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Abstract: Collaboration is a critical factor for a team to be successful. Current practices to measure collaboration potential include methods that are outdated, cumbersome or error prone, and therefore often inapplicable in many settings. Games have been increasingly applied to assess a variety of skills and the popularity of multi-player games makes them a strong alternative for measuring the collaboration potential of a team. We propose Mirrors in Smog City, a novel serious game in which the final score is explicitly conceived as a proxy for the collaboration potential of the players. This multi-player collaborative game is designed for simplicity and accessibility, so that it can be used by very diverse teams in many settings, with minimal on boarding. Although the current prototype still needs a thorough evaluation, our preliminary assessment has concluded that the current design seems to be well-suited for assessing the collaboration potential of its players. Apart from the small sample size, a thorough evaluation will also need to include a benchmark with an objective and, if available, standardized method for assessing collaboration potential.