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v2.12.0

CLIO Kit 2.12.0 improves five scientific MCP servers after running them through a coding agent on planted datasets, and patches every other server for updated locked dependencies.

Added​

  • adios 2.3.0: variable_stats for per-step statistics with extreme locations, and sliced, size-capped read_variable_at_step.
  • hdf5 2.3.0: axis profiles in hdf5_aggregate_stats and a one-call structure walk in visit.
  • pandas 2.4.0: read-only inline aggregate with date buckets, plus outlier rows in profile_data and offending rows in validate_data.
  • parquet 2.3.0: grouped, multi-operation aggregate_column and per-column null counts.
  • slurm 3.1.0: default partition, real job reasons and partition hints (contract clio-kit-slurm-user-v3.1).

Fixed​

Every other server takes a patch release for the joserfc 1.7.7 and pyasn1 0.6.5 lock updates; web 2.1.5 also declares openWorldHint.

See the CHANGELOG for per-server details.