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.

MCP-Ollama-Client provides a unified interface to communicate with Ollama’s language models running locally. It supports full-duplex multi-turn dialogues with automatic history tracking, live streaming of completion tokens, and dynamic prompt templates. Developers can choose between installed models, customize hyperparameters like temperature and max tokens, and monitor usage metrics directly in the terminal. The client exposes a simple REST-like API wrapper for integration into automation scripts or local applications. With built-in error reporting and configuration management, it streamlines the development and testing of LLM-powered workflows without relying on external APIs.