BigCodeBench is a code generation benchmark published at ICLR'25 that evaluates how well LLMs perform at synthesizing programs with tool use and function calling. It provides a standardized evaluation harness, a public leaderboard on HuggingFace, Docker-based evaluation infrastructure, and benchmarks LLMs across multiple dimensions including instruction-following, code completion, and agentic tool-use scenarios.