This is an extensive list of software/tools that MTurk requesters can use to help with their HIT management/programming, which I originally cataloged in July 2014. Most of these do still require a solid technical background to set up and use, though it's less work than programming your own API-accessing systems from scratch. There are dozens of other MTurk-related projects on GitHub beyond these; these are the more broadly-applicable ones (vs specific to one experiment), and which appear to be more feature-complete and documented. Retake Prevention General HIT Management/Programming Tools - Misc Platforms/Languages General HIT Management/Programming Tools - PHP General HIT Management/Programming Tools - Python Previous updates: 2014-07-21: Added Scala: AutoMan. 2014-07-22: Added PHP: Turk50. 2014-08-05: Added R: ExtraBonus_anon.R (Bulk Bonuses for Mechanical Turk Workers). 2014-11-02: Included the contents of my formerly-linked post listing online retake-prevention methods. Added Perl: Grant Mechanical Turk Bonuses Easier, and Python: mturk-utils. Added additional related links to Perl: Amazon Mechanical Turk SDK for Perl, and Python: mturk-python complete API mturkcore.py. 2015-01-25: Added a note about R: MTurkR's Wizard GUI.