatbot, file explorer and editor, and code interpreter.

This repository includes experimental components.

Monorepo for multiple interdependent Swarmauri Python packages

Apple OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri

Azure Active Directory OAuth 2.0 / 2.1 / OIDC 1.0 login implementations for Swarmauri deployments

AWS Cognito OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri

Facebook OAuth 2.0 / OAuth 2.1 / OIDC 1.0 login implementations for Swarmauri

Gitea OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri

GitHub OAuth 2.0 / OAuth 2.1 identity provider implementations for Swarmauri

GitLab OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri

Google OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri

Keycloak OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri

Okta OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri

This repository includes base classes and mixins for the Swarmauri framework.

Adyen billing provider for the Swarmauri SDK.

Authorize.Net billing provider for the Swarmauri SDK.

Braintree billing provider for the Swarmauri SDK.

PayPal billing provider for the Swarmauri SDK.

Paystack billing provider for the Swarmauri SDK.

Razorpay billing provider for the Swarmauri SDK.

Square billing provider for the Swarmauri SDK.

ACME certificate service for Swarmauri

CFSSL-backed certificate service for Swarmauri

OCSP certificate verification service for Swarmauri.

ACME certificate service for Swarmauri

Azure Key Vault certificate utilities for the Swarmauri ecosystem

CFSSL-backed certificate service for Swarmauri

Feature-routing certificate service for Swarmauri

Certificate verification against CRLs

Community service for generating PKCS#10 CSRs

Local CA certificate service for Swarmauri

OCSP certificate verification service for Swarmauri.

PKCS#11-backed certificate service for Swarmauri

Remote CA certificate service for Swarmauri

Self-signed certificate builder for Swarmauri

X.509 certificate service for Swarmauri

X.509 certificate verification service for Swarmauri

AWS KMS backed CertService for Swarmauri

Google Cloud KMS Certificate Service for Swarmauri

Microsoft AD CS certificate service client for Swarmauri

Swarmauri SCEP Certificate Service

Step-ca backed certificate service for Swarmauri

CAdES signing cipher suite skeleton for Swarmauri

CNSA 2.0 policy cipher suite with classical and post-quantum algorithms

COSE-aware cipher suite for Swarmauri

FIPS 140-3 policy cipher suite for Swarmauri

FIPS 203 ML-KEM cipher suite bindings for Swarmauri

FIPS 204 ML-DSA cipher suite bindings for Swarmauri

FIPS 205 SLH-DSA cipher suite bindings for Swarmauri

IPsec / IKE cipher suite skeleton for Swarmauri

JWA-focused cipher suite for Swarmauri

PAdES signing cipher suite skeleton for Swarmauri

PEP 458 policy and algorithm definitions for Swarmauri cipher suites