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Do I need to go to court in order to obtain a common law lien?

No.  Since you place the lien against your own property in order to secure your interest in the property - in other words, to secure what the property owes you - there is no controversy and so it is not necessary to go to court.  You are simply liening your own property in order to secure your interest in it.