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Turns out, a CLI tool already exists which was added in https://github.com/ros2/ros2cli/issues/202
Quoting the ticket
ros2 action send_goal ACTION_NAME ACTION_TYPE GOAL_MESSAGE
# For example:
$ ros2 action send_goal /fibonacci example_interfaces/Fibonacci "order: 5"
Sending goal...
Goal accepted.
Feedback:
sequence: [0, 1, 1]
Feedback:
sequence: [0, 1, 1, 2]
Feedback:
sequence: [0, 1, 1, 2, 3]
Feedback:
sequence: [0, 1, 1, 2, 3, 5]
Result:
sequence: [0, 1, 1, 2, 3, 5]