The real catalog of tools for AI agents

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

MCP server for ParaView scientific visualization

MCP server for Apache Parquet files

HDF5 FastMCP - Scientific Data Access for AI Agents | CLIO Kit MCP Server

ArXiv MCP server implementation using Model Context Protocol

ChronoLog MCP server implementation using Model Context Protocol

Compression MCP server implementation using Model Context Protocol

MCP server for advanced data visualization and plotting operations

Structured Spack discovery and installation tools for scientific agents

Operator-owned scientific dataset discovery for remote agents

MCP server for Slurm workload management and HPC job scheduling

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

Lmod MCP - Environment Module Management for LLMs with comprehensive module operations

Pandas MCP - Advanced Data Analysis for LLMs with comprehensive pandas operations

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

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

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

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

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