The paper, “Understanding the Metropolis-Hastings Algorithm” by Chib and Greenberg is a vintage paper that illustrates the nuts and bolts of the algorithm.  The following is a link to the document that summarizes the paper.

Summary of Metropolis Hastings Algorithm