Mitochondria supply the majority of ATP in a cell. Mitochondrial DNA (mtDNA) copy number in oocytes might be used as a marker of viability and might be a key determinant of pre-implantation embryo development. However, little is known about mtDNA copy number changes during porcine oocyte maturation and its regulation by extracellular growth factors. The objectives of the current study were to determine the effects of supplementation of in vitro maturation medium with porcine follicular fluid (pFF; 0, 10, 20 and 30%), epidermal growth factor (EGF; 10 ng mL–1), neuregulin 1 (NRG; 20 ng mL–1) and NRG + IGF1 (insulin-like growth factor-1; 100 ng mL–1 + NRG, 20 ng mL–1) during in vitro maturation on mtDNA copy number, oocyte meiotic maturation and subsequent embryo development after parthenogenic activation. Follicular fluid used for the pFF supplementation experiment was prepared from medium-sized (3–6 mm in diameter) healthy follicles. Cumulus–oocyte complexes (COCs) were collected from antral follicles (3–6 mm in diameter), cultured in LH- and FSH-containing maturation medium for 22 h at 38.5°C, transferred into basic maturation medium without FSH and LH and cultured for another 22 h. The basic maturation medium was TCM-199 supplemented with 0.1% polyvinylalcohol (w/v), 3.05 mM D-glucose, 0.91 mM sodium pyruvate, 10 μg mL–1 of gentamicin, 0.57 mM cysteine and without or with different growth factors depending on the experimental design. In total, 177 germinal vesicle (GV) oocytes and 3837 MII oocytes were used for this study. All data were analyzed by the general linear model (GLM) procedure of SAS software (V9.2). The mtDNA copy number in oocytes increased (P < 0.05) from GV to MII stage oocytes (MII oocytes from all treatment groups pooled). Supplementation of IVM media with 10% pFF decreased mtDNA copy number (P < 0.05), whereas 20 and 30% pFF had no major effect on mtDNA copy number, resulting in a quadratic correlation between percentage of pFF and mtDNA copy number. There was a negative linear correlation between percentage of pFF and oocyte meiotic maturation, with a higher percentage of pFF inhibiting meiotic maturation (73.2 ± 5.2, 71.9 ± 4.8, 64.1 ± 8.5 and 65.8 ± 6.4% for 0, 10, 20 and 30% pFF groups, respectively). The mtDNA copy numbers in EGF and NRG-treated MII oocytes were significantly higher than those in GV oocytes, whereas the control was not different (EGF, 237 042.6 ± 22 198.2; NRG, 281 293.4 ± 22 893.5; and control, 231 856.8 ± 21 883.5 in MII oocytes vs 192 288.7 ± 21 675.4 in GV oocytes). The EGF, NRG and NRG+IGF1 treatments enhanced oocyte maturation as well. There was no difference in Day-7 blastocyst formation between EGF, NRG+IGF1 and the control, whereas the NRG treatment enhanced blastocyst formation as compared to the control (23.8 ± 2.4 vs 15.1 ± 2.1%; P < 0.05). This study demonstrated that there was an increase in mtDNA copy number during in vitro maturation. The EGF and NRG treatments stimulated mitochondria biogenesis, which may provide new means to increase oocyte quality and enhance embryonic development.