You might try willow and/or wisteria near the river. Willow
trees are very easy to propagate from cuttings and grow quickly; a copse of them cut every couple of years will produce a lot of
wood, which can be used to retain moisture up-slope.
This concept has been discussed in other posts, but the basic notion is that sticks can be laid out along a slope to catch runoff for a new planting; some weeds and soil can then be piled over the wood during the wet season. You might start this by pruning dead wood from some of the bushes, and maybe collecting any slash that the thieves left when they stole the oaks. The place to start is probably about halfway up the slope, at places where the land is somewhat cup-shaped to begin with.
I've read that pigeon
pea is a good long-lived plant for dry, infertile soil, but I don't have much
experience with it. It will produce food, good compost, and eventually even some wood.
Where there currently are weeds, I'd suggest slashing them down and sowing some small-seeded fava beans (where I live, bags of them are available cheaply from the Muslim grocer, the Arabic name being "ful mudammas") right as the dry season is ending. Most of the way through the wet season, I'd suggest thinning the favas to the point that they produce well, and spreading the cut plants out to extend the fertile area at the edges, then covering them with more cut, dry weeds and perhaps planting some fenugreek for the summer in that new area.
Bundles of dry fava bean stalks can also be hung out as a nesting site for
mason bees. Mason
bees don't produce
honey, but they also don't sting and are generally less effort and expense than domesticated bees.
I'm not sure clover will be appropriate for much of the area if the soil dries out completely. Locations near the river, or over buried wood, should work OK. There is probably a plant that resembles clover growing on the property already, maybe black medic. Chances are there is more of a niche for annual plants like black medic, which is only alive while
water is fairly plentiful, than there is for a moisture-loving
perennial like clover.