Introduction Recognizing, fostering, and maintaining a favorable public image is crucial for developing strong connections between patients and pharmacists, ultimately enhancing the pharmacist’s influence on healthcare results. Consequently, this research seeks to evaluate how the community perceives the role of pharmacists in Lebanon. Methods A cross-sectional study was conducted among the Lebanese residents over 2 months. One-way analysis of variance assessed the relationship between the perception score and the general characteristics of the study sample. A multivariate analysis was performed using linear regression models to evaluate the combined effect of predictors on the perception score. Results The study comprised exclusively Lebanese participants, with a slightly higher proportion of males (53.4%) than females (46.6%) and a diverse age distribution, ranging from 18 to 65 years old, with 9.1% being 65 years or older. After adjusting for covariates, females scored 0.25 points lower than males (CI (−0.65, 0.15); p = .217), while individuals aged 40–49 and 50–65 had perception scores of 0.18 and 0.55 points lower than those aged 18–29, respectively (CI (−0.83, 0.48); p = .595 and CI (−1.29, 0.20); p = .153, respectively). Participants from Nabatiyeh had a perception score increase of 0.82 compared to those in Beirut (CI (0.15–1.49); p < .017), and those working in non-medical fields scored 0.90 points lower than others (CI (−1.49, −0.32); p = .002). Individuals with at least one comorbidity scored 0.83 points lower (CI (−1.44, −0.21); p = .008), while patients with public insurance and those with a treatment duration of 6 months had perception scores 0.57 and 0.66 points lower, respectively, compared to their counterparts (CI (−1.12, −0.03); p = .039 and CI (−1.29, −0.03); p = .040). Conclusion Findings stress the significance of tailored healthcare and consistent patient-pharmacist relationships, especially for managing complex conditions, underscoring the importance of understanding these dynamics to bolster trust and appreciation for community pharmacists in Lebanon.
