  The Sloan Lens ACS (SLACS) Survey is an efficient Hubble Space Telescope
Snapshot imaging survey for new galaxy-scale strong gravitational lenses. The
targeted lens candidates are selected spectroscopically from within the Sloan
Digital Sky Survey (SDSS) database of galaxy spectra for having multiple
nebular emission lines at a redshift significantly higher than that of the SDSS
target galaxy. In this paper, we present a catalog of 19 newly discovered
gravitational lenses, along with 9 other observed candidate systems that are
either possible lenses, non-lenses, or non-detections. The survey efficiency is
thus >=68%. We also present Gemini and Magellan IFU data for 9 of the SLACS
targets, which further support the lensing interpretation. A new method for the
effective subtraction of foreground galaxy images to reveal faint background
features is presented. We show that the SLACS lens galaxies have colors and
ellipticities typical of the spectroscopic parent sample from which they are
drawn (SDSS luminous red galaxies and quiescent main-sample galaxies), but are
somewhat brighter and more centrally concentrated. Several explanations for the
latter bias are suggested. The SLACS survey provides the first statistically
significant and homogeneously selected sample of bright early-type lens
galaxies, furnishing a powerful probe of the structure of early-type galaxies
within the half-light radius. The high confirmation rate of lenses in the SLACS
survey suggests consideration of spectroscopic lens discovery as an explicit
science goal of future spectroscopic galaxy surveys (abridged).
