Taxpayer Research and Contributions Knowledge Act of 2023 or the TRACK Act of 2023 This bill requires the Department of Health and Human Services (HHS) to work with other federal entities to compile a public database of federal contracts, tax benefits, and other support for biomedical research and development. HHS must develop the database within one month and update it every two weeks. The bill sets out elements that must be in the database, including (1) the agency or other federal entity providing the support, (2) the entity receiving the support, (3) an itemized accounting of the support provided, (4) any associated clinical trial data, and (5) any medical products that were developed using the support and that are being brought to market.