Curtis (1959) separated these by ecosystem but often they can be found in more than one ecosystem. Also of note, some are native. This is not an exhaustive list but one that I was able to find that categorizes plants by their nitrophilous characteristics.

Black nightshade (Solanum nigrum)

Bladder campion (Silene cucubalus)

Burdock (Arctium minus)

Catchweed bedstraw (Galium aparine)

Catnip (Nepeta cataria)

Cheese (Malva neglecta)

Chickory (Cichorium intybus)

Crabgrass (Digitaria sanguinalis)

Creeping Charlie (Glechoma hederacea)

Goosegrass (Galium aparine)

Ground ivy (Glechoma hederacea)

Hawkweed (Hieracium aurantiacum)

Marijuana (Cannabis sativa)

Motherwort (Leonurus cardiaca)

Mullein (Verbascum thapsus)

Nettle (Urtica dioica)

Ox-eye daisy (Chrysanthemum leucanthemum)

Pearly everlasting (Anaphalis margaritacea)

Pineapple weed (Matricaria matricarioides)

Purslane (Portulaca oleracea)

Ragweed (Ambrosia psilostachya)

Sow thistle (Sonchus arvensis)

Sticky catchfly (Silene antirrhina)

Whorled milkweed (Asclepias verticillata)

Wild parsnip (Pastinaca sativa)