{"id":5179,"slug":"pathintegral-institute/mcp.science","name":"MCP.science","description":"A collection of open-source MCP servers designed for scientific research applications.","category":"other","github":"https://github.com/pathintegral-institute/mcp.science","homepage":"","server_url":"","transport":"stdio","install":[{"cmd":"npx all-contributors","imports":[]}],"tools":[{"name":"web-fetch","description":"Fetches and processes HTML, PDF and plain-text content from the Web so that the assistant can quote or summarise it."},{"name":"materials-project","description":"Enables AI assistants to search, visualise and manipulate materials-science data from the Materials Project database."},{"name":"python-code-execution","description":"Runs Python code snippets in a secure, sandboxed environment with restricted standard-library access."},{"name":"ssh-exec","description":"Allows an assistant to run pre-validated commands on remote machines over SSH with configurable authentication and command whitelists."},{"name":"txyz-search","description":"Performs Web, academic and 'best effort' searches via the TXYZ API."},{"name":"timer","description":"A minimal countdown timer that streams progress updates to demonstrate MCP notifications."},{"name":"gpaw-computation","description":"Provides density-functional-theory (DFT) calculations through the GPAW package."},{"name":"jupyter-act","description":"Lets an assistant interact with a running Jupyter kernel, executing notebook cells programmatically."},{"name":"mathematica-check","description":"Evaluates small snippets of Wolfram Language code through a headless Mathematica instance."},{"name":"nemad","description":"Neuroscience Model Analysis Dashboard server that exposes tools for inspecting NEMAD data-sets."},{"name":"tinydb","description":"Provides CRUD access to a lightweight JSON database backed by TinyDB so that an assistant can store and retrieve small pieces of structured data."}],"env_vars":[],"auth_type":"none","official":false,"stars":133,"status":"active","source":"mcpservers.org","created_at":"2026-05-25T12:12:15.062576+00:00","updated_at":"2026-05-28T09:57:40.944124+00:00","tags":[],"path":"mcp-science"}