Weed suppression is one possible benefit of including cover crops in croprotations. The late spring planting date of dry beans allows for more growthof cover crops in the spring. We assessed the influence of cover crops onweed dynamics in organic dry beans and weed seed persistence. Medium redclover, oilseed radish, and cereal rye were planted the year before drybeans; a no-cover-crop control was also included. After cover-cropincorporation, common lambsquarters, giant foxtail, and velvetleaf seedswere buried in the red clover, cereal rye, and no-cover control treatmentsand then retrieved 0, 1, 2, 4, 6, and 12 mo after cover-crop incorporation.Dry beans were planted in June and weed emergence and biomass measured.Eleven or more site-years of data were collected for each cover-croptreatment between 2011 and 2013, allowing for structural equation modeling(SEM), in addition to traditional analyses. Cereal rye residue increasedgiant foxtail and velvetleaf seed persistence by up to 12%; red cloverdecreased common lambsquarters seed persistence by 22% in 1 of 2 yr relativeto the no-cover-crop control. Oilseed radish and incorporated cereal ryerarely reduced weed densities. When red clover biomass exceeded 5 Mg ha−1, soil inorganic N was often higher (5 of 6 site-years),as were weed density and biomass (5 and 4 of 12 main site sample times,respectively). Using SEM, we identified one causal relationship betweencover-crop N content and weed biomass at the first flower stage (R1), asmediated through soil N at the time of dry bean planting and at the stagewith two fully expanded trifoliates. Increasing cover-crop C : N ratiosdirectly reduced weed biomass at R1, not mediated through changes in soil N.Cover crops that make a significant contribution to soil N may alsostimulate weed emergence and growth.