No, IRS will not contact you for the missed FICA taxes
FICA taxes are the responsibility of the employer.
They should recover the FICA taxes and remit to IRS with their share.
You should contact your employer and request them to recover your share from your pay and remit it to IRS.
For more information click on the link
FICA Taxes
