Introduction
Conducting polymers (CPs) have been extensively researched over the past few decades owing to their great potential to replace their conventional inorganic counterparts. Toward the end of 1970, many scientists believed that CPs were elusive and insoluble. Numerous significant CPs have been constantly studied since Hideki Shirakawa, Alan MacDiarmid, and Alan Heeger discovered polyacetylene in 1970. They investigated that when SN x (sulphur nitride) metal is doped with bromine, its electrical and optical properties are enhanced. Later, a study was conducted on polyacetylene, and it was found that polyacetylene doped with bromine has million times more electrical conductivity than pristine polyacetylene. This investigation was awarded the Nobel prize in 2000. 1–4 Organic CPs include polypyrrole, polyaniline, polythiophene 5 and polyacetylene, which are similar to inorganic semiconductor materials owing to their distinct electrical and optical properties. Conjugated CPs have a pattern of single and double bonds, bond polarization and conjugating electron-π dense bonds that enhance their electrical behavior. Throughout the 1970s, a range of CPs were developed; nevertheless, because of their low thermoplasticity and limited compatibility with the most conventional solvent processing of CPs and creation of soluble versions of these materials, they became a top precedence for research. Moreover, under normal conditions, CPs have limited conductivity and possess poor mechanical features, unlike most commercially available polymers. CP composites were developed to address these drawbacks. 6
Doping significantly increases the amount of charge carriers in CPs, which modulate and enhance the electrical properties of CPs. 7 MO x are selected for integration in CPs because of their favorable electrical properties, eco-friendliness, cost-effectiveness, easy incorporation/doping in polymer materials, biosafety and biocompatibility. 8 MO x @CP composites showed improved electrochemical properties: First, the quantity of metal oxide composites integrated on the electrode surface increased; (2) electron transport speed increased; (3) the distribution of metal oxide composites became more consistent; (4) the activity of electrocatalysis enhanced, and there was significant improvement in stability.
Previous studies have highlighted the excellent results in different fields achieved by MO x @CPs. Diverse approaches exist for the monitoring of biological analytes. Some drawbacks of the traditional analytical methods are their length, the need for preliminary preparations, the need for skilled workers, and the high cost of supplies and equipment. Thus, research in the area of biosensor design has garnered a lot of attention in order to determine biomolecules quantitatively and accurately within a short period of time. 9,10 Researchers have created biosensors with a low limit of detection (LOD), great selectivity, and sensitivity using a range of CPs. These synthetic polymers have attained a great deal of interest as a suitable sustaining framework for immobilizing biological components. MO x @CPs standout as excellent candidates for biosensors to detect biomarkers in disease diagnosis 10,11 Saddique et al. developed a Nb 2 O 5 -incorporated polythiophene biosensor for the sensing of creatinine biomarker of chronic kidney disease from saliva with a very low LOD of 34 pM and an excellent sensitivity of 4.614 μA cm −2 nM −1 . 12
Beyond sensing application, MO x @CPs have significant potential in energy storage devices i.e. in supercapacitors and batteries. Supercapacitors are widely used in automotive systems, portable electronics, and a variety of other applications. They are seen to be the best option for sophisticated energy storage systems. Because of their benefits over SCs, LIBs have been the focus of an increasing number of investigation studies. 13 When two electrodes are polarized by a neutral signal, two beds of contrasting charges arise at the boundary between the electrode and the electrolyte. The two layers are closer to one another than in traditional capacitors, having contrasting charges and being alike to an atomic gap, which results in a considerable energy gain. Because of their excessive power and energy density, SCs are therefore anticipated to lie in between Li-ion and traditional capacitors. 14 Higher efficiency, greater density of energy, and longer life cycles make SCs more required and flexible for use in electronic vehicles, portable gadgets and energy backup systems. K. P. Gautam et al. developed core shell NiO@PANI for supercapacitor applications. The NiO-polyaniline-based electrode material demonstrated an excellent specific capacitance of 623 F g −1 at a current density of 1 Ag −1 . Moreover, it shows excellent stability retaining 89.4% of its initial response over 5000 cycles GCD at a current density of 20 A g −1 . 15 J. Yesuraj et al. utilized a NiMoO 4 -PANI hybrid electrode material as a supercapacitor, which exhibited an excellent specific capacitance of 285 F g −1 and remarkable stability over the 500 cycles by retaining 92% of its initial response. 16,17
The sensible development of long-lasting, highly effective catalysts that are also cost effective and accessible is essential to electrocatalytic water splitting. Therefore, it is vital to have an effective electrocatalyst that can proficiently follow the electrolytic catalysis of the hydrogen evolution reaction (HER) and oxygen evolution reaction (OER). 18,19 MO x @CPs stand out as excellent candidates for this purpose. Alsultan et al. synthesized MnCo 2 O 4 /PPy, a chemically polymerized pyrrole, with H 2 O 2 . They found that the hybrid substance surpassed pristine materials in the OER, with an extreme potential of about 480 mV, which is similar to the benchmark for RuO 2 /C (20%). The electrocatalyst's enhanced electrical conductivity was credited with this improvement. 20
This comprehensive review discusses various synthetic strategies, advancement, properties and applications of MO x @CPs in different areas. Despite the substantial progress, most studies on MO x @CPs have been limited to specific applications, often omitting the broader multifunctionality of these materials. This comprehensive study aims to bridge this gap by offering insights from various domains, including recent innovations, challenges in biomedical applications, energy storage devices, water splitting and photocatalysis, highlighting the core concepts governing their performance in each field.
Conducting polymers (CPs)
Polymers were considered to be electrical insulators before the invention of CPs such as PTh, PANI, PPy and PA, 4,21,22 as shown in Fig. 1 . The significance and attention to this unique class of organic materials have increased dramatically. Among polymeric materials, CPs are regarded as the fourth generation. For many years, this class of materials have been the focus of scientific study towards energy applications because of their unique electrical conductivity, which in certain situations reached that of metals, together with their physicochemical features, which are inherited from the conventional polymeric materials. 23,24 Common polymers are easily prepared and processable, and their electrical conductivity is comparable to that of metals and inorganic semiconductors. CPs are basically synthesized macromolecules containing highly delocalized π-conjugated backbone structures and tunable side chains ( Table 1 ). 25

Table 1
Characteristics of CPs 2,4,26–29
| CPs | Properties | References |
| Polyacetylene-PA | Electrical conductivity 10 5 S cm −1 , supramolecular assemblies, doping enhanced conductivity, thermal stability | 4 |
| Polythiophene-PTh | Electrical conductivity is less than polyacetylene 400 S cm −1 . Thermal stability, low cost synthesis, mechanical strength and flexibility, charge transport properties | 2 and 30 |
| Polyaniline-PANI | Electrochemical properties, pseudocapacitors material, environmentally stable, ease of synthesis, good electrical conductivity 10 −9 -10° S cm −1 , anticorrosive properties | 26 and 27 |
| Polypyrrole-PPy | Good electrochemical capacitance, a promising candidate for energy storage devices, thermally stable, good electrical conductivity 2–100 S cm −1 , relatively easy to synthesize | 4 , 28 and 29 |
Traditional polymers such as polyethene and polyvinyl chloride comprise thousands to millions of monomer units and are stiff and soluble in various solvents. Their rigidity limits their flexibility and processability. In contrast, conjugated CPs such as PTh and PA consist of fewer monomer units and their delocalized π-electrons and alternating single and double bonds confer the flexibility and enhance their unique electrical and mechanical properties. This delocalization plays a central role in establishing polarons, bipolarons and solitons, which are unique features for their transition from insulators to semiconductors and conductors. 2
CPs offer remarkable benefits over conventional materials, such as extensive and adjustable electrical conductivity, easy fabrication, high mechanical stability, low weight, affordability and simplicity of material production. They are appropriate for a range of applications due to their better electrochemical activity, greater surface area and electrical conductivity. The blending of CPs with additional metal oxides has produced functional nanocomposites that showed promise and succeeded in enhanced effectiveness across a variety of domains including energy harvesting sensors, energy storage devices 31 and biomedical systems. 32
Molecular orbital theory insights into the electrical behavior of conducting polymers
Mechanism of conduction
Conventional theory illustrates that in CPs, delocalized electrons of π bonds are responsible for electron flow and their electrical conduction behavior. Although a single bond exclusively has a sigma bond with localized electrons, a double bond possesses both a weaker π bond and localized σ bond. 33 The displacement of π bonds, which happens in the tandem interaction bridging the first and second carbon atoms and the second and third carbon atoms, allows electrons to get through. Additionally, the following pair receives the π bond bridging the third and fourth carbon atoms, as shown in Fig. 2(c) . 2

MOT addresses electrical behavior at the molecular level. 2,35 In the MOT approach, molecules are considered to be a superposition of p orbitals, and this leads to a low-energy bonding molecular orbital (π) and a high-energy antibonding molecular orbital (π*). However, the highest occupied valence band HOMO and the lowest occupied conduction band LUMO are the results of combination of bonding and antibonding molecular orbitals, respectively. The band gap is the HOMO–LUMO energy gap, also known as “forbidden energy gap”, “energy gap” or “fundamental energy gap”. 36 In CPs, bonding and antibonding molecular orbitals create energy band with filled (π-electronic band) HOMO and vacant (π*-band) LUMO. Conjugation in the polymeric structure is increased with the increase in the number of monomer units and results in the development of wide-ranging energy states with a narrow band gap. However, electrons exhibit unrestricted motion throughout backbone starts to take place. Generally, CPs have a band gap that places them between the insulator (>3 eV) and the semiconductor within the range (0–3 eV). There are few parameters that control the conjugated polymer band gap. (1) A shift in bond length, (2) resonance energy, (3) structural planarity, (4) consequences of substituents, (5) conjugation length, and (6) donor and acceptor connections. 37 PA has a π–π* band gap of 1.5 eV and a conductivity within the range of 10 3 –1.7 × 10 5 S cm −1 . PTh has a π–π* band gap of 2 eV and a conductivity in the range of 10–10 3 S cm −1 , whereas PPy has a band gap of 3.1 eV and a conductivity within the range of 10 2 –7.5 × 10 3 S cm −1 in the same way PANI has a band gap larger than that mentioned for CPs of about 3.5 eV and a conductivity of 30–200 S cm −1 , as shown in Fig. 2 . 2,38
Other advanced computational approaches such as DFT provide an understanding of charge transfer in CPs. Band creation and delocalization are described by MOT, which offers conceptual basis for charge transfer in CPs. DFT enhances this image by adding electron correlation effects, charge localization and accurate band gap prediction. The Kohn–Sham approach in DFT facilitates the calculation of charge transfer properties, band structure and excitonic interactions in CPs. Hybrid functionals such as B3LYP and HSE06 are utilized to precisely access the band gaps and charge mobility, offering an extensive understanding of the electronic transport dynamic. 39
Marcus Theory and Electron transfer mechanism describe the electron transfer as a function of reorganization energy and donor–acceptor coupling. The charge transfer k_ET depends on parameters such as Gibbs free energy change Δ G 0 , electron coupling H_AB and nuclear reorganization energies ( λ ). Polymers with well-ordered backbone planarity and efficient π-π stacking interactions present reduced reorganization energies and, consequently, improved charge mobility and conductivity. 40
Polaron and bipolaron transport in CPs comprises quasiparticles that emerge from structural relaxations of the polymer backbone following charge injection. The formation and stabilization of polarons and bipolarons act as crucial in charge transfer processes, improving charge flow and electrical conductivity in doped polymers. The existence of counterions incorporated during doping enhances the stability of these charge carriers, reducing coulombic interactions and improving charge carrier movement. 39,41 Modern theoretical models such as DFT, Marcus theory, and polaron/bipolaron offer insights into charge transport CPs ( Table 2 ). By combining these theories, researchers can develop advanced next-generation CPs with enhanced electrical characteristics for applications in flexible electronic systems, biosensors and energy storage devices.
Table 2
Merits and demerits of CPs 4,25,39,42–45
| Merits of CPs | Demerits of CPs |
| CPs are biocompatible for sensing applications, e.g. disease diagnosis and tissue engineering 39 | Not all CPs are biomedically applicable as biotoxicity may arise with some biomedical applications. 39,42 |
| The electrical conductivity of CPs is similar to that of metals suitable for electronic applications. They exhibit environmental and favorable cycling stability 4 | Deficient specific capacitance. Less conduction than metals. They may lose stability under harsh conditions of heat and harsh chemicals 25 |
| Tunability; chemical doping is an easy way to change the properties of the material 43 | Sometimes doping can be challenging as it may deteriorate with time lead the loss of conductivity 44 |
| Cost effective and easily created via chemical and electrochemical polymerization. They are therefore commercially viable for mass manufacturing across a range of industries 45 | Large scale inexpensive chemical and electrochemical techniques may cause batch to batch variations in CPs' characteristics 4 |
Properties of metal oxides
Metal oxides are a broad, versatile and attractive class of compounds due to their unique properties from metal to semiconductor and insulator. Semiconductor MO x with narrow bandgaps have significantly grasped the place in a wide range of applications in sensors, catalysts, lithium ion electrode materials, energy storage devices and electrical devices. 46 Co 3 O 4 , Al 2 O 3 , CuO, In 2 O 3 , TiO 2 , SnO 2 , ZnO, SnO, WO 3 , Fe 2 O 3 , and Cu 2 O,CeO 2 (ref. 47 ) are commonly utilized in various applications ( Fig. 3 ) because they offer excellent mechanical and chemical stability, thermal strength, and high surface area-to-volume ratios. 48

