Blue River begins on the western slopes of the Cascade Range at the confluence of Mann and Wolf creeks in Linn County, slightly north of its border with Lane County. Descending from an elevation of about above sea level, the river flows generally southwest through the Willamette National Forest. Forest Road 15 follows the river along its right bank from its source to about river mile (RM) 9 or river kilometer (RK) 14.