New South Wales
Yes. Like all other surge abilities, it can only be used once per attack.
The RRG backs up the once per attack in several places where it mentions this rule.
Edit: For example:
Surges section wrote:
• During a campaign, a hero performing an attack may spend
1(surge) to recover 1(strain).
• Each (surge) ability can be triggered only once per attack.