You can remember the meaning of 哥们 with this easy mnemonic:
In Chinese, the plural (们) form for older brothers (哥) literally means brothers, or buddies.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.