Since, MuJoCo does not have motion planners I had to try some custom and available options for MuJoCo. Currently I have tested the following.
inverse_kinematics function from the dm_control library but that seems to have some convergence issue. (Reference)KDL, TrackIK infrastructure are more for the ROS architecture unable to integrate with MuJoCo getting errors which have no references online.For Current : I am generating the joint angles needed from the previous ROS-Gazebo architecture and hard coding the joint angles for the PD Controller.
The performance of the same is attached beside.