Over at Search Engine Journal Ann Smarty has posted an article with a comprehensive list of SEO Tools broken down by category. Categories include Backlink Analyzers, On Site Analysis, Keyword Research and several others. All in all there are a lot of tools listed in the article and they are all free and web based.
These tools can be found at: SearchEngineJournal.com