To evaluate the impact of a structured nursing program on short-term recovery following arthroscopic anterior cruciate ligament reconstruction, patients were divided into a structured nursing care group (intervention, n = 47) and a routine nursing care group (control, n = 46). The nursing program was implemented for 1 month postoperatively, and comparative outcome analyses were based on assessments performed preoperatively, at 2 weeks, and at 1 month after surgery. The intervention consisted of preoperative assessment and education, intraoperative coordination, staged rehabilitation guidance, multimodal pain management, psychological support, complication-prevention nursing, and scheduled short-term follow-up. Outcomes were assessed at predefined time points and included knee function (Lysholm score), proprioception, knee range of motion, pain (VAS and NRS), quadriceps strength, and psychological status (SAS and SDS). Serum IL-6, TNF-α, and CRP were measured, along with extracellular matrix remodeling markers (MMP-9, MMP-13, TIMP-1, and their ratios). Baseline characteristics were similar between the two groups. At 1 month, the intervention group had higher Lysholm scores than the control group (82.85 ± 5.70 vs. 74.52 ± 7.22; MD = 8.33, 95% CI: 5.65–11.01), better proprioception (MD = 7.57, 95% CI: 5.36–9.78), and greater knee flexion (MD = 11.63°, 95% CI: 8.09–15.16), whereas knee extension did not differ significantly. Pain scores were lower in the intervention group at 2 weeks, with mean differences of -1.59 for VAS and -1.02 for NRS. The intervention group also showed lower inflammatory marker levels, a more favorable MMP/TIMP-1 balance, better quadriceps strength grading, lower SAS and SDS scores, and a lower complication event burden (17.02 vs. 39.13 events per 100 patients; RR = 0.43, 95% CI: 0.21–0.90). Overall, systematic nursing care was associated with improved short-term functional recovery, lower early pain scores, and reduced complication event burden after ACL reconstruction.