swarms

The open source AI engineering platform. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI agents, LLM applications, and ML models while controlling costs and managing access to models and data.

Model-agnostic plug-n-play LangChain/LangGraph agents powered entirely by MCP tools over HTTP/SSE.

The agent engineering platform

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.