Preheat oven to 350 degrees.
In a medium size mixing bowl combine the oats, pecans and spices. Mix well.
In another bowl mix together the pumpkin purée, melted butter, honey and vanilla. Mix well.
Then mix the wet ingredients into the dry ingredients. Mix until well combined.
Next, add in chocolate chips and mix into the granola mixture.
In a cake pan or cookie sheet, place a layer of parchment paper. Then, dump the granola mixture onto the parchment paper, spreading into an even layer.
Place granola bars into the oven and bake for 20 minutes. Remove from the oven and allow to cool at least 10 minutes.
Cut into bars and enjoy!