Papaya (Carica papaya L.) is one of the most economically, medicinally and nutritionally important tropical fruit crops. Expressed sequence tags (ESTs) derived simple sequence repeat (SSR) markers are more valuable as they are derived from conserved genic portion. Development of EST-SSRs markers through in silico approach is cheaper, less time consuming and labour-intensive. In this study, we aimed to mine SSRs and developed EST-SSR primers from papaya floral ESTs. A total of 75,846 papaya floral ESTs were downloaded from public database National Centre for Biotechnology Information (NCBI). A total of 26,039 floral unigenes (7961 contigs and 18,078 singletons) were generated after assembly of these ESTs. From these floral unigenes, 433,782 perfect SSRs, 204,968 compound SSRs and 6061 imperfect SSRs were mined, respectively. In perfect SSRs, mononucleotide repeats were most abundant (94.7%) followed by tri-(3.1%) and di-nucleotide repeats (1.7%). The frequencies of tetra-, hexa-and penta-nucleotide repeats accounted for only (0.17%), (0.04%) and (0.03%), respectively. In mononucleotide repeats, the most abundant motif was A/T (69.3%) and in di-and tri-nucleotide repeats were AG/CT (61%) and AAG/CTT (31%), respectively. In imperfect SSRs, mononucleotide repeats (56.5%) were most abundant. 176 different types of motifs were identified. A total of 3807 primer pairs for floral papaya ESTs were successfully designed. These developed EST-SSR primers are being used for the genetic improvement of papaya such as study of cross-transferability across genera/species, evaluation of genetic diversity, and identification of sex-specific markers. These EST derived SSRs can also be used in filling gaps in existing linkage maps in papaya.