Best Evaluation and Monitoring AI agents (2026)

Evaluation and Monitoring

Future AGI is an open-source platform designed for engineering and optimizing AI agents, integrating tools for trac…

Evaluation and Monitoring

Inspect is an open-source framework designed for evaluating large language models (LLMs), providing tools to assess…

Evaluation and Monitoring

JiWER is a Python library designed to compute Word Error Rate (WER) and other speech recognition accuracy metrics e…

Evaluation and Monitoring

Laminar is an open-source platform designed to trace, evaluate, label, and analyze large language model (LLM) data …

Evaluation and Monitoring

LangTest is an open-source toolkit designed for evaluating and monitoring the performance of natural language proce…

Evaluation and Monitoring

The Language Model Evaluation Harness is a standardized framework for evaluating the performance of generative lang…

Evaluation and Monitoring

LLMPerf is a benchmarking tool designed to measure and compare the performance of large language model (LLM) APIs, …

Evaluation and Monitoring

lmms-eval is an open-source evaluation framework designed for consistent and efficient assessment of Large Multimod…

Evaluation and Monitoring

Massive Text Embedding Benchmark (MTEB) is a standardized evaluation framework that measures the performance of tex…

Evaluation and Monitoring

Melting Pot is a suite of customizable test scenarios designed for evaluating multi-agent reinforcement learning (M…

Evaluation and Monitoring

Meta-World is an open-source benchmark environment designed for evaluating meta-reinforcement learning and multi-ta…

Evaluation and Monitoring

mir_eval is a Python library designed for evaluating Music Information Retrieval (MIR) systems by providing standar…

Evaluation and Monitoring

MLPerf Inference is a standardized benchmark suite designed to evaluate the performance of AI systems when running …

Evaluation and Monitoring

NannyML is an open-source Python library that helps monitor machine learning models in production by estimating the…

Evaluation and Monitoring

OGB (Open Graph Benchmark) provides standardized datasets, data loaders, and evaluation tools for graph machine lea…

Evaluation and Monitoring

Ollama Grid Search automates the evaluation of AI models, prompts, and inference parameters by systematically itera…

Evaluation and Monitoring

OpenCompass is an open-source platform for evaluating large language models (LLMs) across multiple datasets and mod…

Evaluation and Monitoring

Overcooked-AI is a benchmark environment designed to evaluate and monitor cooperative task performance between huma…

Evaluation and Monitoring

Prometheus-Eval is an open-source AI evaluation and monitoring tool designed to assess and optimize large language …

Evaluation and Monitoring

PromptBench is a unified evaluation framework designed to assess and benchmark the performance of large language mo…