CuO has attracted more attention in different applications than Cu 2 O because of its monoclinic structure in which four oxygen atoms were bonded in a rectangular parallelogram and offer structural diversity. SnO and SnO 2 exhibit different structures, significantly rutile and tetragonal, and due to structural diversity, they have grasped a place in different applications. ZnO hexagonal wurtzite structures with intrinsic imperfections make it suitable for sensing applications. An In 2 O 3 rhombohedral structure makes it a suitable candidate for good electrical properties. The unique structural features of Al 2 O 3 are significantly used as the active phase in the field of catalysis. With these unique properties, MO x stand as excellent candidates for integration into CPs. 46,49
Doping of CPs
In doping, donor/acceptor groups are introduced into the polymer matrix. By adding or removing electrons from the CP backbone, dopant molecules are introduced, allowing for the manipulation of CP conductivity. Conjugated polymer's backbone needs to be doped with an ion or small molecule (oxidation and reduction) to enhance their properties. Charge carrier length, polymeric length and conjugation length are the parameters usually determining the doping process. 25,43 Four doping methods are briefly explained.
Redox p-doping
In this method, CPs are treated with Lewis acid such as chlorine and iodine which act as electron acceptors. This process involves the dopant to extract electrons from the HOMO of CPs. The electron is moved to the LUMO of dopant species, generating a hole in the polymer structure. As a result, the flow of electrons increases throughout the polymer chain to fill this hole. The overall process leads to electron mobility throughout the polymer and enhances the electrical conductivity of polymers. The conductivity of PA increased by p-type doping trans -[CH( i ) 0.20 ] x and became 1.6 × 10 2 S cm −1 . 50,51
Redox n-doping
CPs undergo reduction through Lewis base electron-donating species such as sodium and lithium. In this process, electrons are removed from the LUMO of doping materials and shifted to the HOMO of polymers, thereby increasing the electronic concentration in the polymer backbone, which is neutralized by dopant species counter-ions. The conductivity of PA increased by N-type dopant cis -[Li 0.30 ( CH )] x up to 2.0 × 10 2 S cm −1 . The electrical conductivity is enhanced due to increase in the density of free charge carriers as a result of N-type doping. This doping optimized the polymeric chain and enhanced the interchain transport through an improved π–π stacking interaction, which validates the enhancement in conductivity. 51
Electrochemical-p,n doping
This method of infusing the doping material is done by utilizing cathodic reduction or anodic oxidation via the electrolyte solution, which is a potential source of charge stabilization throughout the polymeric chain. However, the polymer backbone functions as an electron sink or an electron carrier to accomplish this procedure. The conductivity of undoped PPy is 8.77 × 10 −9 S cm −1 , but the conductivity of the PPy/NiO dopant increased up to 4.08 × 10 −7 S cm −1 , which is 2-fold higher than that of pristine PPy. The incorporation of dopant NiO significantly increased the electrical conductivity of PPy due to the synergetic interaction between the dopant and the CP matrix. 16,45,51
Photo-induced doping
In this method, doping is carried out by high-energy radiations that transition the electrons from the valence band of low energy to the conduction band of high energy. 36,45 Charge defects are created in the polymer configuration owing to the doping process. These electrostatic flaws such as holes and electrons can serve as charge carriers. In the first step, the formation of radicals, anions/cations, i.e. polarons, is governed by the loss or gain of an electron from the uppermost part of the valence band or the lowest point of the conduction band. It is energetically more favorable to remove/add electrons from polarons than the other locations in the polymer backbone; as a result, there is a development of bipolarons, which is a more advantageous process than the formation of two polarons. Electrical conduction occurs in bipolarons owing to positive/negative charge's delocalization. The formation of charge imperfections in PTh is depicted in Fig. 4 . Due to bipolaron bands' overlap, at high p-doping levels, the lower and higher bipolaron configurations corresponding to the occupied and unoccupied bands become energetically accessible. This opens up as a newly available valence band for electron migration, which may eventually result in a conduction mechanism that resembles a traditional metallic one. 36

Synthesis of hybrid conducting polymer composites
Various methods are used to synthesize HCP composites. The most advanced and effective techniques for developing composites of CPs and a MO x hybrid are briefly explained here. Through differential electrostatic interactions, these operations probably lead to the integration of nanounits into the primary chain of the CPs, depending on the specific MO x and the structure of the CPs. 45
HCPs are synthesized by the following strategies.
(1) Template-assisted polymerization
(i) Chemical polymerization
(ii) Electrochemical polymerization
(2) Sol–gel method
Template-assisted polymerization
The CPs created by a template-assisted polymerization technique are highly regulated, effective and easy to synthesize. In this technique, CPs develop in predetermined forms and shapes assisted by the template. 53
Hard templates need the CPs to be physically molded into desired shapes and rely on CPs' self-assembling activity. In the hard template approach, nanostructures are physically grown using physical templates that serve as molds or scaffolds that offer nanoscale, precise colloidal structures. The benefit of the hard template method is that the subsequent stages can employ either chemical or electrochemical polymerization. In order to synthesize a chemical template, the rigid template is immersed in a solution having an oxidizing agent, dopant, and monomer, which causes the monomer to polymerize, whether on the surface or throughout the pores or channels. The parameters of the template, monomer concentration, the type of oxidant, reaction duration, and temperature all affect the properties of the chemically produced CPs. 32
CPs can be produced using template-directed electrochemical synthesis that uses a metal layer serving as an electrode. Charge transport during the polymerization process, the extent and time span of applied potential, and the quantity of monomers and dopants can all have an impact on the characteristics of CPs in addition to chemical considerations. 54 The most commonly employed colloidal nanoparticles are polymer microspheres or MO x nanoparticles. The dimensions and ultimate shape of CPs are mostly governed by the colloidal nanoparticles' dimensions. This approach has multiple benefits including uniform size distribution, ease of synthesis, and large-scale acquisition. Use consistent octahedral Cu 2 O crystals (0.6–1.3 μm in rhombic length) functioning as a template in a solution containing the dopant and oxidant, for instance, to create hollow octahedral PANI. The oxidative initiator can readily remove Cu 2 O, which provides the new structure. Nevertheless, post-processing for template removal is time-consuming and could affect how hollow nanostructures turn up in the end. 32
N. Shahzad et al. synthesized PTh by the polymerization of the monomer thiophene. A uric acid hard template was employed in oxidative template-assisted polymerization ( Fig. 5 ). The template was removed by washing to free the cavities of the polymer. 55

Chemical polymerization
While synthesizing HCPs, chemical polymerization is the finest method. Chemical polymerization is considered the best technique because of its quick and simple synthetic procedure. 56 It can be further divided into addition polymerization and condensation polymerization. Because chemical polymerization is inexpensive, simple to perform, and offers a variety of pathways for the production of distinct hybrid MO x @CPs, it is widely employed. 57 In chemical polymerization, there is no need for an electrode, and it proceeds via oxidation of monomers in the presence of dopant ions. 58 A convenient route to create PANI is the chemical oxidation process, which includes blending the monomer of the relevant polymer with an oxidant alongside a suitable acid under ambient conditions to generate products. However, the formation of HCPs followed the same method. 1
PTh-g-PMA/ZnO was prepared via chemical polymerization performed in situ . Its structure, morphology and properties were studied, which showed 85% enhanced luminescence properties, which make it an excellent candidate for use in photovoltaic cells. The prepared PANI/A\ZnO hybrid composites are better candidates for anti-corrosive coating, as shown in Fig. 6 . 45

A Nb 2 O 5 -integrated PANI sensor was created by Saddique et al. to detect creatinine used in in situ oxidative polymerization of the monomer aniline with an APS solution as an oxidative initiator ensuring the controlled growth of CPs. The synthetic process used diphenyl amine crosslinked aniline on the surface of Nb 2 O 5 , 60 as shown in Fig. 7 .

Electrochemical polymerization
Electrochemical polymerization of CPs is considered non-catalytic polymerization. In electrochemical synthesis, a monomer precursor is anodically deposited on an inert metal surface, while appropriate electrolytes are analyzed. Electrochemical synthesis requires either cathodic reduction or anodic reduction of suitable electroactive functional monomers, as shown in Fig. 8 . Numerous electrochemical methods such as galvanostatic charge–discharge, potentiostatic, and CV have been used for synthesis. The principal benefit of this approach is that it allows the direct coating of a polymer film onto the metal, and the coating thickness can be smoothly tuned by adjusting the electrochemical parameters.

