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Open Access discovery tools aim to locate freely available copies of research papers which might be behind the paywall on a publisher’s website. Our study provides a large scale quantitative performance comparison of several OA discovery tools on a randomly selected sample of 100k DOIs from CrossRef. We use the acquired knowledge from this analysis to build a new discovery tool - CORE Discovery.