I recently was given a miter saw so that I could make my own canvas stretchers! I spent $30 at Home Depot to get some missing materials: 1x2x8 wood, wood glue, and an angle clamp. The other materials I used were: canvas pliers, staple gun, scissors, paintbrush and gesso.
Next step is to create the frames. Secure the corners with wood glue and staples.