Eight new compounds (1-8), including five acylphloroglucinolated catechins (1-5) and three phenylethyl isocoumarin glycosides (6-8), were isolated from Agrimonia pilosa along with six other known compounds (9-14). The new compounds were characterized structurally by NMR, MS, and ECD analyses. Compounds 4 and 5 were assigned as acylphloroglucinolated procyanidin derivatives, which are described for the first time from Nature. The absolute configuration of compound 8 was elucidated by computational analysis of its ECD spectrum. The isolated compounds were evaluated for their inhibitory activity against lipopolysaccharide-induced NO production in BV2 microglial cells.