LiveMCP-101
First page

Paper summary
LiveMCP-101 is a new benchmark of 101 real-world queries designed to test MCP-enabled agents on multi-step tasks requiring tool use across search, file ops, math, and data analysis. Results show leading LLMs succeed less than 60%, revealing key weaknesses in tool orchestration and offering insights for advancing autonomous AI systems.