Myeloproliferative neoplasms (MPNs) encompass three principal subtypes: polycythemia vera (PV), essential thrombocythemia (ET), and primary myelofibrosis (PMF). These hematologic malignancies originate from clonal hematopoietic stem cells (HSCs) and exhibit pathological overproduction of myeloid lineage cells. Recent advances in molecular diagnostics, particularly the precise detection of core driver mutations (JAK2 V617F, CALR, and MPL) and non-driver mutations (ASXL1, TET2, SRSF2), has refined diagnostic precision and risk stratification. A variety of prognostic models for MPNs provide guidance for treatment. Treatment methods mainly include bloodletting therapy, low-dose aspirin anticoagulant therapy, cytoreductive therapy, and allogeneic hematopoietic stem cell transplantation (HSCT). JAK inhibitors (such as ruxolitinib) remain the basic therapeutic drugs. However, emerging strategies targeting epigenetic dysregulation and the interaction in the immune microenvironment (such as interferon-α) show promise in reducing drug resistance. New methods, including combination therapy (combination of JAK inhibitors and BCL-XL inhibitors) and mutation-independent immunotherapy, are under investigation. This review summarizes the latest advancements in the diagnosis and treatment of MPNs, highlighting the importance of molecular mechanisms in guiding therapeutic approaches and the potential for precision medicine in the future.