In a saucepan, combine the blueberries with the lemon juice and vanilla extract over medium-high heat. Bring to a boil and allow to cook for 15 minutes, stirring intermittently. Remove from heat and set aside to cool. The compote will thicken as it cools. Store in a sealed container for up to 1 week.