I don’t remember my problem but I don’t have a problem to start from Eclipse now. I just have to refresh related projects (F5) if I compiled using cocos command. Not sure why that happens. Did not try debug-running so far.
I hate eclipse so much that I finished using plain old good log() for “debugging”. Eclipse is a waste of time for me. I hope android studio support will be added soon :D.