Most blockchains with native or non-native tokens provide an unprecedented level of detail regarding the exchange of value between its users. These data will be the basis for the development and implementation of novel analytics measures and tools, leveraging on crucial advances in network science and its successful application to socio-economic systems. Blockscope (tentative name) will be a large-scale initiative which will connect to the underlying distributed networks, continuously collect, process and present data of different blockchain-based platforms. This data will be further enriched with information gathered from organizations that interact with these underlying distributed networks, i.e. companies active in the blockchain ecosystem.