Swarms.rs is the core Rust runtime for executing swarm-based AI agent programs. It features a modular plugin system to integrate custom logic or AI models, a message-passing layer for peer-to-peer communication, and an asynchronous executor for scheduling agent behaviors. Together, these components allow developers to design, deploy, and scale complex decentralized agent networks for simulation, automation, and multi-agent collaboration tasks.

CrewAI Anthropic Similar Company Finder is a command-line AI Agent that processes a user-provided list of company names, sends them to Anthropic Claude for embedding generation, and then calculates cosine similarity scores to rank related companies. By leveraging vector representations, it uncovers hidden relationships and peer groups within datasets. Users can specify parameters such as embedding model, similarity threshold, and number of results to tailor the output to their research and competitive analysis needs.