Huginn is a versatile, open-source automation framework that lets users create agents to monitor, gather, and act on data from various sources such as websites, APIs, social media, and email. Each agent can be configured to trigger on events, transform data, and pass it to other agents or external services. With built-in scheduling, logging, and a rich library of agent types—like RSSAgent, EmailAgent, WebhookAgent, and DataOutputAgent—Huginn supports complex workflows and conditional logic. It runs on Linux, macOS, Windows, or Docker, and can be extended with custom Ruby code or Docker containers for specialized tasks and integrations.

CryptoTrader Agents provides a comprehensive toolkit for designing, training, and deploying AI-driven trading strategies in cryptocurrency markets. It includes a modular environment for data ingestion, feature engineering, and custom reward functions. Users can leverage preconfigured reinforcement learning algorithms or integrate their own models. The platform offers simulated backtesting on historical price data, risk management controls, and detailed metric tracking. When ready, agents can connect to live exchange APIs for automated execution. Built on Python, the framework is fully extensible, enabling users to prototype new tactics, run parameter sweeps, and monitor performance in real time.