This document discusses an approach to augmenting web searches by enabling users to customize searches and perform ancillary searches without leaving their current web context. The approach defines Augmented Services that match the user interface of existing search engines using DOM annotation and automation. A Firefox extension allows users to perform on-demand, in-context searches that reuse existing search mechanisms and present results without opening new tabs. This reduces the time and interactions needed for searching. The approach was validated on the top 20 sites from Alexa and demonstrated success in integrating search results into the original web context. Further work is needed to experiment with non-technical users and define metadata for search services.