Wood fibers are promising for green building applications due to their renewability and availability, yet their intrinsic flammability poses a critical safety limitation. Here we report a hierarchical coating strategy that integrates reduced graphene oxide (rGO) with MgAl-layered double hydroxide (LDH) to create flame-retardant wood fibers. The fabrication involves in situ hydrothermal growth of LDH on wood fibers using pre-coated graphene oxide (GO) as a template, during which GO is simultaneously reduced to rGO. The resulting LDH@rGO@WF exhibits markedly improved fire safety performance compared to unmodified fibers, including reductions of 20.0% in peak heat release rate, 28.7% in total heat release, 41.5% in total smoke production, and 26.6% in peak CO yields, together with a 75.6% increase in residue mass. These enhancements arise from a synergy between MgAl-LDH and rGO: rGO promotes uniform LDH anchoring and constructs a tortuous physical barrier to heat and mass transfer, while LDH provides endothermic cooling, catalyzes protective charring, and suppresses flammable volatiles. Additionally, the composite achieves an electrical conductivity of (2.12 ± 0.92) × 10 −3 S m −1 , meeting antistatic requirements. This work provides a scalable approach for engineering multifunctional wood fibers, enabling their future integration into advanced biocomposites with enhanced safety and functionality.