Ultramafic outcrop settings are characterized by long-term heavy metal (HM) stress and nutrient imbalances, making plant resilience highly challenging. This study investigated that how native plant types in the serpentine environment influence the variation of synergistic interactions between rhizosphere arbuscular mycorrhizal fungi (AMF) and mycorrhizal helper bacteria (MHB) communities under HM stress and nutrient-deficient conditions, which support native plant endemism and their HM accumulation potential. The results displayed significant enrichment of key MHB (Rhizobium_tropici, Bacillus_subtilis, Pseudomonas_parafulva, Pseudomonas_akapagensis) and AMF species (Glomus_constrictum, Glomus_aggregatum, Rhizophagus_intraradices, Rhizophagus_irregularis) in rhizosphere soils (q < 0.05). Pseudomonas_chlororaphis and Burkholderia_cepacia were strongly associated with Rhizophagus_irregularis and Glomus_mosseae in Panicum maximum Jacq (PMJ) and Bidens pilosa (BP) under chromium (Cr), and cadmium (Cd) and arsenic (As) stress. Pseudomonas_fluorescens and Bacillus_pabuli were linked to Geosiphon_pyriformis and Glomus_aggregatum in Pueraria montana (PM) under nickel (Ni), lead (Pb), and cobalt (Co) stress, while Arthrobacter_globiformis and Rhizobium_leguminosarum were associated with Glomus_intraradices under copper (Cu) stress in Leucaena leucocephala (LL). Pathways related to nitrogen, phosphorous and potassium (NPK) cycling, HM detoxification, and resistance were enriched, with AMF predominantly symbiotrophic root-endophytic, except for one as lichenized nostoc endosymbiont. Canonical correspondence analysis (CCA) showed HM stress and nutrients influence MHB-AMF symbiosis, while pH moisture content (MC) and electric conductivity (EC) significantly regulate their distribution. Rhizobium_leguminosarum, Rhizobium_tropici, Nitrospira_japonica, and Rhizobium_cauense with Glomus_mosseae and Rhizophagus_irregularis drive NPK cycling in HM-stressed rhizosphere soils. This finding suggested that association between plants type and their functional rhizosphere microbiome promote an eco-friendly strategy for HM recovery from serpentine soil.