mcp-agent's vision is that MCP is all you need to build agents, and that simple patterns are more robust than complex architectures for shipping high-quality agents.

uv init [-p 3.9] uv add shiny source.venv/bin/activate shiny --version shiny --help shiny create --help Create a new Shiny Express app from template: shiny create -g ...

Use the vitals package with ellmer to evaluate and compare the accuracy of LLMs, including writing evals to test local models ...

Abstract: We consider automatic parallelization of a computational kernel executed according to the PRedictable Execution Model (PREM), where each thread is divided into execution and memory phases.