Carbon nanotubes (CNTs) was incorporated as artificial flux pinning centers within the In-Bi-2212 HTSC matrix. The research focused on polycrystalline samples with the composition (Bi1.8Pb0.2Sr1.9In0.1CaCu2O8)1-x/(CNT)x, where x varied from 0 to 0.01. XRD was employed to analyse phase formation, and lattice parameters. Magnetic measurements provided insights into the diamagnetic behaviour and highest obtained onset temperatures was (Tc = 77K) for x = 0 sample. the magnetic interactions examinations between the CNT additives and the superconducting matrix at 20 K was explored the relationships between microstructure, BSCCO phase content, magnetic hysteresis loops, calculated critical current densities, and flux densities across the samples. The experimental and theoretical results indicate that CNT incorporation significantly influences the superconducting properties of In-doped-Bi-2212, particularly its flux densities and pinning mechanisms. However, the study emphasizes the importance of carefully controlling CNT nanoparticle additions to optimize the balance between microstructural features and superconducting parameters in BSCCO HTSCs.