In order to enhance stability of Raman reporters, trapping these reporters into metal organic frameworks (MOFs) exoskeleton which is grown and compressed on the Fe3O4@Au core-satellites has been performed so as to fabricate recyclable SERS nanotags. Furthermore, encapsulation of Raman reporters in assembled MOFs-based nanocomposites has been divided into two kinds of patterns, i.e., pre-enrichment and post-enrichment, for disentangling chemical enhancement of charge transfer (CT) from electromagnetic enhancement (EM) in surface enhanced Raman scattering (SERS). Hence, in order to demonstrate encapsulation effect, a typical non-thiolated Raman reporter, e.g., crystal violet (CV) trapped in core-satellites nanoassembly based-zeolitic imidazolate frameworks (ZIF-8) shell has been selected, and the results suggest that its stability and Raman intensity have been remarkably improved. Moreover, CV incorporation pattern into ZIF-8 shell with tunable shell thickness can contribute to promoting to disentangle CT effects from EM effects.