NeMo-Agent-Toolkit

Why we included this project

Most agent frameworks hand you the pieces for chaining steps together and then leave the hard part to you: figuring out whether the agents actually work and where they stall. NeMo Agent Toolkit fills that gap. It instruments executions end to end, profiles down to individual tokens, runs offline evaluation suites, and tunes prompts and hyperparameters automatically, all without forcing you to adopt a new runtime if you already use LangChain, CrewAI, Semantic Kernel, or a homegrown framework. The toolkit also gives you one place to connect agents to tools and data sources. For teams on NVIDIA hardware, the Dynamo and MCP integrations handle scaling and serving, but the observability and optimization pieces work on their own and are framework agnostic.