MCP-Bench introduces a 104-task, 250-tool MCP-based benchmark where even the strongest LLM scores 0.749, with planning and multi-server orchestration as the key weaknesses.
• 4–6: 40–60% redundant calls OR 40–60% of parallelizable tasks were executed in parallel
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MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers
MCP-Bench introduces a 104-task, 250-tool MCP-based benchmark where even the strongest LLM scores 0.749, with planning and multi-server orchestration as the key weaknesses.