The US Constitution did not make specific mention of the Chief Justice as possible successor; the provision (Article II, Section 1, Clause 6) was for the Office to devolve to the Vice President, and that any further devolution would be to any Officer selected by Congress to act as President.
The First Congress (1791) saw an impasse on the proposed Officers (including that of the Chief Justice) to be included within the line of succession.
The Second Congress (1792) saw the Senate pass the Presidential Succession Act, placing in line of succession its President Pro Tempore, followed by the House Speaker. Later Acts have extended and refined the line of succession to the present.
The chronology of the line of succession may be viewed here...
http://www.doctorzebr...prez/a_succession.htm
BTW The Secretary of Agriculture is 9th in line.