Magnetic field fluctuations arising from fundamental spins are ubiquitous in nanoscale biology, and are a rich source of information about the processes that generate them. However, the ability to detect the few spins involved without averaging over large ensembles has remained elusive. Here, we demonstrate the detection of gadolinium spin labels in an artificial cell membrane under ambient conditions using a single-spin nanodiamond sensor. Changes in the spin relaxation time of the sensor located in the lipid bilayer were optically detected and found to be sensitive to nearindividual (4 ± 2) proximal gadolinium atomic labels. The detection of such small numbers of spins in a model biological setting, with projected detection times of 1 s [corresponding to a sensitivity of ∼5 Gd spins per Hz 1/2 ], opens a pathway for in situ nanoscale detection of dynamical processes in biology.nitrogen-vacancy center | biophysics | nanomagnetometry T he development of sensitive and highly localized probes has driven advances in our understanding of the basic processes of life at increasingly smaller scales (1). In the last decade there has been a strong drive to expand the range of probes that can be used for studying biological systems (2-6), with emphasis on the detection of atoms and molecules in nanometer-sized volumes to gain access to information that may be hidden in ensemble averaging. However, at present there are no nanoprobes suitable for directly sensing the weak magnetic fields arising from small numbers of fundamental spins in nanoscale biology, occurring naturally (e.g., free radicals) or introduced (e.g., spin labels). These can be a rich source of information about processes at the atomic and molecular level. Magnetic resonance techniques such as electron spin resonance (ESR) have played an important role in the development of our understanding of membranes, proteins, and free radicals (7); however, ESR sensitivity and resolution are fundamentally limited to mesoscopic ensembles of at least 10 7 spins with a sensitivity of ∼2 × 10 9 spins per Hz 1/2 (8). In a typical ESR application, small electron spin label moieties are attached to the system of interest and their environment is investigated through spin measurements on the labels. Because of the large ensemble required, nanoscopic detail at the few-spin level can be lost in the averaging process. Recently, magnetic resonance force microscopy techniques have demonstrated single-spin detection (9-11), but these require cryogenic temperatures and vacuum. Here, we demonstrate a nanoparticle probe--a nitrogen-vacancy spin in a nanodiamond--which is situated in the target structure itself and acts as a nanoscopic magnetic field detector under ambient conditions with noncontact optical readout. We use this probe to detect near-individual spin labels in an artificial cell membrane at a projected sensitivity of ∼5 Gd spins per Hz 1/2 , effectively bridging the gap between traditional ESR ensemble-based techniques and the ultimate goal of few-spin nanoscale detection...