You can look through all of the units for the ones that are physical constants:
Quantity@"m";
Sort@Keys@QuantityUnits`Private`$UnitReplacementRules
(You need the initial run of Quantity on a fresh kernel to load the package for the QuantityUnits context to be available.)
Below is my attempt at extracting the constants from that list. The one in the list is in fact StefanBoltzmannConstant, not StefanConstant. To get the values in SI units you would do something like UnitConvert@Quantity@"StefanBoltzmannConstant". Also in reference to a comment in another answer here, NIST in fact does call it the Standard Acceleration of Gravity.
AlphaParticleMass
AstronomicalUnit
AtomicMassUnit
AtomicMassUnitChemical
AtomicMassUnitPhysical
AvogadroConstant
AvogadroConstantFoxHill
AvogadroConstantNewSI
AvogadroConstantValueFoxHill
AvogadroNumber
BohrMagneton
BohrQuadrupoleMagnetons
BohrRadius
BoltzmannConstant
BoltzmannConstantNewSI
BoltzmannConstantTemperatureDifferenceUnit
CeresMass
CeresSolarMassRatio
Cesium133HyperfineSplittingFrequency
ChandrasekharLimit
ClassicalElectronRadius
ClassicalProtonRadius
CMBElectromagneticEnergyDensity
CosmologicalConstantValueDarkEnergyBased
Critical1DDipoleMoment
Critical3DDipoleMoment
DeuteronMagneticMoment
DeuteronMass
EarthEquatorialRadius
EarthMass
EarthMeanRadius
EarthMoonMassRatio
EarthPolarRadius
EarthRateUnits
EarthVolume
EinsteinConstantSpeedOfLightSquared
EinsteinConstantSpeedOfLightToTheFourth
ElectricBohrDipoleMoment
ElectricBohrQuadrupoleMoment
ElectricConstant
ElectronAbsoluteMass
ElectronComptonFrequency
ElectronComptonWavelength
ElectronGFactor
ElectronMagneticMoment
ElectronMass
ElectronRelativeAtomicMass
ElectronSchroedingerConstants
ElectronSpinGFactor
ElectronWaveMass
ElementaryCharge
ElementaryChargeNewSI
ErisMass
FaradayConstant
FaradayConstantForConventionalElectricCurrent
FermiCouplingConstant
FineStructureConstant
FineStructureConstantGradient
FirstFowlerNordheimConstant
FirstRadiationConstant
FirstRadiationConstantSpectralRadianceValue
FixedNucleusAtomSchroedingerConstants
FreeElectronGyromagneticRatio
GaussianGravitationalConstant
GeocentricGravitationalConstantTCB
GeocentricGravitationalConstantTDB
GeocentricGravitationalConstantTT
GravitationalConstant
GravitationalConstantGradient
GravitationalCouplingConstantElectronElectron
GravitationalCouplingConstantElectronProton
GravitationalCouplingConstantProtonProton
HadronicHagedornTemperature
HiggsBosonMass
HubbleConstant
HydrogenAtomSchroedingerConstants
IdealGasMolarVolume
JosephsonConstant
JosephsonConstantConventional
JovianSolarDays
JupiterMass
JupiterVolume
LorenzNumber
LoschmidtConstant
MachSpeed
MagneticConstant
MagneticCouplingConstant
MagneticFineStructureConstant
MagneticFluxQuantum
MarsMass
MartianSolarDays
MartianYears
MeanEarthSunDistance
MeanMoonEarthDistance
MeanSolarConstant
MeanSolarDays
MeanSolarHours
MercuryMass
MolarGasConstant
MolarMassOfCarbon12
MolarPlanckConstant
MoonEarthMassRatio
MoonGeopotential
MoonVolume
MuonComptonWavelength
MuonGFactor
MuonMagneticMoment
MuonMass
NeutronComptonWavelength
NeutronGFactor
NeutronMagneticMoment
NeutronMass
NonlinearQEDEffectsOnsetElectromagneticEnergyDensity
NuclearMagnetons
OortConstantA
OortConstantB
PallasMass
PallasSolarMassRatio
PlanckConstant
PlanckConstantNewSI
PlanckCurveMaximumWRTFrequency
PlutoMass
ProtonArea
ProtonComptonWavelength
ProtonElectronMassRatio
ProtonGFactor
ProtonMagneticMoment
ProtonMass
ProtonProtonElasticCrossSectionAtCenterOfMassEnergy10GeV
ProtonProtonTotalCrossSectionAtCenterOfMassEnergy10GeV
ProtonRadius
QCDScale
QEDVacuumImpedance
QuantizedHallConductance
QuantizedHallResistance
RadiationConstant
