This study measured geographic accessibility to community health centers in Philadelphia and examined its association with health care utilization among vulnerable populations. The authors developed a gravity model to calculate block-group level geographic accessibility scores based on distance to nearby health centers. Residents with low geographic accessibility were less likely to have a regular source of care, more likely to use the emergency department instead of a primary care office, and less likely to receive some preventive health services compared to those with high accessibility, even after adjusting for individual characteristics. Many neighborhoods with both low accessibility and high levels of public insurance were not classified as Health Professional Shortage Areas or Medically Underserved Areas by federal metrics. The study demonstrates an approach for reliably measuring local variations in primary care access