Woeid Based Weather Forecasts?

I am building a GPS assisted application, which is to display a weather forecast for the closest location with reference to current location.

I am using yahoo weather forecasts.

What i have done:
1. I can successfully request a weather for a place if i know its WOEID (Note: only some places have weather forecasts).
2. In order to get a WOEID of the current location i can query "FLICKR" using YQL and passing current latitude and longitude and get a WOEID back for that place.

Is there any way i can request an available weather forecast for a nearest location to acquired WOEID of current location.

Thank you in advance,

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