The introduction of MA-ProofBench addresses the lack of formal benchmarks for theorem proving in mathematical analysis. This benchmark evaluates LLMs on 200 formalized theorems across various difficulty levels, revealing that even advanced models struggle significantly. The findings highlight critical gaps in LLM performance and reasoning capabilities, particularly in complex mathematical domains. This could influence future developments in AI-driven theorem proving and mathematical research.