ReducedElectromagneticPlanckConstant
ReducedInverseMechanicalEquivalentOfLight
ReducedPlanckConstant
RelativisticReducedPlanckMass
RydbergConstant
RydbergConstantHydrogen
RydbergFrequency
SackurTetrodeConstant
SaturnMass
SchottkyNordheimBarrierConstant
SchottkyNordheimConstant
SecondFowlerNordheimConstant
SecondRadiationConstant
SolarConstant
SolarLuminosity
SolarMass
SolarMassParameterTCB
SolarMassParameterTDB
SolarRadius
SolarSchwarzschildRadius
SommerfeldNordheimConstant
SpeedOfLight
SpeedOfSound
StandardAccelerationOfGravity
StefanBoltzmannConstant
StefanBoltzmannConstant1D
StefanBoltzmannConstant2D
StefanBoltzmannConstant4D
StefanBoltzmannConstant5D
StrongCouplingConstant
SunEarthMassRatio
SunErisMassRatio
SunJupiterMassRatio
SunLuminousFlux
SunLuminousIntensity
SunMarsMassRatio
SunMercuryMassRatio
SunNeptuneMassRatio
SunPlutoMassRatio
SunSaturnMassRatio
SunUranusMassRatio
SunVenusMassRatio
SunVolume
TauComptonWavelength
TauMass
TauonMagneticMoment
ThompsonLampardCalculableCapacitorCapacitance
ThomsonCrossSection
UniverseAge
UniverseMass
UranusMass
VacuumEnergyDensityInOurUniverseDarkEnergyBased
VenusMass
VestaMass
VestaSolarMassRatio
WeakMixingAngleConstant
WienWavelengthDisplacementLawConstant
Here is that list in a form that you can copy and paste to get the list of strings:
{"AlphaParticleMass", "AstronomicalUnit", "AtomicMassUnit", \
"AtomicMassUnitChemical", "AtomicMassUnitPhysical", \
"AvogadroConstant", "AvogadroConstantFoxHill", \
"AvogadroConstantNewSI", "AvogadroConstantValueFoxHill", \
"AvogadroNumber", "BohrMagneton", "BohrQuadrupoleMagnetons", \
"BohrRadius", "BoltzmannConstant", "BoltzmannConstantNewSI", \
"BoltzmannConstantTemperatureDifferenceUnit", "CeresMass", \
"CeresSolarMassRatio", "Cesium133HyperfineSplittingFrequency", \
"ChandrasekharLimit", "ClassicalElectronRadius", \
"ClassicalProtonRadius", "CMBElectromagneticEnergyDensity", \
"CosmologicalConstantValueDarkEnergyBased", "Critical1DDipoleMoment", \
"Critical3DDipoleMoment", "DeuteronMagneticMoment", "DeuteronMass", \
"EarthEquatorialRadius", "EarthMass", "EarthMeanRadius", \
"EarthMoonMassRatio", "EarthPolarRadius", "EarthRateUnits", \
"EarthVolume", "EinsteinConstantSpeedOfLightSquared", \
"EinsteinConstantSpeedOfLightToTheFourth", \
"ElectricBohrDipoleMoment", "ElectricBohrQuadrupoleMoment", \
"ElectricConstant", "ElectronAbsoluteMass", \
"ElectronComptonFrequency", "ElectronComptonWavelength", \
"ElectronGFactor", "ElectronMagneticMoment", "ElectronMass", \
"ElectronRelativeAtomicMass", "ElectronSchroedingerConstants", \
"ElectronSpinGFactor", "ElectronWaveMass", "ElementaryCharge", \
"ElementaryChargeNewSI", "ErisMass", "FaradayConstant", \
"FaradayConstantForConventionalElectricCurrent", \
"FermiCouplingConstant", "FineStructureConstant", \
"FineStructureConstantGradient", "FirstFowlerNordheimConstant", \
"FirstRadiationConstant", \
"FirstRadiationConstantSpectralRadianceValue", \
"FixedNucleusAtomSchroedingerConstants", \
"FreeElectronGyromagneticRatio", "GaussianGravitationalConstant", \
"GeocentricGravitationalConstantTCB", \
"GeocentricGravitationalConstantTDB", \
"GeocentricGravitationalConstantTT", "GravitationalConstant", \
"GravitationalConstantGradient", \
"GravitationalCouplingConstantElectronElectron", \
"GravitationalCouplingConstantElectronProton", \
"GravitationalCouplingConstantProtonProton", \
"HadronicHagedornTemperature", "HiggsBosonMass", "HubbleConstant", \
"HydrogenAtomSchroedingerConstants", "IdealGasMolarVolume", \
"JosephsonConstant", "JosephsonConstantConventional", \
"JovianSolarDays", "JupiterMass", "JupiterVolume", "LorenzNumber", \
"LoschmidtConstant", "MachSpeed", "MagneticConstant", \
