Close synonyms include hike up. Each sense on this page lists its own synonyms, because a word with several meanings rarely has one substitute that works for all of them.
Is hitch up a common word?
hitch up is banded "Uncommon" — turns up in careful writing rather than conversation. The band comes from how often the word appears in a large corpus of everyday English, not from an editor's impression.
Definitions, synonyms and semantic relations for hitch up come from Princeton University’s WordNet. Commonness is measured against a corpus of everyday English. .