The important role of anaerobic microorganisms in oil recovery has attracted attention, but anaerobic microbial diversity and abundance in low-temperature water-flooding oil reservoir has not been studied. To investigate anaerobic microorganisms with diverse physiological and metabolic abilities in a low-temperature water-flooding petroleum reservoir in Xinjiang, China, four types of anaerobic microorganisms were enriched on the selective cultures, and microbial communities in four anaerobic enrichments and production water (PW) were analyzed based on construction of a 16S rRNA gene clone library. Analysis of 16S rRNA gene sequencing and phylogenetic diversity reveals that the reservoir harbours large amounts of anaerobic microorganisms. Arcobacter, Thalassolituus, Azoarcus, and Marinobacterium are predominant groups in the PW clone library. Acidaminobacter, Spirochaete, Spaerochaeta, and Geovibrio are dominant and have the potential to grow using hydrocarbons as carbon sources. Fermentative bacteria mainly belong to Spirochaete; the nitrate-reducing bacteria are Pseudomonas, Acidaminobater, Acetobacterium, Spirochaete, and Spaerochaeta; and the sulfate-reducing bacteria are closely related to Desulfovibrio, Desulfuromonas, Sulfurospirillum, and Spirochaete. Spirochaetes are present in the five samples indicating diverse metabolic abilities and indigenous presence in oil reservoirs. Knowledge of the predominant microbial communities in the reservoir conditions was proposed as a reference in formulating a strategy to enhance oil recovery through injection of selected nutrients or inhibitors to stimulate selective microbes.