PA was prepared by using Luttinger's catalyst, that was a combination of complex metals [VIII] containing high molecular weight and PA was produced by this catalyst. In contrast, the Ziegler–Natta catalyst utilized water-soluble solvents for catalytic processes, such as acetonitrile or water–ethanol tetrahydrofuran (THF). Nevertheless, compared to the Zeigler-Natta catalyst, it has reduced the catalytic effectiveness, and the resulting products and catalysts have nearly identical chemical and physical properties. 1
Zhang et al. prepared a PPy/TiO 2 HCP using a gold substrate via electropolymerization and applying a steady potential of 0.85 V. The conductivity of the PPy/TiO 2 composite increased to 135 S cm −1 , a factor of ten more than that of pristine PPy (14.1 S cm −1 ). 62 The electropolymerization process has the following advantages: in most instances, the polymer is immersed directly, capable of creating thin films. The conductivity and polymer thickness are readily manipulated. 33 It is easy to use, inexpensive, and can be completed in a solitary glass vessel, and the electrochemical preparation of CPs is a highly significant technique for thin films such as sensors.
Sol–gel method
The manufacturing of HCP composites is a prospective application of flexible sol–gel technique. 63 For the first time, silicon alkoxides functioned as starting materials in the 1930s and the sol–gel process was used to create silica particles. Unlike template-assisted polymerization, the most often utilized metal alkoxides in this polymerization process are silicon alkoxide, TEOS, and TMOS ( Table 3 ). These precursors are based on silica. Condensation and hydrolysis reactions between the organic and inorganic moieties occur simultaneously to generate HCPs. Because the Si–C bonds are durable against hydrolytic degradation, it is easier to incorporate the organic group into the inorganic framework, which is the most crucial property for the formation of HCPs. This approach has several benefits, including a low reaction temperature that makes the production of HCPs easier and improves the insertion of organic constituents into the inorganic structure conversely. By using the sol–gel method, a PANI/TiO 2 hybrid was prepared. Moreover, its morphology, structure and electrochromic characteristics were examined. The PANI/TiO 2 hybrid nanocomposite was found to exhibit improved transparency and decreased crystallinity, making it a more viable option for electrochromic devices. 45
Table 3
Comparative analysis of template-assisted polymerization versus the sol–gel method 64–67
| Features | Template assisted polymerization | Sol–gel method | Ref. |
| Morphological control | Enable synthesis of well-defined nanostructures, but template removal is challenging | Enable control over the particle size and shape at the nanoscale but require highly precise synthetic parameters to avoid structural inhomogeneity | 64 and 65 |
| Surface area and porosity | Synthesize material with a high surface area and porosity making the material best candidate for sensing and catalytic application, but template may introduce impurities as well | High purity can be achieved, but residual solvent may require removal | 57 and 68 |
| Yield | Yield is typically high but depends on template removal efficiency | Yield varies from moderate to high and can decrease during drying | 64 and 65 |
| Cost | This method of synthesis is usually high cost due to template removal and customized material, but can be cost-effective if template is reusable | Usually cost-effective but depends on the precursor material | 66 and 67 |
| Scalability | Limited for bulk production due to template removal, suitable for nanostructure materials | Highly scalable and used industrially | 64 and 65 |
| Functionalization | Functional groups can be easily incorporated | Functionalization is not easy; limited post-synthesis | 66 and 67 |
| Mechanical strength | High mechanical integrity due to template growth | Brittle nature can lead to cracking and reduced durability | 66 and 67 |
W. A. K. Mahmood et al. prepared a PANI-zirconium composite by a sol–gel technique. First, PANI was formed by dispersion polymerization of DBSA and the monomer aniline. The morphology and rod-like structure of HCPs were studied by using different techniques such as TEM, SEM and XRD. The conductive analysis of HCP composites revealed improved electrical performance, 30% more after the deposition of Zr than pure PANI. 69 The sol–gel technique for the synthesis of MO x @CPs is presented in Fig. 9 .

