MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
-
scitexgithub.com/ywatanabe1989/scitex-pythonupdated this year
A comprehensive Python library for scientific computing and data analysis
pypi AGPL-3.0-only -
Secure, unit-aware scientific computing MCP server for engineering and science
MIT -
MCP server for AI agents to interact with HPC clusters, Slurm jobs, SSH, files, and scientific computing workflows.
MIT ★ 1 -
Open Source MCP Servers for Scientific Computing
pypi MIT -
Wolfram Alpha LLM APIgithub.com/henryhawke/wolfram-llm-mcpno update data
Given LLM's struggle with accurate mathematics and truth having the power of Wolfram Alpha is a huge improvement. Wolfram Alpha's LLM API computational knowledge engine through natural language queries to perform mathematical calculations, scientific computing, geographic information retrieval, and data analysis. Query facts about history, art, astronomy, and more with ease. Handle ambiguous queries with assumption-based clarifications for precise results.
smithery -
Remote MCP server: 38 bounded scientific calculation tools for AI assistants, with stated assumptions and limits.
MIT -
Durable optimization jobs for AI agents: local Rust runner, worker SDK and MCP server with a shared CPU budget.
MIT -
Exact symbolic math for LLMs: integrals, equations, matrices, and claim verification via Giac/Xcas. MCP server + CLI.
GPL-3.0 ★ 3 -
MCP server for MATLAB integration - Execute MATLAB code and generate scripts via MCP protocol
npm MIT -
The trusted finite-element workflow for every MCP-compatible AI agent.
pypi Apache-2.0 -
High-fidelity 3-DoF computational aerospace flight dynamics, atmospheric physics, and telemetry simulation engine in Python.
MIT ★ 1 -
Persistent memory for AI agents. Provenance-aware scientific knowledge graph, read-only MCP server, signed contributions, quarantined publication, schemas and an offline receipt verifier.
MIT ★ 1 -
Translate numeric code between Octave/MATLAB and Python/NumPy using a tested knowledge base of translation rules, with every translation verified by running both sides.
Apache-2.0 -
iowarp-agent-toolkitgithub.com/iowarp/agent-toolkitupdated this year
Agent Toolkit - MCP Servers, Clients, and Tools for AI Agents
pypi BSD-3-Clause -
MCP server connecting AI agents to YADE — run DEM simulations through natural conversation
MIT ★ 15 -
Physics-informed CFD aerodynamic surrogate model for instantaneous airfoil pressure distribution & polar curve prediction.
MIT ★ 1 -
MCP server exposing numerical methods tools: root finding, integration, ODEs, interpolation, Monte Carlo, and dynamical systems.
npm MIT -
Stop hallucinating numbers. MCP server for Ultimath: math on multiple independent engines, in parallel.
MIT -
An experimental local MCP server for symbolic, numerical, dimensional, and plotting tools in engineering and physics workflows.
MIT -
Official MCP interface for AgentFEM: create, validate, run, inspect, and verify finite-element simulations.
NOASSERTION ★ 1