Place potatoes in a medium saucepan. Cover with chicken broth, adding additional water as needed to barely cover potatoes. Bring to a boil; reduce heat and simmer until potatoes are tender, about 12 to 15 minutes.
Return potatoes to saucepan and add olive oil and thyme. Toss to evenly coat. Transfer potatoes to a bowl and serve.