The real catalog of tools for AI agents

MCP server for analyzing SAC seismic-waveform files and TAR archives: inspect members, compute...

Structured Spack discovery and installation tools for scientific agents

Record and retrieve agent interactions in a ChronoLog log store.

Operator-owned scientific dataset discovery for remote agents

Compress and decompress files with gzip and report the compression ratio.

MCP server for inspecting, validating, and summarizing GeoJSON documents (stdlib only)

Summarize Parquet files, preview columns, read row slices and aggregate values.

MCP server for earthquake-sequence analysis on saved catalogs: completeness magnitude,...

Submit, list, inspect and cancel Slurm jobs, and describe the cluster.

Provider-fixed web search plus transparent URL, DOI, and document fetching

Darshan I/O profiler MCP server for analyzing I/O trace files

MCP server for rendering GeoJSON vector layers into map images with basemaps

List, search and inspect Lmod environment modules, and save or restore module collections.

National Data Platform (NDP) MCP server for searching and discovering datasets across multiple...

Load tabular data, then clean, filter, group, merge and summarize it with pandas.

Draw line, bar, scatter, histogram, heatmap and time-series plots from tabular data.

Fetch and analyze BP5 data files using ADIOS2. Access scientific data, metadata, and attributes...

JARVIS-CD MCP with a compact user pipeline contract and explicit admin compatibility profiles

Sort, filter and summarize large log files by timestamp, level or keyword.

Visualize simulation results in ParaView: load fields, then slice, contour, color and render them.