Suzumiya Haruhi no Yuuutsu, Denpa Onna to Seishun Otoko Recommendations
Even if Denpa Onna lacks the supernatural element that Haruhi no Yuutsu had, it's still about a normal guy surrounded by a cast of weirdos.
Both lead male characters have a harem of eccentric/unusual girls.
The romance between the male leads and their harem is subdued.
MOE factor present, though Melancholy does not rely solely on this to attract the audience.
ESP, paranormal and supernatural powers involved, with Melancholy having explicit examples.
The existence of Aliens is a theme, but the evidence for their existence is strong in Melancholy.
The male protagonists have to deal with seemingly crazy girls who talk about espers and aliens.