Photochemical polymerization
The process is less common and can be applied for the creation of some CPs. For instance, pyrrole has undergone successful polymerization into PPy using visible light irradiation, either with an appropriate electron acceptor or serving as a light sensitizer ( Table 4 ). Horseradish peroxide is presently used to initiate the polymerization of aniline in the proximity of H 2 O 2 by oxidation-radical-driven coupling reactions. It is acknowledged that aniline polymerization occurs under environmentally moderate conditions in contrast to methods involving chemicals and electrochemistry.
Table 4
Different MO x @CPs with properties, method of synthesis and applications. 45,71–76
| Hybrid conducting polymer | Conductivity | Properties/Stability | Synthetic method | Temperature | Dopant ratio | Application | Ref. |
| PPy/TiO 2 | PPy/TiO 2 has electrical conductivity 177.69S cm −1 than pristine PPy 100.90S cm −1 | PPy/TiO 2 has good thermal stability weight loss only 15% at 200 °C | Chemical oxidation polymerization | 25 °C | 1 : 100 | Energy storage devices | 71–73 |
| PTh/SnO 2 | Conductivity of pure PTh is 5.59 × 10 −4 S cm −1 and conductivity of PTh/SnO 2 hybrid is 9.82 × 10 −3 S cm −1 | Excellent isothermally stable | In situ chemical oxidation polymerization | 25 °C | 1 : 7 | Sensing with detection limit in ppm | 77 |
| PTh/MoO 3 | PTh/MoO 3 hybrid has 18.22 times greater conductivity than pristine PTh | PTh/MoO 3 showed 1.72 times greater stability than pure PTh | In situ oxidative polymerization | 60 °C | 1 : 10 | Sensing with detection limit in ppm-ppb | 78 and 79 |
| PA/ZnO | 9.37 times electron mobility increased than pristine PA. | Long term stability | Sol gel method | — | 1 : 10 | Catalysis, photovoltaic | 80 |
| PPy/MnO 2 nanotubes | — | Good cyclic stability 88.6% over 800 cycles | In situ chemical deposition | 160 °C for MnO 2 and 25 °C for PPy/MnO 2 | — | Supercapacitor demonstrating cyclic stability 88.6% over 800 charge–discharge cycle | 74 and 75 |
| PPy/TiO 2 | — | Excellent electrochemical properties having specific capacitance18.3 mFcm −2 at 0.25mAcm −2 . 77% capacity retention rate | Electro polymerization deposition | 25 °C | 1 : 20 | Electrochemical energy storage devices | 28 |
| PPy/SiO 2 | Pristine PPy 0.88S cm −1 and after doping 40.4S cm −1 | PPy/SiO 2 much higher mechanical strength 1.7 ± 0.1 N than the normal PPy 0.2 ± 0.05 N | Vapor phase polymerization | 25 °C | 1 : 20 | Sensors with detection limit 0.5 μM, catalysis | 45 , 81 and 82 |
| Increased surface area and porosity | |||||||
| PPy/WO 3 | PPy has conductivity 7.57 × 10 −9 S cm −1 and PPy/WO 3 has 3.77 × 10 −3 six times higher than pristine PPy | Mechanical stability, pristine PPy showed exhibit 81% weight loss at 600 °C, while PPy/WO 3 showed 72% weight loss at 900 °C | In situ chemical polymerization | 25 °C | — | Electrochemical sensors with detection limit in ppm, energy storage devices | 83 and 84 |
| PANI/TiO | — | — | In situ polymerization and sol gel | 25 °C | 2 : 1 | Electrocatalyst | 45 and 76 |
Several studies explored the different aspects of MO x @CPs focusing either on the synthesis strategies or on specific applications. For instance, V. V. Tran et al. developed MO x @CPs i.e. PPy/ZnO for CO 2 conversion, employed polymerization and sol–gel method to synthesize nanocomposites, lacking the in-depth analysis of their practical applications. 85 Silva et al. extensively reviewed the role of polymeric composites in biomedical applications, as this study does not delve into the multifunctional applications such as energy storage and water splitting. 86 Ghosh et al. focused on CP monohybrids for fuel cell applications emphasizing their electrocatalytic properties and synthetic strategies. However, their study lacks an in-depth exploration on multifunctional applications such as biomedicine and water splitting. 87 M. Morshed et al. used a PANI/La 2 O 3 material for supercapacitors as the PANI/La 2 O 3 electrode material exhibits a higher effective capacitance of 718 F g −1 and a specific energy of 53.8Wh/kg. The material offers remarkable power retention over 10 000 GCD cycles. 88 Z. Hao et al. used core–shell PANI/WO 3 for photochemical water splitting. Hybrid material exhibits an excellent photocurrent magnitude of 0.499 mA cm −2 , which is 2.35 times greater than the photocurrent of bare WO 3 , which is 0.212 mA cm −2 . The photoelectrochemical stability of the photoanode of hybrid PANI/WO 3 is increased up to 87% from 60%. 89 T. Marimuthu et al. used NiO-incorporated-PPy CP as a biosensor for the sensing of analyte glucose in the range of linear concentration of 0.01–0.5 mmolL −1 with a very low LOD of 0.33 μmolL −1 with an excellent sensitivity of 1094.8 μA mmol −1 L cm −2 . 32,90 Z. Zhang et al. synthesized SnO 2 @PPy as the anode for lithium ion batteries by employing sol–gel techniques. The synthesized component demonstrated superior dispersibility and electrochemical properties with a capacity of 932.6 mA h g −1 at 0.2 Ag −1 (100 cycles). This work provided an innovative method for dispersing MO x @CP composites. 91 Z. Yang et al. developed a Fe 3 O 4 -integrated PPy biosensor for the sensing of glucose with the least LOD of 0.3 μM in a wide range of concentrations of 0.5 μM-34 mM with excellent stability retaining 98.1% of its response over a time period of 20 days. 92
These studies provide comprehensive insights into MO x @CPs, but their scope remained confined to a single field. However their potential in other fields such as biomedical, electrocatalytic and water splitting technologies remained unexplored. Our review provides a holistic perspective that integrates synthetic strategies and implementation in real-world applications in biomedicine, energy and water splitting. By systematically analyzing these composites, this study highlights the synthetic advancements with multifunctional applications.
Hsissou et al. reported the synthesis and rheological characterization of a novel epoxy polymer. Their findings highlight that inorganic filler incorporation significantly increased the mechanical strength and altered the viscoelastic behavior of the polymer matrix, increasing the anticorrosive properties, 93–95 consistent with the trends observed in MO x hybrids. 96 These findings further affirm that inorganic reinforcement in polymer matrices—whether MO x or phosphate minerals—plays a pivotal role in improving mechanical, thermal, and viscoelastic properties through enhanced interfacial interactions and dispersion. The same group synthesized and characterized PGEPPP cured with MDA and reinforced with natural phosphate (PN). The PGEPPP/MDA/PN composite exhibited improved morphological uniformity, increased thermal stability, and modified rheological response 97,98 again consistent with the trends observed in our review. Furthermore, advanced functionalities, which are frequently overlooked in previous works, emphasize the MO x @CP adaptability, tunability, and developing potential ( Table 5 ). Underpinned by recent literature and state-of-the-art research, we also offer a comparative review of synthetic methodologies, comprehensive structure–property connections, and insights into the synergistic effects between inorganic and organic components.
Table 5
Comparison of other materials with MO x @CPs 47,99–108 other materials
| Material | Analyte | Method of detection | Linear range (μM) | LOD (μM) | Sensitivity (μA. μM −1 ) | Real sample | Ref. |
| Au@Fe 2 O 3 @rGO | Caffeic acid | Differential pulse voltammetry | 19–1869 | 0.098 | — | Coffee | 99 |
| CoFe 2 O 4 @LSA/CT | Uric acid | Amperometric | 1.9–98 | 0.3 | 0.42 | Human urine | 100 |
| CuNPs-PtSPCE | Creatinine | Cyclic voltammetry | 10–160 | 0.1 | 0.25 | Artificial saliva | 101 |
| Nafion/Sonogel carbon | Polyphenol | Amperometric | 0.042 | 0.06 | 0.099 | Beer | 99 |
| Poly(N-isopropylacrylamide) | Creatinine | Cyclic voltammetry | 0.5–200 | 0.83 | 0.21 | Human blood | 102 |
| Cu 2 O/Polyacrylic acid | Creatinine | Differential pulse voltammetry | 0.1–200 | 6.5 | — | Human urine | 103 |
| MXene/Nafion/PANI | Cholesterol | Differential pulse voltammetry | 1.0 × 10 −6 –1 | 0.149 × 10 −6 | — | Human serum | 104 |
| Metal oxide enhanced CPs hybrid composites | |||||||
| PANI/Fe 2 O 3 | Uric acid | Differential pulse voltammetry, cyclic voltammetry | 0.01–5 | 0.038 | 0.433 | Human urine | 47 |
| MIP-CP electrode | Creatinine | Cyclic voltammetry | 0.1–100 | 0.05 | — | Human urine | 105 |
| Cu 2 O/MIP-CP | Creatinine | Differential pulse voltammetry | 0–750 | 0.22 | 216 | Artificial urine | 106 |
| TiO 2 /PANI-AuNPs | Hydrazine | Cyclic voltammetry | 0.9–1200 | 0.15 | 11.6 | — | 107 |
| SnO 2 /PANI | Dopamine | Differential pulse voltammetry | 0.5–200 | 0.42 | — | — | 108 |
| CuO/PCl/PPy | Glucose | Cyclic voltammetry | 2–600 | 0.8 | — | Saliva | 109 |
| Indium/Titanium oxide/PPy | Interleukin-6 | Cyclic voltammetry | 0.02–16 | 0.006 | — | Human serum | 110 |
| CeO/PANI | HRS | Cyclic voltammetry | 0.05–5 | 0.05 | 0.159 | — | 111 |
| TiO 2 /PANI | Transferrin | Fluorescence | 0.00137–1.96 | 0.00137 | — | Human serum | 112 |
| TiO 2 /PANI | Glucose | Cyclic voltammetry, amperometric | 20–140 | 5 | 163.14 | — | 113 |
Application in biomedical sensing
Sensor discipline is a device-centered technology, encompassing both fundamental and applied research, that is used in many different transdisciplinary domains. 114 Based on how they recognize the analytes of interest by sensing, sensors are often classified into two categories: (1) physical sensors and (2) chemical sensors. Nevertheless, present research endeavors are heading for the sensors using the combination of both physical and chemical features. 115 A chemical sensor serves as a tool for detecting and measuring specific analytes. 116 Its function is based on the idea of target species and sensor interaction. 115,117 Leveraging bio-molecules of interest, the sensors quantify molecules of biological importance. 118 Due to the overlap in sensing techniques, sensors are deemed as a component of chemical sensors. Chemical sensors using innovative methods can identify analytes with intricate chemical structures. 116 Electrochemical sensors are acclaimed for their remarkable selectivity, accuracy and precision and are classified into amperometric sensors, impedance sensors and potentiometric sensors. 119 For more quick and selective determination of analytes, electrochemical sensors are crucial. Comparing these sensors to their spectroscopic and chromatographic parallels, they are far more affordable. It can also be adjusted to fit certain uses. For potentiometric sensors, ion-responsive electrodes are pivotal for analyte detection. 120
A current signal is produced when the reactant is reduced or oxidized at a constant applied voltage. Amperometric biosensors measure this current signal. These sensors' ability to work is affected by multiple circumstances. The primary factor among them is the transmission of electrons between the catalytic molecule and the electrode/CP surface. Among other sensors, amperometric biosensors are frequently employed. The current signal is measured using an electrochemical method that is incredibly sensitive. 121,122
Potentiometric biosensor is less commonly employed in sensing. When it comes to the PPy/electrode with mounted glucose oxidase, researchers have shown its advantages over amperometric biosensors. When the sensor functioned for the detection of dopamine, it showed good detectability and selectivity. The analytical signal is thought to be the potential change rate. 123,124
Impedimetric biosensors compared to both amperometric and potentiometric sensors are infrequently employed. In order to function, impedimetric biosensors must be able to measure changes in the CP substrate's conductivity between two electrodes. The conductive nature of the component changes when the redox level or pH balance of the CP matrix changes. This sensing method takes a lot of time. 125,126 D. Minta et al. , fabricated an electrochemical sensor based on a ternary PANI/Fe 2 O 3 –SnO 2 composite on a glassy carbon electrode for the sensitive detection of dopamine and uric acid (UA). 127 The fabricated sensor demonstrated outstanding performance in detecting the target analyte, achieving an exceptionally low detection limit for UA 6.4 μM in 1.6 μM UA concentration and for DA 0.15 μM in concentration 0.076 μM at peak potential 180 mV. The sensor demonstrated excellent stability by retaining 90% of its response after use over a time period of 30 days.
In disease diagnosis – biomarker detection
Uric acid
UA is present in physiological fluids such as urine, saliva and serum. Serum and urine contain UA within the range of 300–500 μM and 1400–4400 μM, respectively. The elevated level of UA causes different diseases including gout, arthritis, high cholesterol, renal lesions and metabolic syndromes including heart attack and high blood pressure. Parkinson's disease and multiple sclerosis are caused by abnormally low levels of UA. 128 Many analytical methods such as HPLC, chemiluminescence, chromatography, and colorimetry are used for the detection of UA level. These conventional techniques, however, are typically laborious, complex, and instrument-expensive. The electrochemical methodology offers numerous advantages over traditional approaches including high sensitivity, minimal expense for upkeep, and rapid operation. 129,130
S. K. Ponnaiah et al. 130 employed a Ag–Fe 2 O 3 @PANI-modified electrode for the detection of UA. The built sensor is highly responsive to the targeted analyte UA with a sensitivity of 128.29 mAmM −1 and a remarkably low limit of detection of 102 pM. It has been proficiently accomplished to determine the UA concentration in serum and urine specimens by using the electrochemical approach. The benefits include good selectivity, a wide detection range, and quick detection. The current electrochemical sensor possesses the inherent ability to rapidly and quantitatively detect UA in real samples of patients belonging to different age groups. The sensor's selectivity was determined with different interfering analytes such as sucrose, glucose, formic acid, ascorbic acid and dopamine, which exhibited excellent selectivity by showing more response for targeted UA. On this modified electrode system, the π–π coupling connection between the analyte and the fabricated electrode active region may weaken other biological interferences while accelerating electron transport. Very low detection limits, excellent stability, and extremely high selectivity and sensitivity are all displayed by the sensor that was developed using this nanocomposite.
The Ag/Fe 2 O 3 @PANI-based UA sensor holds great promise for various applications, including evaluating the content of UA in human serum and urine samples, given its outstanding performance. This technique can be effectively used for the design of sensing devices, which offer a useful solution for medical diagnosis. 130
Creatinine
Chronic kidney disease, a progressive acute medical condition of the kidneys, increased the mortality rate up to 41% from 1990 to 2017 in individuals of all age groups. CKD is responsible for worldwide 1.2 million fatalities per year and decreased kidney function accounts for an additional 1.4 million deaths. 131–133 The rate of kidney dysfunction has increased in the preceding fifteen years. In the event of progressive renal failure, the glomerular filtration rate decreases to less than 15 mL min −1 , giving rise to the retention of metabolic residues, e.g. urea and creatinine, as well as unbalanced serum electrolytes. In healthy individuals, the normal range of creatinine in blood is 45–140 μM per day. 134 Creatinine (Cre) is a vital biomarker for the identification of CKD and other renal disorders since it is elevated in bodily fluids such as saliva, serum, and urine. 135
Saddique et al. 60 synthesized a Cre-imprinted Nb 2 O 5 /PANI nanostructure for the electrochemical sensing of Cre in human saliva. Cyclic voltammetry (CV), differential pulse voltammetry (DPV) and electrochemical impedance spectroscopy (EIS) confirmed that the sensor manifests exceptional sensitivity and selectivity for Cre, and improved electron transfer kinetics as compared to pristine non-imprinted PANI. The fabricated Nb 2 O 5 /PANI electrode exhibits a superior sensing capacity of 3.68 μA μM −1 within the linear range of 0–1000 nM remarkably with a very low limit of detection (LOD) of 127 pM and an LOQ of 385 pM. The sensor exhibits excellent selectivity for the biomarker Cre over the common salivary analytes such as glucose, spermine, urea and UA, and ascorbic acid. The sensor showed excellent resilience by retaining 85% of its first reaction over a period of 5 days. Additionally, the designed sensors were evaluated with human saliva samples that are either pure or spiked with different amounts of Cre, with a recovery rate of 97.4 ± 2.83(%).
Spermine
Spermine is a potential biomarker of cancers such as breast cancer due to the abnormal growth of cells, as the level of polyamine is increased in physiological fluids such as saliva. The level of polyamines such as spermine and spermidine in the saliva of cancer patients is 15–20 folds upregulated. Therefore, a POC diagnostics tool is required for onsite and rapid detection of breast cancer. A budget-friendly, sensitive, and portable device was developed for non-invasive diagnosis of breast cancer using saliva.
I. Zaman et al. developed a FeFe 2 O 4 /PPy-based sensor for electrocatalytic oxidation and spermine monitoring in a complex mixture solution of human saliva. Molecular imprinting was employed to make this material selective and sensitive for the targeted analyte spermine. After washing, the cavities were freed to remove any trapped spermine molecule. The sensor exhibited an excellent sensitivity of 0.424 μA nM −1 over a linear spermine concentration range of 0–1000 nM with a very low limit of detection of 220 pM and an LOQ of 667 pM. The sensors demonstrated high selectivity towards spermine compared to other interfering salivary analytes such as guanine, tyrosine, glucose, and ascorbic acid. A stability test at alternate days over a time period of 8 days indicated that the sensor retained 80% of its initial response, which indicated the robust nature of the sensor. The sensor showed 87% response in spiked human saliva samples. Overall, the fabricated device exhibited excellent sensor characteristics. All these figures of merits of FeFe 2 O 4 /PPy confirmed that the sensors showed excellent sensitivity and selectivity only towards the targeted biomarker spermine compared to other polyamines. 136
Glucose
Among the biggest hazards to health initiatives of the 21st century, diabetes mellitus (DM) is alarming. 137 DM is caused by abnormalities in insulin production, and it leads to various diseases such as neuropathy, nephropathy, skin disorders, risk of cardiovascular diseases and dementia. 113 According to WHO predictions, DM and its consequences will claim the lives of over four million adults in 2019, one death every eight seconds. 138 In 2021, there were about 537 individuals with DM. It is anticipated that there will be 643 million DM patients worldwide by 2030. 139 In the past ten years, there were observed remarkable accomplishments in the development of biosensors for potential biomarkers that are crucial for the early identification of prediabetes. Finally, we propose important biomarkers that should be taken into account as possible targets for creating extremely sensitive biological glucose sensors. 140
C. Karaman et al. developed a Ti–Nb 2 O 5 @PPy biosensor for the detection of a glucose biomarker of chronic diabetes. The sensor has an excellent sensitivity of 18.93 μA μM −1 for glucose with a very low limit of detection of 1 μM and an LOQ of 10 μM. A lot of benefits are offered by the biosensor, including its fast processing, high selectivity, and ease of use. Furthermore, a highly selective glucose detection method without any interference in plasma samples was achieved, yielding sensitivity and a detection range of 1.0 × 10 −6 M. Electrochemical techniques such as CV and DPV were performed to access the effectiveness of the sensor. Thus, a new avenue for the assessing of glucose concentration in plasma specimen is made possible by the creation of an enzyme-free glucose sensor rooted on MIPs. As a result, this framework promotes the formulation and exploitation of sensors for glucose in practical applications ( Fig. 10 ). 141

Electrochemical applications
Supercapacitors
Promising technologies such as SCs have attracted some commercial significance in recent decades owing to their potential to significantly impact the market for certain industry-based devices such as smartwatches. 142–144 There are four primary types of SCs that can be distinguished based on how they store charge, namely pseudo-capacitors (PCs), hybrid SCs, asymmetric SCs (ASCs) and electric double-layer capacitors, as illustrated in Fig. 11 . One of the most significant types of SCs, EDLCs, operate by a non-faradic mechanism, as shown in Fig. 12 . Charge buildup appears at the electrode–electrolyte interface of this SC. Graphene and carbon nanotubes, two high-surface-area C-derived constituents, are frequently utilized as electrode materials in EDLC SCs. 145 The second most popular type of SC, known as PC, shown in Fig. 12 , operates via a faradaic process. Redox reactions or intercalation processes are the basis for charge storage in this type of SC. PCs have demonstrated their significant potential to increase power and energy densities when compared to EDLCs. 146


The enhanced redox activity of CPs makes them the most popular electrode material for transition MO x such as Mn 3 O 4 and for PCs. 148 A hybrid supercapacitor (SC), as illustrated in Fig. 13 , combines the advantages of both electric double-layer capacitors (EDLCs) and pseudocapacitors (PCs), offering suitable energy and power densities from the PCs along with high cycling stability and reasonable specific capacitance from the EDLCs. 149,150

