This paper focuses on developing lightweight tools for knowledge sharing and collaboration by communities of practice operating in the field of information retrieval. The paper contributes a motivating scenario, a characterization of these communities, a list of requirements for collaboration, and then a system design proposed as a proof-of-concept implementation that is being evaluated.