| package,primary_scope,unified_config_object,unified_result_object,machine_readable_catalog,batch_cli,profiling_path,multivariate_support,maturity_labeling,compact_output,mcp_tool_surface | |
| DeTime,workflow-oriented decomposition layer,yes,yes,yes,yes,yes,yes,explicit,yes,yes | |
| statsmodels,classical decomposition and modeling,no,partial,no,no,no,limited,implicit,no,no | |
| PyEMD,EMD-family toolkit,no,no,no,no,no,family-specific,family-specific,no,no | |
| PyWavelets,wavelet toolkit,no,no,no,no,no,transform-specific,family-specific,no,no | |
| PySDKit,signal decomposition toolkit,partial,partial,no,limited,no,yes,less explicit,no,no | |
| SSALib,SSA specialist toolkit,SSA-specific,SSA-specific,no,no,no,no,focused,no,no | |
| sktime,broad time-series ecosystem,no,no,no,no,no,partial,ecosystem-level,no,no | |