ColourPop Love Bug is a warm brown with a matte finish that is discontinued and retails for $6.50. In comparison, Milani I Am Positive is a warm brown with a semi-matte finish that is permanent and retails for $6.99.
Milani I Am Positive is 85% similar — it is darker, glossier.