AgentLab and ToolAgents
AgentLab provides a comprehensive benchmarking and testing infrastructure for web agents, while ToolAgents supplies a lightweight function-calling framework that could serve as an underlying agent implementation within AgentLab's evaluation pipeline—making them complements rather than direct competitors.
About AgentLab
ServiceNow/AgentLab
AgentLab: An open-source framework for developing, testing, and benchmarking web agents on diverse tasks, designed for scalability and reproducibility.
Built on **BrowserGym** for standardized web task environments, AgentLab provides large-scale parallel experiment execution via Ray with unified LLM API support across OpenAI, Azure, OpenRouter, and self-hosted TGI backends. It supports 12+ benchmarks including WebArena, WorkArena, and VisualWebArena with configurable reproducibility features like task seeding and deterministic execution, enabling systematic ablation studies and agent comparisons across thousands of tasks.
About ToolAgents
Maximilian-Winter/ToolAgents
ToolAgents is a lightweight and flexible framework for creating function-calling agents with various language models and APIs.
Related comparisons
Scores updated daily from GitHub, PyPI, and npm data. How scores work