"MagneticCouplingConstant", "MagneticFineStructureConstant", \
"MagneticFluxQuantum", "MarsMass", "MartianSolarDays", \
"MartianYears", "MeanEarthSunDistance", "MeanMoonEarthDistance", \
"MeanSolarConstant", "MeanSolarDays", "MeanSolarHours", \
"MercuryMass", "MolarGasConstant", "MolarMassOfCarbon12", \
"MolarPlanckConstant", "MoonEarthMassRatio", "MoonGeopotential", \
"MoonVolume", "MuonComptonWavelength", "MuonGFactor", \
"MuonMagneticMoment", "MuonMass", "NeutronComptonWavelength", \
"NeutronGFactor", "NeutronMagneticMoment", "NeutronMass", \
"NonlinearQEDEffectsOnsetElectromagneticEnergyDensity", \
"NuclearMagnetons", "OortConstantA", "OortConstantB", "PallasMass", \
"PallasSolarMassRatio", "PlanckConstant", "PlanckConstantNewSI", \
"PlanckCurveMaximumWRTFrequency", "PlutoMass", "ProtonArea", \
"ProtonComptonWavelength", "ProtonElectronMassRatio", \
"ProtonGFactor", "ProtonMagneticMoment", "ProtonMass", \
"ProtonProtonElasticCrossSectionAtCenterOfMassEnergy10GeV", \
"ProtonProtonTotalCrossSectionAtCenterOfMassEnergy10GeV", \
"ProtonRadius", "QCDScale", "QEDVacuumImpedance", \
"QuantizedHallConductance", "QuantizedHallResistance", \
"RadiationConstant", "ReducedElectromagneticPlanckConstant", \
"ReducedInverseMechanicalEquivalentOfLight", "ReducedPlanckConstant", \
"RelativisticReducedPlanckMass", "RydbergConstant", \
"RydbergConstantHydrogen", "RydbergFrequency", \
"SackurTetrodeConstant", "SaturnMass", \
"SchottkyNordheimBarrierConstant", "SchottkyNordheimConstant", \
"SecondFowlerNordheimConstant", "SecondRadiationConstant", \
"SolarConstant", "SolarLuminosity", "SolarMass", \
"SolarMassParameterTCB", "SolarMassParameterTDB", "SolarRadius", \
"SolarSchwarzschildRadius", "SommerfeldNordheimConstant", \
"SpeedOfLight", "SpeedOfSound", "StandardAccelerationOfGravity", \
"StefanBoltzmannConstant", "StefanBoltzmannConstant1D", \
"StefanBoltzmannConstant2D", "StefanBoltzmannConstant4D", \
"StefanBoltzmannConstant5D", "StrongCouplingConstant", \
"SunEarthMassRatio", "SunErisMassRatio", "SunJupiterMassRatio", \
"SunLuminousFlux", "SunLuminousIntensity", "SunMarsMassRatio", \
"SunMercuryMassRatio", "SunNeptuneMassRatio", "SunPlutoMassRatio", \
"SunSaturnMassRatio", "SunUranusMassRatio", "SunVenusMassRatio", \
"SunVolume", "TauComptonWavelength", "TauMass", \
"TauonMagneticMoment", \
"ThompsonLampardCalculableCapacitorCapacitance", \
"ThomsonCrossSection", "UniverseAge", "UniverseMass", "UranusMass", \
"VacuumEnergyDensityInOurUniverseDarkEnergyBased", "VenusMass", \
"VestaMass", "VestaSolarMassRatio", "WeakMixingAngleConstant", \
"WienWavelengthDisplacementLawConstant"}
Then if you want to make symbols out of all of them, you can do (where % assumes that you just evaluated that list):
(Evaluate[Symbol[#]] = Quantity@#) & /@ %
or:
(Evaluate[Symbol[#]] = UnitConvert@Quantity@#) & /@ %
I'd prefer the first one, so that the symbol SpeedOfLight shows 1 c. However you might like the second version better, for which SpeedOfLight shows as 299792458 m/s. Either way, you'll get the same answers when used in calculations if you apply the UnitConvert at the end.
Update:
Fixed in 12.0!
EntityList["PhysicalConstant"]

Quiet[<< PhysicalConstants\]` – george2079 Oct 31 '16 at 19:43UnitConvert[Quantity["SpeedOfLight"]], since '1' and 'SIBase' are default.. – george2079 Oct 31 '16 at 20:01UnitConvert@"SpeedOfLight", since it seems you only need to use the Quantity command within UnitConvert when you have quantities other than 1. Further, since you are only converting a single constant, you can use Prefix (@). For multiple constants and/or units, you would need Postfix (//) or square brackets. – theorist Mar 26 '17 at 20:33