You might find this thread helpful on your question about accreditation as well as AMS vs AMI:
https://www.dcurbanmom.com/jforum/posts/list/606871.page
Also it sounds like you already have this but if you don't, check out the Maryland Family Network's child care search tool to find preschools in/near 20852 (no need for a password, just enter in your e-mail address).
https://locate.marylandfamilynetwork.org/Family/login