just plant native plants that have seed heads and don't dead head them once they're done flowering. your neighbor will think your garden is ugly, but they won't have many birds in their garden.
We plant sunflowers and zinnias to get lovely visits from hummingbirds (and bees and butterflies) in the early to mid-summer and jays and finches coming for the seeds in the fall.