Blyth in 1806 did not exist as a parish. Part of it was in Horton parish and the rest in Earsdon parish. These are both covered in family search Durham Bishop's transcripts.
On the other hand there is also North Blyth (across the river) which is part of Bedlington. I don't think Bedlington is included in the BTs.
Christine