nvidia-nat-ragaai is an open-source subpackage that integrates RagaAI Catalyst with NVIDIA's NeMo Agent Toolkit, providing observability and evaluation features for AI agent development. Below are 21 llm eval & observability apps with similar functionality to nvidia-nat-ragaai, matched by what each product actually does — not ranked or scored. Explore each to find the closest fit for your use case.
nvidia-nat-ragas is an open source subpackage for the NVIDIA NeMo Agent Toolkit, providing tools for evaluating retrieval-augmented generation (RAG) systems in AI agents. It supports CLI and API usage for researchers and developers working on agent evaluation.
nvidia-nat-rag is an open-source subpackage for the NeMo Agent Toolkit, providing retrieval-augmented generation (RAG) capabilities for AI agent workflows. It is intended for developers building advanced AI systems.
nvidia-nat-agno is an open-source subpackage that integrates Agno into the NeMo Agent Toolkit, enabling developers to build, manage, and enhance AI agents with retrieval-augmented generation and other advanced features.
nvidia-nat-s3 is an open-source subpackage for the NeMo Agent Toolkit that adds S3-compatible storage integration, allowing AI agents to store and access data efficiently. It is distributed via PyPI under the Apache-2.0 license.
nvidia-nat-a2a is an open-source subpackage for the NeMo Agent Toolkit that adds A2A Protocol integration, enabling AI agents to communicate and interoperate using standardized protocols. It supports retrieval-augmented generation and is distributed via PyPI under Apache-2.0.
nvidia-nat-phoenix is an open-source CLI subpackage that integrates Arize Phoenix observability features into the NeMo Agent Toolkit. It helps AI developers monitor and evaluate agent workflows more effectively.
Subpackage for Mem0 integration in NeMo Agent Toolkit
NVIDIA NeMo Agent Toolkit
nvidia-nat-mysql is an open source subpackage for the NVIDIA NeMo Agent Toolkit, enabling seamless MySQL database integration for AI agent development. It provides CLI and API support for developers building data-driven AI agents.
nvidia-nat-redis is an open-source CLI tool that integrates Redis as a memory backend for the NVIDIA NeMo Agent Toolkit, enabling persistent storage and memory management for AI agents. It is aimed at AI developers and infrastructure engineers.
Subpackage for evaluation in NVIDIA NeMo Agent Toolkit
nvidia-nat-openpipe-art is an open-source Python subpackage that integrates OpenPipe ART with NVIDIA's NeMo Agent Toolkit. It provides developers with tools for agent development and finetuning, supporting advanced AI workflows in research and production.
Subpackage for Weave integration in NeMo Agent Toolkit
Subpackage for Google ADK integration in NeMo Agent Toolkit
nvidia-nat-app is an open-source CLI toolkit by NVIDIA that provides reusable performance primitives for building and optimizing agentic applications. It is framework-agnostic and designed for developers working on AI-driven or agent-based systems.
nvidia-nat-nemo-customizer is an open-source Python package that integrates the NeMo Customizer into the NeMo Agent Toolkit, allowing developers to fine-tune AI models for custom applications. It is designed for AI practitioners and researchers working with NeMo agents and model customization workflows.
Subpackage for MCP client integration in NeMo Agent Toolkit
Vanna-based Text-to-SQL integration for NeMo Agent Toolkit with Databricks support
Subpackage for MemMachine integration in NeMo Agent Toolkit. Requires a cfg.yml configuration file with database and AI model settings.
nvidia-nat-zep-cloud is an open-source subpackage for the NeMo Agent Toolkit, enabling Zep-based agent memory integration for AI agent workflows. It is designed for developers building advanced AI agents.
nvidia-nat-strands is an open-source subpackage that integrates AWS Strands with the NeMo Agent Toolkit, supporting autonomous agent workflows and retrieval-augmented generation (RAG) for AI developers.