Because ASCs offer a broader voltage window than symmetric SCs, they might be considered the third common SC. 151 As such, they have garnered significant attention globally. ASCs have shown both higher energy/power density and greater performance than traditional types of symmetric SCs. 14
Electrolyte is a significant component of electrochemical SCs. They have an electrolyte, two foil electrodes, and a foil separator. SCs and electrolytic capacitors are structurally similar. 152 The separator is placed in between the electrodes after the foil has been rolled into a shape, most frequently cylindrical or rectangular. When the electrolyte is added and sealed, the bent structure is put inside a housing. 153 Unlike traditional electrolytic capacitors, the electrodes and electrolytes utilized in the production of SCs are different. Using porous materials as separators, a SC stores electrical charge and ions at the nuclear level in the holes. 116 An electrolyte is also utilized to connect the two electrodes. Aqueous, chemical, and solid-state electrolytes are frequently used electrolytes. Aqueous electrolytes can increase ionic concentrations and decrease resistances, which increases capacitance and power density. 154 Because of their greater operating potential, organic electrolytes, that is, solutions based on ammonium cyanide, can be used in industrial SCs. Aqueous electrolytes have many benefits over organic electrolytes, as shown in Fig. 14 , including lesser toxicity, greater safety, and cost-effectiveness, even if they have a lower voltage. 142

Owing to their minimal energy density compared to the organic solution, the aqueous solution's limited working potential is one of its most significant drawbacks in application. Significant energy densities are hard to come for these aqueous electrolytes due to their narrow voltage window. The industry is waiting for a more effective energy storage technology to keep up with the rapid advancements in electric cars and other electronic devices. The scale issue and rapid charging are the two main issues facing the EV industry. 155,156
Polyaniline and its composites in SCs
According to Table 6 , PANI is the significant CP which has been widely considered as an electroactive factor for energy storing capacitors, because of its extraordinary qualities, which include high electroactivity, ecological permanence, flexible electrical conductivity, high doping level, high processability, and promising electrochemical characteristics due to different oxidation states. 13 In the realm of flexible smart applications, one of the promising conjugated polymers that has received much study is PANI. 157,158 The use of PANI in smart applications such as gas sensors, 159 biosensors, 160 humidity sensors, 161 temperature sensors, 162 photoluminescence, 163 anti-corrosion, 160 transistors, pressure sensors, 164 LEDs, antenna, electrochromic displays, shape memory, absorbent/water purification, electrorheology, photocatalyst, electrical shielding, SCs, batteries, solar cells, nanogenerators, and fuel cells due to its extensive series of electrical conduction process. 165
Table 6
MO x @CP-based composites for electrochemical application (SCs) 33,147,166–168
| CPs | Method | Energy application | Specific storage capacity (F g − 1 ) | Power density (W h kg − 1 , μW cm − 2 ) | Capacitance retention | Ref. |
| PANI/RuO 2 | Atomic layer deposition | Offer high energy storage capacity and enhanced redox efficiency | 710 | 10/42.2 | 88% after 10 000 cycles | 169 |
| PANI/Fe 2 O 3 | Hydrothermal synthesis combined with in situ polymerization | High electrochemical performance and enhanced energy storage capabilities | 1124 at 0.25 A g − 1 | 14.4 and 58 | 82% following 10 000 cycles | 170 |
| MnO 2 /PANI | Electrodeposition method | Enhanced electrochemical performance in energy storage devices, particularly SCs | 248.5 at 1 A g −1 | 88.4 and 800 | >97.7% after 5000 cycles | 171 |
| PPy/Fe 2 O 3 | Hydrothermal and electrochemical polymerization | High electrical conductivity, stability, and electrochemical performance, making them suitable for SCs and batteries | 1167.8 | 42.4/9.14 | 97.1% after 2000 cycles | 172 |
| PPy/rGO | Chemical polymerization | Enhanced conductivity, flexibility, and high specific capacitance, making them valuable for SCs and battery electrodes | 197.6 | 61.4 | 78% following 2000 cycles | 173 |
| PPy/CuO | Polymerization | Synergistic conductivity, high specific capacitance, and redox activity, making them suitable for SCs and LIBs | — | — | — | 174 |
| PPy/CoO | CoO developed using PPy on 3D nickel foam | High conductivity, electrochemical stability, and excellent pseudocapacitive behavior | 2223 | 43.5/5500 | 99.8% after 2000 cycles | 175 |
| PPy/ZnCo 2 O 4 | Chemical polymerization | High conductivity, large surface area, and superior electrochemical performance | — | — | — | 169 |
| PPy/GO | Electrochemical co-d position | Offering improved conductivity, flexibility, and extreme specific surface area, compelling them ideal for SCs and flexible energy devices | 152 | 12.9/954 | 96.4% following 5000 cycles | 176 |
| PPy/LiV 3 O 8 | Oxidative polymerization in situ | High energy density, stability, and enriched electrochemical efficiency, particularly for LIBs | — | — | — | 175 |
| PPy/TiO 2 | Heat treatment, reduction, and direct mixing/drying | Perfect for advanced SCs and photocatalytic energy storage applications because of their excellent conducting power, large area of coverage, and stability | — | — | 76.5% following 100 cycles | 169 |
| PTh/rGO | In situ polymerization | Enhanced electron mobility and stability in SCs applications | 971 at 1 A g −1 | 38.11 and 7000 | 98% after 10 000 cycles | 177 |
| PTh/LiClO 4 | In situ polymerization | Ionic conductivity and enhanced electrochemical stability in LIBs | 255 | — | — | 178 |
| PTh/TiO 2 | In situ polymerization | Stability and photocatalytic ability of TiO 2 , making them ideal for energy storage, photocatalysis and photovoltaics applications | 1533 | — | — | 109 |
Quick charge–discharge kinetics, more economic, appropriate structure, and quick doping-dedoping routes are among PANI's benefits. Furthermore, n-dopable (LiPF 6 ) and p-dopable (HCl) PANIs have a higher power density and a superior resistance to deterioration.
PANI is a valuable material for additional research in the area of high-efficiency SCs because of its property. 179 The majority of published data for polyaniline-based SCs indicate that the charging and discharging process's operational window potential is among 0.8 and 1.0 V. Due to the low energy density achieved, PANI-based SCs with a hypothetical window below 0.6 V are not very appealing. A few research organizations began looking into PANI as an electroactive material for SC applications in the 1990s. Of these, Goswami et al. published the majority of the initial reports, 166 which were then followed by Arbizzani et al. , who picked up steam at the start of the twenty-first century. 180 The majority of reported scientific articles so far have used PANI as a composite form. 166 Moreover, PANI has been noted as an effective SC electrode in the absence of processing composites. Additionally, the only utilized material as electrode is PANI because of its several redox states, which can generate an extensive charge potential when switching between oxidation states during cycles of charging and discharging. 181
For high-grade SCs, Gao et al. have recently described a systematically porous carbon microsphere (SCM)/PANI electrode. SCMs were created by flaming a chitin/chitosan mixture solution, where chitosan was utilized to make the nanopores and nanochannels that made up the microspheres. 182 Another intriguing material for making PANI composite SC electrodes is carbon black (CB). Bavio et al. 183 has stated a comparatively extreme specific capacitance of approximately 1500 F g −1 for SC electrodes with a composite PANI/CB nanostructure. PANI/CB nanostructures were created by simply adding carbon black (0.1 mg mL −1 ) to the polymerization solution's original aqueous dispersion.
S. Goswami et al. 184 have recently reported on the use of CB integrated into the PANI matrix to fabricate a high-performance SC electrode using a PANI nanostructure. The CB that was utilized was made from the carbon waste from regular cooking ovens. 183 Prasanna et al. used a three-electrode setup and a 1 M H 2 SO 4 electrolyte solution to investigate the redox activity of PANI and PANI/SnO 2 nanocomposites ( Fig. 15 ). At 0.48 and 0.35 V, two redox peaks are visible for PANI and the same type of anodic curve with some peak altering is visible for PANI/SnO 2 nanocomposites at 0.22 and 0.6 V. The anodic curve changing, which results from SnO 2 oxidation and electrode resistance, indicates that SnO 2 is present in the nanocomposites. 185

