This park does have nice play equipment for the kids, a drinking fountain, walking paths, benches, picnic tables and some open fields. It also has a baseball backstop (but no diamond), a half basketball court (but no basket), tennis courts (with no nets), a small boarded up shelter house, and a plaque celebrating a wading pool dated 1949 (which is no longer anywhere to be seen).
In case you are wondering about the cache name. It is a play on the lyrics of the song "At Long Last Love" by Cole Porter which mentions "Asbury Park". The song was covered by Frank Sinatra, Lena Horne, Tony Bennett and many others. The Related Web Page is a link to the Tony Bennett version. Give it a listen.