Line a baking sheet with parchment paper and set aside.
In a medium sauce pan over very low heat, melt together brown rice syrup, peanut butter, coconut oil and vanilla extract until creamy and pourable.
In a large bowl add brown rice cereal and pour in brown rice and peanut butter mixture. Stir until well combined.
Spray a small plastic easter egg with all-natural cooking spray. Scoop mixture into easter egg and close firmly, molding rice crispy treats into an egg shape. Place on parchment paper and store in a cool area to harden. Let set for at least an hour.
Once eggs are hardened, melt chocolate in a double boiler. Dip rice crispy eggs into chocolate and return to parchment paper. Add sprinkles and let chocolate set.