Finally, something I've got actual experience with. I've bought from
http://www.superbrightleds.com and been fairly happy, but I've only had them a few months and don't run them often. I've seen some people posting that the cheaper ones get darker with age or overcurrent, but I haven't seen that yet.
I've got a small 8'x12' shed on some land that I probably won't pay to get the grid run into, and I've bought some LEDs I use for light in there, powered by a 7.2 AH battery I bring home to charge every couple of months.
Superbright LEDs sells a little circuit board for about $3 that holds 9 LEDs and 3 series resistors. I've got 4 of these boards hung from the ceiling and it is possible to read in there, but I find I want a little more light if I'm going to do fine work for some period of time. I'm 52 and don't see as well as I used to. These are 8000 MCD LEDs with a 45 degree viewing angle. There are a total of 36 of them, consuming about 2.75 watts total. I'm using 150 ohm series resistors for each string of 3, calculated for 20 ma at 13.8 volts, and later checked with a meter. Since I don't have anything onsite to charge the battery with yet, the voltage is more often down around 12 volts.

This is a closeup, sort of, of one board. Because the LEDs have a half-power beamwidth of 45 degrees I tried to aim them to cover everywhere in a downward-facing hemisphere. The ones on each end point 45 degrees off to the ends, and all but the center one point 45 degrees off to the sides. No matter where you look at it from, there's always one that seems brighter than the rest.

Here's my shed full of junk, lit only by the LEDs. The camera makes it look bright, but this is a 4 second exposure.
I won't claim these are cheap, and probably don't begin to compare to LED Christmas lights that way. This is about $60 worth of LEDs and boards, but the prices have come down a little since I bought these. I would definately consider them more than bright enough to get around by, and plan to put switches in for each board. I have a white/clear fiberglass roof on the building (no windows) and there's enough reflected glow from even one board running to see the roof from 100 feet away.
Alan