A new series of (2E)-3-(4-methyl phenyl) -1-phenylprop-2-en-1-ones (1) were prepared by Claisen Schmidt condensation and it was further cyclized with hydrazine hydrate to yield pyrazole derivatives (2). The pyrazoles were further refluxed with bromine in glacial acetic acid to get bromo pyrazole derivatives (3) which were condensed with thiosemicarbazide in DMF medium to yield thiazolylpyrazoles (4). The title compounds substituted Schiff base derivatives of pyrazole (5a-o) were obtained by reacting thiazolylpyrazoles (4) and substituted aromatic aldehydes. The structural features of designed moieties were established using IR, Mass and 1H–NMR spectral data. All the designed moieties were subjected to their in-vivo anti-inflammatory activity. The Moldock software was used to perform In-Silico Quantitative Structure-Property Relationship (QSPR) studies. The QSPR studies of the designed moieties were carried out to compare the physical properties with pharmacological activities. The docking studies suggested good pharmacological activity with a MolDock score. The COX-2 receptor binding affinity was superior to COX-1 which suggested the good anti-inflammatory property. When compared against a standard, the tested moieties 5i, 5 m showed a good in-vivo anti-inflammatory response.