Abstract. We evaluate the GEOS-Chem atmospheric transport model (v8-02-01) of CO 2 over [2003][2004][2005][2006], driven by GEOS-4 and GEOS-5 meteorology from the NASA Goddard Global Modeling and Assimilation Office, using surface, aircraft and space-borne concentration measurements of CO 2 . We use an established ensemble Kalman Filter to estimate a posteriori biospheric+biomass burning (BS + BB) and oceanic (OC) CO 2 fluxes from 22 geographical regions, following the TransCom-3 protocol, using boundary layer CO 2 data from a subset of GLOBALVIEW surface sites.Global annual net BS + BB + OC CO 2 fluxes over 2004-2006 for GEOS-4 (GEOS-5) meteorology are −4.4 ± 0.9 (−4.2 ± 0.9), −3.9 ± 0.9 (−4.5 ± 0.9), and −5.2 ± 0.9 (−4.9 ± 0.9) PgC yr −1 , respectively. After taking into account anthropogenic fossil fuel and bio-fuel emissions, the global annual net CO 2 emissions for 2004-2006 are estimated to be 4.0 ± 0.9 (4.2 ± 0.9), 4.8 ± 0.9 (4.2 ± 0.9), and 3.8 ± 0.9 (4.1 ± 0.9) PgC yr −1 , respectively. The estimated 3-yr total net emission for GEOS-4 (GEOS-5) meteorology is equal to 12.5 (12.4) PgC, agreeing with other recent top-down estimates (12-13 PgC). The regional a posteriori fluxes are broadly consistent in the sign and magnitude of the TransCom-3 study for 1992-1996, but we find larger net sinks over northern and southern continents. We find large departures from our a priori over Europe during summer 2003, over temperate Eurasia during Correspondence to: L. Feng (lfeng@staffmail.ed.ac.uk) 2004, and over North America during 2005, reflecting an incomplete description of terrestrial carbon dynamics. We find GEOS-4 (GEOS-5) a posteriori CO 2 concentrations reproduce the observed surface trend of 1.91-2.43 ppm yr −1 (parts per million per year), depending on latitude, within 0.15 ppm yr −1 (0.2 ppm yr −1 ) and the seasonal cycle within 0.2 ppm (0.2 ppm) at all latitudes. We find the a posteriori model reproduces the aircraft vertical profile measurements of CO 2 over North America and Siberia generally within 1.5 ppm in the free and upper troposphere but can be biased by up to 4-5 ppm in the boundary layer at the start and end of the growing season. The model has a small negative bias in the free troposphere CO 2 trend (1.95-2.19 ppm yr −1 ) compared to AIRS data which has a trend of 2.21-2.63 ppm yr −1 during 2004-2006, consistent with surface data. Model CO 2 concentrations in the upper troposphere, evaluated using CONTRAIL (Comprehensive Observation Network for TRace gases by AIrLiner) aircraft measurements, reproduce the magnitude and phase of the seasonal cycle of CO 2 in both hemispheres. We generally find that the GEOS meteorology reproduces much of the observed tropospheric CO 2 variability, suggesting that these meteorological fields will help make significant progress in understanding carbon fluxes as more data become available.