Recent work on carbon nanofibers by Tian and colleagues produced N-doped carbon nanotubes/PANI composites. Based on the categorized core-sheath structure of N-CNT/PANI/CNT fibers, they developed a wearable SC that, after 10 000 series, has a specific capacitance of about 320 F g −1 at 1 A g −1 over 92% of the retaining factor. 175 SCs are made flexible by a well-aligned CNT fiber, and their permeable N–carbon nanotube structure considerably facilitates the relocation of ions and electrons that improve their storage behavior. Clothing made from carbon fibers or nanofibers has a lot of potential as an electrode material for malleable SCs due to its elevated electrical conductivity, large surface area, and good chemical strength. However, a straightforward and inexpensive method can be used to readily build a PANI nanostructure on carbon fibers for use as a variable SC electrode. 186
PANI and its application in batteries
PANI has been extensively studied for over 150 years in various applications due to its wide range of functions, and it was only around fifty years ago that PANI was 1st used in an electrochemical application. Chemical doping is a natural method for CPs such as PANI to change from insulators to semi-metallic conducting. 187 PANI and its derivatives are used in batteries because of their ability to conduct metals and function as lenient polymeric networks that provide high elasticity, exceptional mechanical power, and simple functionalization synthesis. Therefore, PANI is being looked into as a possible cathode material option for LIBs, as explained in Table 6 . 188
As compared to PANI with other CPs, such as PPy and Poly(3,4-ethylenedioxythiophene) has capacity of 114 and 115 mA h g −1 , reveals that PANI has a complex hypothetical capacity (294 mA h g −1 ) as LIB cathode material. LiPF 6 , LiBF 4 , Zn(ClO 4 ) 2 , LiClO 4 and other ionic salts have been used as dopant materials for PANI in order to create the cathode electrode for LIBs. 189
Additionally, sophisticated hybrid cathode materials that combine PANI with organic and inorganic materials such as LiMn 2 O 4 , MOS 2 , graphene (G), V 2 O 5 , LiFePO 4 , polyoxometalate, or reduced graphene (rG) are being investigated as a way to recover the electrochemical characteristics of battery cells. Ajpi 188 and colleagues have found that when LiFePO 4 (120 mA h g −1 ) or pristine PANI (95 mA h g −1 ) cathode systems are compared, the hybrid LiFePO 4 @PANI exhibits a substantially enhanced capability of 145 mA h g −1 at a redox rate of 0.1C. Hybridization causes the contact resistance to decrease, which speeds up the diffusion of lithium cations to the electrolyte and the transmission of electrons to the collector along the polymer chain. 116,163,190 In addition to the electrode component used in LIBs, PANI-based hybrid composites have been developed for lithium sulphur (Li–S), aluminum (AIB), sodium (SIB), zinc ion batteries (ZIBs), and ammonium storage cells, among other battery cell types. 159 Huang et al. , for example, reported on the production of PANI-inserted MnO 2 nanolayers with 40% utilization rate using them as the cathode material for Zn–MnO 2 rechargeable devices. 14 The nanolayers were stabilized for 5000 cycles using a slight aqueous electrolyte. Additionally, a number of studies have been published on PANI composites for magnesium-ion batteries. 159,191 Wang et al. have recently revealed that a flexible cathode for MIBs using PANI nanoarrays and carbon cloth has 97.25% retention capacity at 1 A g −1 after 1500 phases. 171 However, Krishna et al. have revealed that PANI has electrocatalytic action in Mg–S batteries. The MgS x catalyst was loaded onto pristine carbon cloth (CC) to create one electrode, while the PANI-coated carbon cloth was used to create the other. The superior electrochemical performance of MO x @PANI is attributed to improved electrical conductivity due to synergetic effects, enhanced lithium ion diffusion and good structural stability, which make it an excellent candidate for battery applications ( Table 7 ). 192
Table 7
Battery applications of polyaniline CPs 166,181
| CPs | Synthetic method | Energy application | Energy storage | Ref. |
| PANI/LiFePO 4 | Polymerization in situ | LIBs 5C, St: 76.8% retention | Discharge capacity specific to 0.1C and ability to reverse occur at 163.0 and 125.3 mA h g −1 | 187 |
| PANI/Li | Polymerization via chemical oxidation | LIBs | Discharge rate 37 mA h g −1 and 99.99% strength over 50 cycles | 189 |
| MoS 2 /PANI | Polymerization | LIBs anode | 915 and 369 mA h g −1 at 1 and 4 A g −1 are the reversible capacities. 200 cycles later | 159 |
| PANI/rGO | Polymerization | LiSB | Following 200 cycles, there is 600 mA h g −1 of stable capacity and 1548 mA h g −1 of reversible capacity at 0.05C | 193 |
| 3D G/PANI/polyoxometalate | Polymerization in situ | LIBs rechargeable | 135 mA h g −1 reversible capacity; zero specific capacity-decay rates | 116 |
| PANI/MnO 2 | Polymerization in situ | ZIB | The discharge capacity (at 0.2 A g −1 ) and dropped level were at 210 and 110 mA h g −1 after 200 cycles | 109 |
| PANI/V 2 O 5 | Polymerization in situ | Acts as SIB cathode | 153 mA h g −1 of reversible capacity at 0.3C; 73.3% of capacity retention after 1000 | 14 |
| LiFePO 4 /PANI | Mixing physically | As a LIB cathode | Discharge capacitance (0.1C) is 145 mA h g −1 | 188 |
| PANI/Al 2 O 3 | Mixing physically | Aluminum-ion batteries | 200 milliampere-hours per gram at one ampere-hour; stability | 191 |
| 0.003% capacity degradation each cycle over 8000 cycles | ||||
| PANI/V 2 O 5 | In situ hydrothermal reaction | Zinc-ion batteries | Early discharging rate is 275 mA h g −1 at 5 A g −1 , and the St is 208 mA h g −1 at 2000 cycles | 191 |
| PANI/V 2 O 5 | Polymerization in situ | Zinc-ion batteries | 353.6 mA h g −1 reversible capacity at 0.1 A g −1 | 149 |
| PANI/MgS x /TiO 2 | Polymerization in situ | Mg–S batteries | After 30 cycles, the retention is 495 mA h g −1 , or around 97% of the early reversible rate of 510 mA h g −1 | 192 |
| PANI/V 2 O 5 | In situ polymerization | Mg ion batteries | Reversible capacity: 115 mA h g −1 at 0.1 A g −1 | 163 |
| PANI/Fe 2 O 3 | — | LIBs | Retained after 50 cycles at 982 mA h g −1 | 109 |
| SIBs | ||||
| PANI/LIV 3 O 8 | Chemical oxidative polymerization | LIBs | 997 mA h g −1 | 194 |
| 95% after 55 cycles | ||||
| PANI/LI(Ni 0.8 Co 0.1 Mn 0.1 )O 2 | Procedure of solution | SIBs | After 80 cycles, 96.25%, or 193.8 mA h g −1 | 195 |
| TiO 2 /GO/PANI | — | LIBS | 435 mA h g −1 after 250 cycles | 190 |
| 1335 mA h g −1 |
PPy and its composites in SCs
One of the CPs that is most typically utilized for a range of applications is PPy. The electrochromic effect based on electrochemical polymerization conditions, solid absorptive characteristics towards DNA, gases, and proteins, corrosion-free qualities, redox activity, catalytic movement, capacity to synthesize nanowires through conductivity ranging between 10 −2 and 10 −4 S cm −1 at 27 °C, ion discrimination skills and ion exchange, charge/discharge methods, and electrochromic effect define this polymer's versatility.
Most of these characteristics are based on the makeup of the dopant as well as the synthesis method. Electrochemical synthesis and deposition of PPy are possible on the conducting surfaces. The low cost, easy fabrication, high conductivity, customizable doping/dedoping features, and extensive range of uses of PPy have drawn several investigation considerations in fields such as electrical devices, sensors, and energy storage devices. Of the several CPs, PPy is the one that has been studied the most because of its favorable redox properties and ease of manufacture. Because of the powerful intrinsic qualities listed above, PPy has great potential for various applications including sensors, artificial muscles, batteries, SCs, and microwave shielding. This well-known PC can store more charge because of the inherent properties of the faradaic storage technology. 116
PPy-based material composites are extensively researched for many uses. Owing to its important characteristics, such as high conductivity, high capacitance, and low density, PPy can be employed as a material that works well for SC applications. Chemical and electrochemical processes are the primary means of developing PPy. When a large amount needs to be generated, chemical synthesis is performed, and potent oxidizing agents are required. Electrochemical production is recommended for research purposes due to its ease of use, precision in controlling material thickness, geometry, and position, flexibility in doping materials during synthesis, accessibility to a wide range of dopant ions, and production of high-value films. It creates adherent surface uniform deposits when monomer units are in a bulk solution. 196,197
Younghee and colleagues analyzed the development of a unique 3D hybrid nanoarchitecture by physically inserting monodisperse PPy nanospheres as client species into piled graphene layers without significantly altering their appearance. At a weight ratio of 8/1 between PPy and graphite, the precursor of graphene, the graphene/particulate PPy (GPPy) nanohybrids showed excellent electrochemical functioning in relation to charge transfer resistance, chemical reaction activity and Cs. This was influenced by the proportions and makeup of the PPy tiny spheres. Bulkiness or density of packing dictated the execution result of the electrode materials. Using an acidic electrolyte, flexible and solid-state hybrid capacitor cells showed outstanding electrochemical accomplishment, with a maximum energy density of 8.4 W h kg −1 or 1.9 W h L −1 and a maximum power density of 3.2 kW kg −1 or 0.7 kW L −1 . The cesium in the 6 mol L −1 KOH solution is approximately 433 F g −1 at the optimal PPy intensity in the PPy/C aerogel nanocomposite (35 weight percent of PPy). This is due to the substance of the nanocomposite's double-layer and redox capacitive behaviour working together. Activated carbon (AC) and PPy composite electrodes show relatively high cesium, or 45.1 F g −1 , in a separate report by Thakur et al. This is approximately twofold as high as other standard SCs based on activated C electrodes. 198
PPy/NiCoHCF (nickel-cobalt hexacyanoferrate) was synthesized by Wu et al. using an electrochemical process with an inexpensive corrosion-resistant steel template. The findings demonstrate that by adding NiCoHCF to PPy, its charge storage qualities were enhanced in both non-aqueous and aqueous environments. The proposed nanocomposite, based on the galvanostatic charge–discharge method, could achieve extreme charge storage capacities of 529 and 668 F g −1 in both aqueous and non-aqueous ionic solutions. Additionally, at a current density of 10 A g −1 , the nanocomposite showed a remarkable specific energy density of 87 W h kg −1 , a remarkable specific power density of 5600 W kg −1 , and excellent strength with <10% loss after 1000 cycles. The conclusion indicates that the suggested nanocomposite could be a valuable electrode material for electrochemical SCs. 199
SCs ability to supply at high momentary durations has led to their use as electrical energy storage devices. Nanocomposites composed of MoS 2 , graphene, PPy, and other filler elements are the advanced items for SC purposes. The exceptional electrical conductivity and higher surface volume of these materials, which are essentially 2D, allow them to function exceptionally effectively in SCs. 200 SC applications of numerous MO x @PPy-based composites are discussed in Table 6 .
Electrocatalytic applications
The sensible creation of long-lasting, highly effective catalysts that are also reasonably priced and readily available is essential to electrocatalytic water splitting. Therefore, it is necessary to have an effective electrocatalyst that can successfully follow the electrolytic catalysis of the HER and OER. 18 Fuel cells, which operate on hydrogen or H-rich fuels and release little CO 2 , have become potential energy conversion technologies. 87 The superior qualities of membrane fuel cells (PEMFCs) and proton trade, including their extreme energy conversion efficacy, elevated open-circuit potential, partial fuel edge properties, and effective low-temperature electrochemical oxidation of natural molecules such as ethanol, methanol, and formic acid have drawn more attention to them than to the others. 201 Furthermore, the fuel cell's stability and efficiency have been linked to the enhanced 3-phase interface, which consists of an ionomer—an ionic solution membrane—attached to the surface of the catalyst. At the solid–electrolyte interface, protons are available to the electrolytic stage and react with O 2 after initially reacting with the anode's solid phase and hydrogen gas molecules. 202 Therefore, creating stable, affordable electrocatalysts and polymer membranes, as well as comprehending the efficiency of small organic molecules' catalytic activity, is essential for fabricating fuel cells that are both large scale and economic. 19
For fuel cell applications, CPs such PPy, PANI, poly-3-methyl thiophene (PMT), and PEDOT have been effectively employed as electrocatalyst-supporting materials. The unusual, conjugated architectures of CPs, which have remarkable chemical strength, extreme electrical conduction, ease of production, and cheapness, have shown promise in their use as catalytic supports. 203 The electrolytic oxidation of tiny molecules including H, CH 3 OH, and HCOOH has thus been accomplished ( Fig. 16 ), employing CP-based nanohybrids, which are composed of a succession of metal or MO x added on the surface of the polymer. Recent efforts to develop electrode materials have involved the direct deposition of nanostructured metal catalysts on CP substrates or on customized polymer nanostructures. 204 Hydrogen's exceptional qualities make it a desirable clean energy source. 205 Hydrogen has zero emissions when used as a fuel because it generates energy with just water vapor as a byproduct. 206 This special quality makes hydrogen a strong candidate in the drive to decarbonize in various fields 207 including power generation, 191 transportation, 208 and industries.

