To address the issue of insufficient low-temperature performance in asphalt modified with Direct Coal Liquefaction Residue (DCLR), this study developed a direct addition DCLR composite modifier (DCLAM). The DCLAM-modified asphalt was prepared by blending DCLR with SBS, crumb rubber, activated nano-CaCO3, and aromatic oil to systematically optimize its high- and low-temperature performance and rheological characteristics. A four-factor, three-level orthogonal experimental design was adopted. Key parameters of the modified asphalt mastic, including the complex shear modulus (G*), phase angle (δ), rutting factor (G*/sin δ), creep stiffness (S), and creep rate (m), were analyzed using a Dynamic Shear Rheometer (DSR) and a Bending Beam Rheometer (BBR). The results indicate that DCLAM markedly improves the high-temperature stability and low-temperature cracking resistance of asphalt. At 64℃, the optimal formulation (5% DCLR, 1% SBS, 15% crumb rubber, 3.5% nano-CaCO3, 2% aromatic oil) achieved a G* of 17,749 Pa, which represents an increase of approximately 65% compared to the base asphalt. The rutting factor reached 75.2 kPa, showing an improvement of about 48%, while the phase angle decreased to 34.9°, indicating a stronger elastic response. At -12℃, the creep stiffness was reduced to 167.3 MPa, and the creep rate increased to 0.383, meeting the low-temperature specifications of the Superpave system. This composite modifier demonstrates promising engineering applicability, offering a novel approach for the efficient utilization of coal-based asphalt.