The GRIB Parameter database can be found here.
This database lists all parameters known to ecCodes with their Name, Short Name, Units, Parameter ID (unique) and available file formats.
The corresponding ecCodes keys are: name, shortName, units and paramId.
Note: Not all these parameters are available in ECMWF datasets.