Using Matthiola incana as the test material, this study investigated the effects of inoculation with arbuscular mycorrhizal fungi (AMF), plant root growth promoting bacteria (PGPR), and compound inoculation (AMF+PGPR) under normal temperature and light (temperature 20 ℃, photon flux density 1 000 μmol·m-2·s-1) and low temperature and weak light (temperature 5 ℃, photon flux density 100 μmol·m-2·s-1) on the growth, nutrient absorption, and hormone metabolism of M. incana, with no inoculation (CK) as the control, in order to provide theoretical basis for the application of AMF and PGPR synergistic technology to promote plant growth under low temperature and weak light stress. The results showed that low temperature and weak light stress inhibited the increase in height, leaf area, and fresh weight of M. incana plants, decreased the content of photosynthetic pigments, and reduced the content of nitrogen, phosphorus, and potassium. However, inoculation with AMF and/or PGPR had a certain promoting effect on M. incana growth. Under low temperature and weak light stress, the mycorrhizal infection rate of AMF+PGPR treatment increased by 7.3 percentage points compared with AMF treatment, but there was no significant difference in arbuscular attachment rate, number of invasion points, and number of vesicles between AMF+PGPR and AMF treatments; Compared with PGPR treatment, the number of PGPR in the rhizosphere soil treated with AMF+PGPR increased by 52.0%, and the number of PGPR in the roots increased by 50.0%. Under low temperature and weak light conditions, compared with CK treatment, the content of chlorophyll a, chlorophyll b, total chlorophyll, and carotenoids increased by 62.7%, 45.0%, 59.8%, and 52.4%, respectively, under AMF+PGPR treatment; The aboveground N content, root N content, aboveground P content, root P content, aboveground K content, and root K content increased by 63.3%, 206.0%, 89.4%, 138.6%, 108.0%, and 191.3%, respectively. Under low temperature and weak light conditions, the content of IAA in hormone metabolism increased, while the content of ABA decreases. Under AMF+PGPR treatment, the activities of SOD and POD increased by 42.6% and 26.8%, respectively, while the content of MDA and H2O2 decreased by 24.3% and 30.9%, respectively. In summary, AMF and PGPR have a synergistic effect. AMF promotes the colonization of PGPR in roots and soil, PGPR increases the arbuscular mycorrhizal infection rate of AMF, and the effect of AMF+PGPR treatment on improving M. incana’s resistance to low temperature and weak light is better than that of single AMF or PGPR treatment.