The park also has a colonial cottage and boules court. The city's largest playground is also located in Annelundsparken, part of the playground equipment is handicapped accessible.
The park's tree stock today consists of pine, beech, oak, birch, al, rowan and chaff. The bush vegetation is mainly hazel, elderberry and goat apple, as well as birch and aspen. Azaleor and rhododendron began to be implanted in the 1980s. A smaller part of the nature park has been used for this.