Apart from its advantages for the environment, hydrogen has a high energy density that can compete with traditional fossil fuels. 209 Because of this feature, it is a desirable choice for applications where transportation efficiency and energy storage are crucial. A move towards alternate feedstocks, such as wastewater and saline water, which not only provide a sustainable resource but also pose unique problems that call for creative solutions, has been spurred by the necessity to match hydrogen production with sustainability objectives. 210 Researchers are looking into unusual water sources, especially wastewater and salt water, as possible feedstocks in the pursuit of sustainable hydrogen synthesis. 211 Although these sources provide a plentiful and sustainable supply, using them presents a number of complex issues that need creative solutions for effective and ecologically conscious hydrogen production. Complex Chemistry of Water: The chemical compositions of wastewater and saline water are frequently complicated and varied, containing dissolved ions, pollutants, and impurities. 212 Designing catalysts and procedures that may effectively and selectively extract hydrogen while minimizing undesirable side effects is difficult due to this intricacy. Corrosion and fouling: equipment and catalysts may corrode and foul due to the corrosive properties of salty water and the presence of contaminants in wastewater. 177
Hydrogen evolution reaction
The most significant method for archiving the next creation of green power is the HER, which is the cathodic reaction in the H 2 O-splitting route. 105 In addition to Pt, which is the utmost potent HER catalyst in acidic media, a number of low-cost metal phosphides, nitrides, transition metals (TM), and TM dichalcogenides have been investigated as possible HER catalysts in alkaline media. 213 Due to their reduced asset costs when contrasted to acidic electrolytes that depend on Pt or alkaline electrolyzer, additional noble metal-based electrocatalyst development is being actively studied. 214 CPs are becoming competitive alternatives to the HER as both photocatalysts and electrocatalysts, despite the fact that a majority of studies on novel electrocatalysis resources have concentrated on TM-based reagents. For example, in order to create keto-indoleamine hydrogen bonds, polydopamine (PDA) was successfully altered with indoleamines, giving the HER a favorable H adsorption energy. 215
According to the DFT simulations, this bond, which is created when o-dopamine quinone and aminochrome parts are linked, shows hydrogen bonding near zero and is said to be advantageous for driving the HER. 216 Moreover, the HER activity can be further adjusted to attain CP performance equivalent to Ni by varying the degree of functionalization. Similarly, two pyridinic N were added to the structure of dibenzo thiophene sulfone, which improved the resulting polymer's photocatalytic activity. In a different investigation, PPy doped with I2 demonstrated competent activity as a supporting electrode for the HER. 171 Additionally, I2 doping produced electrodes with higher conductivity and stability. MoS 2 /PANI was produced by Ding and colleagues by combining MoS 2 nanosheets with the PANI matrix, which was earlier made using a hydrothermal technique. With an optimal composition that contained 19 wt% of PANI, the MoS 2 /PANI composite demonstrated a higher activity than that of MoS 2 . Even though MoS 2 aggregation reduced the number of effective sites, the greater electric conduction resulted in better performance. Likewise, Torres and associates created Ni/PANI hybrid electrodes by electrodepositing Ni in dissolved PANI. 217 These conductors showed a thirty percent increase in electrical conductivity at 100 mV vs. RHE in an alkaline electrolyte associated with the bare Ni substrate because of enhanced nickel dispersal in the PANI matrix, which promotes H-movement to the Ni sites. A similar process was utilized to produce Pd/PANI or Pd/PEDOT nanocomposites. 218
Furthermore, CPs have been used with additional materials to produce hybrids that work together as TM-based catalysts. For instance, PANI was coated on Na 4 Ge 9 O 2 to support Pt nanoparticles, and Ir has been reinforced with TiO 2 /TiO 2 -WO 3 essential elements to create hybrid sustenance for NiP. For the latter, a reported 80 mV drop in overpotential was ascribed to PANI's electrical conductivity in the alkaline electrolyte in a deprotonated form. Furthermore, PPy was used to encapsulate carbon nanotubes (CNTs), which helped immobilize and disperse Co 3 O 4 nanoparticles . 219 The polymerization of CPs using electrochemical or organic pathways with the inclusion of NPs or additional components is another widely used method. For instance, aniline was electro-polymerized on Ni foam-supported zeolite to create a PANI/zeolite/nickel froth cathode. 220 The HER activity was increased when zeolite/Ni was coated with enough PANI layers, highlighting the significance of managing the polyaniline amount and coatings generated to attain peak execution exclusive of blocking availability to the zeolite's functional sites. Similarly, deposited monomers on NiCoP films were polymerized to cover PSS:PPy on NiCoP. By altering the metal atoms' electrical structure and surface shape, this technique made it possible to tune the activity of HER of NiCoP. Likewise, FeCo 2 O 4 @PPy, FeCo 2 S 4 @PPy, ZnWO 4 @PPy and Na 4 Ge 9 O 2 @PANI were found to have enhanced activity as a result of hybridization. 221
Wang et al. showed that using organometallic materials to create polymeric complexes functional for the HER is a noteworthy tactic ( Table 8 ). They created porphyrin Co parts, and Co that was linked to an imine ring performed better in the HER. Pyrolysis can be used to create a specific metal-like catalytic agent on the structures of carbon from metals that are widely distributed in a polymeric matrix. 221 Metallopolymers having a metal at the center linked to ligands holding heteroatoms that are nitrogen or sulphur are created using the commonly used post-calcination synthesis technique. In comparison to cutting-edge metal-based catalysts, calcined catalysts are typically more competitive and have greater HER activity than the non-calcined ones. CPs function as precursors in this case, losing their structure when calcined. 109
Table 8
Summary of MO x @CP catalysts used in the HER, ORR, and OER, highlighting their performance in different electrolytes 222
| Reactions | Catalyst | Electrolyte | Feature | Ref. |
| HER | PANI/MoS 2 – PPy/MoS | 0.5 sulphuric acid | Overpotential at 10–280 mA cm −2 | 219 |
| Co 3 O 4 /PPY/C | 1–4 M potassium hydroxide | — | 223 | |
| PSS-PPy/Ni–Co–P | 0.10 M KOH | 490 mV | 224 | |
| FeCo 2 O 4 /FeCo 2 S 4 /PPy | 1 M KOH | 67 mV | 186 | |
| Pt/Na 4 Ge 9 O 2 0/PANI | 0.5 M H 2 SO 4 | 98.3 mV | 149 | |
| PPy/ZnWO 4 | 0.5 M H 2 SO 4 | 543 mV | 225 | |
| ORR | MnCo 2 O 4 /PPy hybrid | 0.1 M KOH | 800 mV | 226 |
| Co 3 O 4 /PANI | 700 mV | 227 | ||
| OER | PPy- ionic liquid | 1 M KOH | 328 mV | 228 |
| CoFe 2 O 4 /PPy | 0.1 M KOH | 274 mV | 229 | |
| Co 3 O 4 /PPy/MWCNT | 0.1 M KOH | 340 mV | 224 | |
| Co(OH) 2 /PPy/GO | 0.1 M KOH | 120 mV | 230 | |
| Ni(OH) 2 /PPy | 0.1 M KOH | 350 mV | 231 | |
| Ni/NiFe 2 O 4 @PPy | 0.1 M KOH | 272 mV | 91 | |
| FeCoNiBO x /PPy/rGO | 0.1 M KOH | 370 mV | 232 | |
| Sm 2 O 3 @PPy | 0.1 M KOH | 461 mV | 18 |
Mendoza et al. claimed that techniques that incorporate metal traces on the CP scheme, polymer covering of metal NPs, or immediate polymer and NP manufacturing are generally more efficient than simple routine mixing. To achieve structures that support charge passage, especially ion flow across the complete conductor, material production must be optimized. Thick polymer films may make it harder to reach the metal sites, even though coating polymers on transition metal NPs can improve the intrinsic activity and electrode conductivity of metal nanoparticles. Thus, one of the biggest obstacles to producing more active composite materials is still developing interfaces in nanocomposites. 222
Oxygen reduction reaction
Power transformation equipment such as fuel cells and batteries made of metallic-air depends on the ORR, a process that is critical to biological systems and necessary for maintaining life. 177 Because the ORR at the cathode has a slow kinetic, it has a substantial impact on the device efficiency of proton exchange membrane fuel cells, particularly direct methanol booths. 233 Triplet molecular oxygen's (O 2 ) distinct electrical structure is the cause of this slow reaction. Antibonding impoverished molecular orbitals are occupied by unpaired electrons, which prevent new electrons from entering. In order to promote electron transference and lower extreme potential involved in the ORR, catalysts that dynamically adsorb molecular oxygen must be improved. 234
The ORR can move forward via either an outer-sphere or an inner-sphere process. Through a two-electron transfer, the outer-sphere mechanism produces H 2 O 2 as the only product. Simultaneously, synergistic or disruptive assimilation of the molecular O 2 atom is a part of the inner-sphere mechanism. Although the last splits the O–O bond to produce H 2 O with four-electron transmission, the first maintains the oxygen–oxygen bond and produces H 2 O 2 (two-electron transfer). The favored channel for CPs is a two-electron transfer. CPs frequently behave as electron donors, transferring charge to bound oxygen molecules in a powerful way. By changing the molecular symmetry and lengthening the O–O bond, this interaction activates oxygen. Furthermore, CPs can oxidize to a significant degree, converting absorbed O 2 to O 2 (ref. 134 ) The increased catalytic activity of nanocomposites made with metal NPs and CPs is frequently ascribed to the interaction of the metal activity with the increased electrical permeability of the matrix of polymeric material within the electronic potential border. 163
Zhou and companions used polypyrrole and the TM oxide MnCo 2 O 4 to create an ORR catalyst. Interfacial polymerization with oxidative chemicals was used to fabricate the material. Using RRDE analysis, they confirmed that when PEDOT was used alone, the reaction process changed from a 2-electron transport to a 4-electron movement once the material was included into the matrix of the polymer. Using cyclic voltammetry to evaluate the substance's firmness, they discovered that the hybrid-modified transparent carbon electrode retained signal integrity even after 500 cycles of applied potentials between −1.0 and +1.0 V. 235 The overpotential was lower in electrochemical experiments than in each MnCo 2 O 4 and PPy materials. Additionally, instead of the limited 2-electron transference seen when utilizing only the polymer, they found a 4-electron transfer channel employing a rotating ring-disk electrode (RRDE). 227 The electrocatalytic performance showed impressively little alteration (1%) even after 16 h of continuous process. By mixing PEDOT with CoMn 2 O 4 in a wet manner, Chowdhury et al. created a hybrid catalyst for the ORR. There was an overpotential of −870 mV in the resulting composite material. 236
O 2 evolution reaction
The OER is a vital electrolytic route that is essential to the parting of H 2 O to produce H. Because of extremely corrosive circumstances, this several-phase method which involves the movement of 4 protons connected to 4 electrons stays slow and complicated, exhibiting large overpotentials and restrained strength. 237 The continuous search for long-lasting and efficient OER electrocatalysts has drawn a lot of attention towards TM-based catalysts, particularly spinel oxides, TM hydroxides, and perovskite oxides, which are prized for their remarkable activity and affordability. 238 Improving these materials' conductivity and stability is still crucial, though. An interesting approach in this regard is to incorporate conductive materials such as CPs into these electrocatalysts to improve stability and promote charge transfer. Numerous composite materials made of polymers and MO x have been described recently. To fully utilize CPs' potential as OER electrocatalyst components, more research is necessary. 229 MnCo 2 O 4 /PPy, CoFe 2 O 4 /PPy, Co 3 O 4 /PANI, Co–Fe/PANI, Co 3 O 4 /PEDOT, Co/PTh, NiO/poly(3-hexylthiophene), Co 2 (OH) 3 /Poly(3-bromo-thiophene), MnCo-oxides/PEDOT, and Co 3 O 4 -polyethyne have all been produced through various techniques. 192 Enhanced catalytic efficiency of the hybrid electrolytic catalysts has been observed in these research studies.
This improvement is ascribed to the many electrical routes provided by the CPs, the modifying-tuning of the activity of metal catalytic routes, and the more extensive contact and dispersal of functional sites made possible by a matrix made of polymers. 91 Using MnCo 2 O 4 -NPs with PPy, for example, Cao et al. chemically polymerized pyrrole with H 2 O 2 while the NPs were present to generate a composite. They found that the hybrid substance surpassed pristine materials in the OER, with an extreme potential of about 480 mV, which is similar to the benchmark for RuO 2 /C (20%). 239
The inclusion of PPy was attributed to the enhanced stability since it stopped MnCo 2 O 4 -NP corrosion and NP aggregation. Prior research on Co 3 O 4 nanoparticles and PPy hybrids has clarified that the electrocatalyst's structure has a major impact on the composite's performance. 240 The most functional catalyst, they discovered, showed a great accessibility of Co-involved regions scattered throughout the matrix of polymers with an ideal CP quantity. A departure from this ratio caused the CPs to impede Co sites and cause nanoparticle aggregation. 160 A synergistic interaction is achieved by optimizing the molecular proportions of the composite components, which is echoed in other research studies producing Co 3 O 4 /PEDOT, Co 3 O 4 /Polyethylene, and Co 3 O 4 /PANI. 241
Photocatalytic activity of PANI/ZnO hybrids
ZnO is a semiconductor of the n-type oxide that is eco-stable and nontoxic, with a high photo-activity and a strong bandgap energy. 242 It has the potential to acquire a unique and noteworthy capacity for photocatalysis over time, fascinating an important share of the solar band and exhibiting suitable photooxidation efficiency, including organic contaminants that are hazardous and non-biodegradable. ZnO, along with different semiconducting metal oxides, has several benefits and is a material that is good for the environment. 242 It is used in everyday applications without endangering the health of people or other living things. ZnO has good electrical features, strong mechanical capabilities, and great optical qualities. It is also less expensive than TiO 2 NPs, which makes it a popular choice for large-scale operations. Fortunately, since light absorption is essentially limited to the UV range, ZnONPs' primary drawback is linked to their restricted spectral response. 243 As a result, significant efforts have been made to address both this drawback and the great characteristic potential of photogenerated charge carrier recombination. It is well known that the shape and morphological characteristics of semiconductor oxides have a significant impact on their ultimate photocatalytic efficiency. 244
Representing the fabrication of novel and potent photocatalysts, which are distinguished by an efficient partition of the charge transferors, tremendous work and understanding of the requirements needed for synthesis are consequently essential. Superior consistency and reusability performance were achieved along with improved light absorption and volume-to-surface ratios. The primary characteristics are the final project's universality, the management of agglomeration and accumulation, and the removal of an infinite number of particles of catalyst following the photocatalytic phase in many stages. 245
As previously stated, PANI, which is regarded as the most possible polymer systems for enhancing both the electrocatalytic and photocatalytic characteristics of ZnONPs, has drawn a lot of attention in a number of published studies aimed at boosting the photocatalytic effectiveness of ZnONPs through Vis-light. The fact that practically all of the works describe cationic methylene blue dye as an ecologically hazardous substance for examining the photocatalytic effects of blue light and UV radiation at room temperature is another intriguing finding. 246 Using an extreme amount of MB at a constant reaction rate, Qin et al. 245 found a higher photocatalytic activity of a nanocomposite based on PANI-ZnONPs. An in situ chemical polymerization method was used to synthesize the PANI-ZnO hybrids, which serves as a necessary step in producing an effective photocatalyst. Additionally, the glassy carbon electrode was decorated with the resulting PANI-ZnO nanocomposite, and the potential of the PANI-ZnONPs/GCE terminal assembly as a microbial anode for fuel cells was also evaluated. PANI/ZnO nanocomposites were prepared by Asgari et al. in another published study. 247
The observed outcomes of the photocatalytic reaction under visible light illumination suggest that the PANI/ZnONP catalyst surface has significantly degraded the MB dye. When it came to the destruction of the MB dye, the PANI/ZnO hybrid system demonstrated three times the photocatalytic activity of pure PANI. Similar to this, Rajeswari et al. created a nanocomposite consisting of PANI/ZnO and investigated its potential as a photocatalyst for the degradation of two dyes, MB and malachite green, in the occurrence of UV-Vis sunshine. The results demonstrated that a modest quantity of PANI/ZnO nanocomposite photocatalyst destroys all dye solutions (MB or MG) with 99% effectiveness after 5 hours of exposure to natural sunlight. 248
The PANI/ZnO nanocomposite's photocatalytic capabilities for the artificial, broad-band antiseptic, non-decomposable, and highly H 2 O-soluble breakdown of metronidazole (MNZ) were explained when exposed to UV and visible light. Consequently, there has been a lot of interest in treating wastewater before releasing MNZ into the environment. This work's challenge was to use a synthetic PANI/ZnO nanocomposite to eliminate MNZ from wastewater. 249 According to the data, the PANI/ZnO-based nanocomposite degraded MNZ at a pace more than 60 times faster than the plain ZnONPs photocatalyst. The significance of hydroxyl and superoxide anion radicals in the quick breakdown of MNZ is highlighted in Fig. 17 . 250

