We loved Andon - we stayed on two occasions a couple of years ago, and absolutely loved it.
Location-wise it's a little off, but it is in a nice quiet residential area, and we appreciated staying in a neighborhood where people actually live. It's also a short trip away from Ueno, which is a good major hub to be close to with shops and markets and restaurants and parks and temples - just about everything you'd need.
Staff was extremely helpful and the whole place is very traveler/backpacker friendly and welcoming. Breakfast is great, and there's tea available all day. Rooms are TINY (you can touch both walls at the same time if you stretch your arms), and rather cold, but duvets are LOVELY. Make sure you take part in the on site tea ceremony, and do book the upstairs sento bath (hot tub), but beware, it's VERY hot.
If you want to experience Japan and meet other travelers, there is no better place than Andon to do so.
This review is the subjective opinion of a TripAdvisor member and not of TripAdvisor LLC