Background: Homologous recombination deficiency is associated with platinum-based chemosensitivity, whereas few studies reported the predictive value of family history of cancer for breast cancer in the neoadjuvant setting. This study aimed to construct a novel family history scoring system and to explore its association with clinical outcomes for patients with breast cancer receiving neoadjuvant platinum-based chemotherapy. Methods: This study included 262 patients with locally advanced breast cancer enrolled in the SHPD001 and SHPD002 trials from October 2013 to June 2018. The Neo-Family History Score (NeoFHS) was calculated according to cancer type, age at diagnosis, kinship, and number of affected relatives. Findings: Clinical tumor stage (p=0¢048), estrogen receptor status (p=0¢001), progesterone receptor status (p=0¢036), human epidermal growth factor receptor 2 status (p=0¢013), and molecular subtype (p=0¢016) were significantly related to NeoFHS. NeoFHS could serve as an independent predictive factor of pathological complete response (pCR) (OR=2¢262, 95% CI 1¢159-4¢414, p=0¢017) and an independent prognostic factor of relapse-free survival (adjusted HR=0¢305, 95% CI 0¢102-0¢910, p=0¢033). Alopecia (p=0¢001), nausea (p=0¢001), peripheral neuropathy (p=0¢018), diarrhea (p=0¢026), constipation (p=0¢037) of any grade and leukopenia of grade 3 or greater (p=0¢005) were more common in patients with higher NeoFHS. Interpretation: NeoFHS is a practical and effective biomarker for predicting not only pCR and survival outcomes but also chemotherapy-induced adverse events for neoadjuvant platinum-based chemotherapy in breast cancer. It may help screen candidate responders and guide safety managements.