To identify if a hostel is a party hostel, check its description for words like "vibrant" or "social", see if it hosts frequent social events, look for large common areas or on-site bars, read previous guests' reviews for mentions of partying, check if it's near nightlife areas, and note any age restrictions. Confirm by contacting the hostel directly.