In this study, we investigate the
,
,
,
,
,
,
, and
pentaquark molecular states with and without strangeness via the QCD sum rules in detail, focusing on the light flavor,
, breaking effects, and make predictions for new pentaquark molecular states besides assigning
,
,
,
, and
self-consistently. In the future, we can search for these pentaquark molecular states in the decay of
,
, and
. Furthermore, we discuss high-dimensional vacuum condensates in detail.