This document describes TeLLNet, a research project that aims to support communities on the web through reflection. It discusses community information systems, modeling community dependencies using the i* framework, analyzing social networks and disturbances in communities, and applying these techniques to case studies of open source software communities and a knowledge network of computer science research. The goal is to help communities better understand themselves and their learning and collaboration processes through reflective social network analysis and visualization tools.