Conta-me Histórias [http://contamehistorias.pt] is a temporal summarization framework of news articles that allows users to explore and revisit events in the past. To select relevant stories of different time-periods, we rely on YAKE! [http://yake.inesctec.pt] a keyword extraction algorithm developed by our research team. Initially built on top of the Portuguese web archive [http://arquivo.pt] it has been later extended to support different datasets such as Reuters, Bloomberg, Bing or the Signal Media dataset. These are available through the Tell me Stories [http://tellmestories.pt] website. In addition to these online tools, we offer the engine as an open source Python package [https://github.com/LIAAD/TemporalSummarizationFramework] that can be extended to support different datasets or languages. Conta-me Histórias / Tell me Stories has won the Arquivo.pt 2018 contest [https://sobre.arquivo.pt/en/arquivo-pt-2018-award-winners/] and has been awarded the Best Demo Presentation at ECIR’19 [http://www.ecir2019.org].