TravelPlanner is a benchmark that evaluates how well language agents (LLM-based autonomous systems) can perform complex, real-world planning tasks such as trip scheduling. The repository provides an evaluation environment, dataset, reference database, format checking tools, and fine-tuned model checkpoints. It includes a leaderboard comparing various LLMs on agentic planning performance and uses LLama-Factory for model fine-tuning.