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MCP.science

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A collection of open-source MCP servers designed for scientific research applications.

Install
How to run this server
[ { "cmd": "npx all-contributors", "imports": [] } ]
server path: mcp-science
Tools
What this server exposes
web-fetch
Fetches and processes HTML, PDF and plain-text content from the Web so that the assistant can quote or summarise it.
materials-project
Enables AI assistants to search, visualise and manipulate materials-science data from the Materials Project database.
python-code-execution
Runs Python code snippets in a secure, sandboxed environment with restricted standard-library access.
ssh-exec
Allows an assistant to run pre-validated commands on remote machines over SSH with configurable authentication and command whitelists.
txyz-search
Performs Web, academic and 'best effort' searches via the TXYZ API.
timer
A minimal countdown timer that streams progress updates to demonstrate MCP notifications.
gpaw-computation
Provides density-functional-theory (DFT) calculations through the GPAW package.
jupyter-act
Lets an assistant interact with a running Jupyter kernel, executing notebook cells programmatically.
mathematica-check
Evaluates small snippets of Wolfram Language code through a headless Mathematica instance.
nemad
Neuroscience Model Analysis Dashboard server that exposes tools for inspecting NEMAD data-sets.
tinydb
Provides CRUD access to a lightweight JSON database backed by TinyDB so that an assistant can store and retrieve small pieces of structured data.
Configuration
Environment & auth
authnone
Resources
MCP.science — MCP Server · libregistry