Quantum dot sensitized solar cell (QDSSC), which has analogue structure and working principle with dye sensitized solar cell, has drawn much attention due to its characteristic advantages like ease of fabrication, robustness and the potential for multiple electron generation. Numerous efforts to optimize various components of QDSSCs have been taken to boost the overall device performance. It is well known that counter electrode (CE) plays a vital role in sensitized solar cells and could profoundly impact the device performance. Recently, metal chalcogenides have been explored as superb counter electrode material for QDSSCs. This review gives a panorama of both conventional noble metal and carbon CE and newly emerged metal chalcogenide CE materials for QDSSCs, while the influence of CE materials on the overall device performance is stressed in detail. Conclusion and prospect emphasizes the importance of the studies on metal chalcogenide CE materials and put forward remaining challenges to be addressed.