EDIT: While not a direct equivalent or as detailed as Explain Analyze here are some tools that you can look at
mysql offers EXPLAIN and procedure analyse()
http://dev.mysql.com/doc/refman/5.0/en/explain.html
http://dev.mysql.com/doc/refman/5.0/en/procedure-analyse.html