Charge just means "it's charging"... you're deluding yourself if you think cheap Chinese crap is going to have a charge controller in it! Bet you dollars to donuts.
I have a $20 Harbor Freight "18V" cordless drill... all NiCd, and the charger is just a DC wallwart, 30V O/C, "400mA" (I haven't measured if it actually delivers that while charging), and the charging base is a power LED and a 'charge' LED driven by a transistor that merely detects when the battery is connected. No charge controller, no temp limit, nothing, just 400mA all the time.
Leaving it in the charger is the 100% worst thing you can do, because the cells overcharge, overheat and eventually dry out or fail shorted.
On the plus side, my drill's battery pack is easy to work on (it's a molded ABS case held together with screws, no potting or anything), and I was able to "zap" the one shorted cell, and recharge the others which were low.
The healthiest thing you can do is use the device regularly; charging to less than 100% full and discharging until the weakest cell drops out, and repeating until capacity is back up where it should be. Which sucks, because you have no way to tell when it's fully charged..
Tim