AgentQuest offers a comprehensive framework to benchmark LLM agent abilities across various tasks with a focus on modularity and extensibility. Highlights include:

• Modular benchmarks and metrics that can be customized and expanded.
• Introduction of new metrics to better measure LLM agent performance.
• Identification of common failure points and improvement of agent architecture for better results.

AgentQuest represents a significant step towards more efficient benchmarking systems for LLM agents, providing a basis for consistent progress measurement and enhancements. It aims to foster further collaboration within the research community to extend the capabilities of LLMs in complex reasoning tasks.