Yes, it should be reported. Your logic is accurate. Here's a good article on it, as it pertains to SNAP --
A Quick Guide to SNAP Eligibility and Benefits
And the relevant exert --
What counts as income? SNAP counts cash income from all sources, including earned income (before payroll taxes are deducted) and unearned income, such as cash assistance, Social Security, unemployment insurance, and child support.