Bacterial cellulose is an extracellular polysaccharide produced by microorganisms, offering advantages such as high water‐holding capacity, flexibility, and biocompatibility. However, its lack of bactericidal activity hampers its wide application. Usnic acid, a secondary metabolite derived from lichens of the Usnea genus, is recognized for its antibacterial and anti‐biofilm efficiency, coupled with anti‐inflammatory properties. Its water insolubility presents challenges for wide utilization and stable release. Sanxan gel, a novel polysaccharide, exhibits exceptional freeze‐thaw stability, suspension properties, and high elasticity, rendering it effective as a suspending agent to improve the bioavailability of water‐insoluble drugs. In this study, a hydrogel membrane was designed by combining bacterial cellulose and usnic acid suspended in sanxan gel through a simple in situ microorganism fermentation. The obtained membranes demonstrated excellent ability for sustained drug release, strong eradication capability against tested bacteria in both in vitro and in vivo experiments, effective inhibition of biofilm formation, and excellent hemocompatibility and cytocompatibility. Additionally, the composite membranes promoted wound healing with reduced inflammation and bacterial infection in a full‐thickness wound infection model in mice. This study provides innovative insights and strategies for the development of functional dressings for infected wounds in future clinical applications.This article is protected by copyright. All rights reserved