Catalytic pyrolysis, as an indispensable technology, can efficiently achieve clean coal conversion. In this work, the effect of calcium-based compounds (CaO and CaCl2) on devolatilization characteristics and gas evolution behavior of three coals were investigated by thermogravimetry-mass spectrometry (TG-MS). The catalytic mechanism was further explored in combination with the bond cleavage and gas kinetics. The results showed that both catalysts increased the weight loss rate and pyrolysis characteristic index, which also promoted the early release of CH4, H2, CO2 and C6H6, leading to an increase on the amount of CH4 and H2 production. CaO had a better catalytic effect than that of CaCl2. In addition, the kinetic results indicated that both compounds significantly reduced the activation energy of the methane I and IV stages, by 21.33%–34.66 % and 0.8%–18.60 %, respectively. And the activation energy of hydrogen III stage evolution was also reduced by 2%–18.98 % with catalysts. The calcium-based compounds tended to act on the Cal-O, Cal-Car and Car-H structures, improved the coal devolatilization behavior. The results aim to provide theoretical understanding for the practical application of catalytic pyrolysis technology.