Future perspectives
While previous studies have provided significant insights into MO x @CP composites, they have primarily limited on specific applications. The novelty of this review lies in its interdisciplinary approach, covering diverse areas such as biomedicine, energy storage, and electrocatalysis. Moreover, this work reinforces the synergy between synthetic strategies and functional performance, offering a roadmap for the systematic design of innovative MO x @CP materials.
The features of innovative materials can be adapted to suit particular applications through the appropriate use of copolymerization, cross-linking, and ligand attachment. Further endeavors to foster interdisciplinary collaboration and create cutting-edge polymerization methods that reduce heterogeneity, enhance toxicity, and reduce manufacturing costs are desirable in the future. Despite the notable progress in MO x @CP hybrid materials, various critical challenges must be addressed for their extensive adoption. Major obstacles involve complex protocols, high cost, and limited reproducibility at an industrial level. Developing an AI-driven material design, i.e. AI-designed CPs 251 and automated high-throughput screening, could facilitate the discovery of refined composites with enhanced performance. In addition, green synthesis routes such as solvent-free polymerization and bio-inspired fabrication are vital to uphold sustainable production while reducing environmental impacts. 252
In biomedical applications, the toxicity of CPs and MO x remains a key challenge, markedly for in vivo applications. Even if not all MO x and CPs are resolved to be biologically safe, toxicity studies are currently being conducted. 253 Problems with sensor disposal, affordability, simplicity of manufacture, large-scale synthesis, and recycling must be tackled and resolved. In the light of electrochemical biosensors that provide a simple means of determining the concentrations of dangerous and harmful substances in the ecosystem, for public welfare and food security, monetization of these technologies is a crucial factor that needs to be considered. Sensors based on PANI integrate the feature of nanostructures and CPs. The primary issues preventing PANI from being widely used include non-degradability, insufficient solubility and improper processability. 157 As the need for quick, precise, and minimally invasive POCT devices for managing diabetes grow, new biosensing molecules are being discovered, improved, and created based on the subsequent advancements in technology. Because the majority of POCT devices for insulin and pancreatic hormone glucagon rely on retail available antibodies, there will be fewer sensing methods and devices available. As a result, there will be less flexibility in the selection of biosensing molecules, which will restrict the development of novel technologies in this area in the future. 254
Although they face a number of significant obstacles, MO x @CPs hybrids have a lot of potentials for electrochemical systems such as batteries and SCs. A significant challenge is maintaining stability over time under multiple charge–discharge cycles since physical and electrochemical stresses frequently cause component separation or structural damage. Another challenge involves reconciling the compromise between substantial power density (from CPs) and high density of energy (from MO x ), since maximizing one characteristic frequently puts the other at risk. Moreover, the inherent constraints of certain hybrids that usually have low conductivity might reduce the effectiveness of charge transfer. The synthesis of high-performance hybrids still faces challenges with scalability and cost-effectiveness, particularly when utilizing scarce precursors or intricate fabrication techniques. The creation of recyclable designs and green synthesis pathways is also necessary to ensure sustainable practices in their manufacturing and disposal, hence reducing their ecological mark. In order to overcome these obstacles, a multidisciplinary strategy combining materials research, engineering, and electrochemistry will be needed. 13
MO x -CP hybrids have promise, but there are a number of issues that must be resolved before they can be widely used in electrocatalysis. One major concern is how stable these hybrids will be over time in challenging operating environments including high voltages, high temperatures, and extreme pH, which can degrade materials and reduce catalytic activity. It is still technically challenging to achieve evenly dispersed and strong interface bonds among MO x and matrix polymers because inadequate integration might impede electron transport and lower overall performance. Scalability is a further issue because large-scale production is restricted by the complexity, expense, and time required for the present synthesis processes. Furthermore, despite the fact that catalytic activity optimization has advanced significantly, commercial feasibility is still hampered by the conflict between efficiency and material cost. To overcome these obstacles, new material designs, scalable and environmentally friendly synthesis methods, and a deeper knowledge of mechanisms through experimental and computational methods will all be necessary. 232
Conclusion
In summary, MO x @CPs represent a promising class of multifunctional materials with revolutionary potential in biomedicine, energy storage, and environmental technologies such as photocatalytic water splitting. Their synergistic integration enables significant improvements in electrical conductivity, chemical and thermal stability, biocompatibility, and catalytic activity, making them ideal candidates for applications such as disease diagnosis, supercapacitor fabrication, and efficacious hydrogen production. This review emphasizes not only the recent advances in synthetic techniques—including in situ polymerization, sol–gel processing, and electrochemical deposition—but also the tunability of these materials for specific applications. Despite the impressive progress that has been made, several challenges persist, particularly in achieving uniform dispersion, enhancing interfacial compatibility, and scalable fabrication techniques. Sustained innovations in synthesis methods and material optimization will further unlock their full potential, progressive augmentation in these critical fields. Future research endeavors should prioritize designing smart and stimuli-responsive hybrids tailored for real-time biomedical applications. Additionally, machine learning and AI are integrated to predict the structure–property relationships for efficient rational design. With ongoing advancements in material design and fabrication techniques, MO x -enhanced CP hybrids are equipped to make remarkable contributions to the development of viable technologies across various industries.
Data availability
No primary research results, software or code has been included and no new data were generated or analysed as part of this review.
Conflicts of interest
There are no conflicts to declare.
Biography

Mariam Akhtar is a dedicated researcher in the field of chemistry, with a strong emphasis on material synthesis, sensor development and diagnosis. Born in January 2000 in Pakistan, she completed her BS (Hons.) in Chemistry in 2018 at Government College University, Faisalabad. She completed her MS in Chemistry from the University of the Punjab Lahore Pakistan in 2024 with distinction. She conducted her research in Sensors and Diagnostic Lab, School of Chemistry https://aafzal.net/team/ . During her academic career, Mariam worked under the guidance of Prof. Dr M. R. S. A. Janjua, contributing impactful review articles. Her research expertise lies in advanced polymer composites doped with metal oxides and porous materials, including metal–organic framework (MOF)-derived composites. Her research holds significant potential in energy storage, catalysis, and environmental sustainability. Her passion for innovation and interdisciplinary research drives her to pursue PhD studies in polymers and sensor devices, aiming to advance cutting-edge solutions in material chemistry.
Biography

Sehar Shahzadi is an emerging researcher in the field of chemistry, with a strong focus on materials science and nanochemistry. Born in January 2001 in Pakistan, she completed her BS (Hons.) in Chemistry in 2022 and her MPhil in Inorganic Chemistry in 2024 at Government College University, Faisalabad, graduating with distinction. During her academic career, Sehar worked under the guidance of Prof. Dr M. R. S. A. Janjua, contributing to several impactful review articles. Her research expertise lies in the synthesis and characterization of advanced materials, with a particular emphasis on metal–organic framework (MOF)-derived carbon composites and nanocomposites. Her work has potential applications in energy storage, catalysis, and environmental sustainability. Motivated by a passion for innovation, Sehar is actively seeking PhD opportunities to deepen her expertise in nanochemistry and materials science.
Biography

Muhammad Arshad, born in January 1999 in Pakistan, is a rising chemist and educationist with a strong background in inorganic chemistry. He earned his bachelor's degree in Inorganic Chemistry from Government College University, Faisalabad, in 2022. His research focuses on advanced materials, particularly MOF-derived carbon composites and nanocomposites, and he has contributed to notable publication in the field. Mr Arshad is currently working under the guidance of Dr M. R. S. A. Janjua, gaining expertise in material synthesis, characterization, and their applications in catalysis, energy storage, and environmental sustainability. Driven by a passion for innovation and discovery, he is actively seeking PhD opportunities to further his research and make meaningful contributions to the field.
Biography

Tahreem Akhtar is an emerging researcher in biochemistry with a strong passion for scientific discovery and innovation. She was born in 2003, in Pakistan. She is pursuing BS (hons) in Biochemistry at the University of Veterinary and Animal Sciences, Lahore. Tahreem is currently working under the guidance of Prof. Dr M. R. S. A. Janjua, focusing on biochemical research with potential applications in health, addressing critical challenges in disease diagnostics. With a deep curiosity for molecular sciences and biochemical processes, she is dedicated to expanding her expertise through MPhil research.
Biography

Muhammad Ramzan Saeed Ashraf Janjua began his professional career as a Medical Representative at Johnson & Johnson Pharmaceuticals and Sanofi-Aventis in early 2001. While working in the pharmaceutical industry, he earned an MBA in Marketing from PIMSAT and MSc in Chemistry from the University of Sargodha, Pakistan. He was later awarded a joint PhD scholarship by the governments of China and Pakistan, completing his PhD in 2010. Dr Janjua served as an Assistant Professor at the University of Sargodha before pursuing a postdoctoral fellowship at the University of Coimbra, Portugal. He subsequently joined KFUPM, KSA, where he was promoted to the rank of full Professor in 2022. In the same year, he returned to Pakistan and joined GCUF as a Professor of Physical Chemistry, where he also serves as the Director of International Linkages.
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