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MCP servers tagged scientific-computing
49 live MCP servers tagged "scientific-computing", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with scientific-computing.
Scitex Python
Umbrella package for SciTeX — reproducible science from raw data to manuscript
Open Science
The open-source AI research workbench for scientific research and agent workflows. Local-first, model-agnostic desktop app with extensible skills, MCP tools and connectors, Python…
Xgo
XGo is a programming language that reads like plain English. But it's also incredibly powerful — it lets you leverage assets from C/C++, Go, Python, and JavaScript/TypeScript, cre…
Hpc MCP
MCP server for AI agents to interact with HPC clusters, Slurm jobs, SSH, files, and scientific computing workflows.
K Dense Byok
An AI co-scientist powered by Scientific Agent Skills running on your desktop.
Wisp Science
Open-source, local-first desktop AI research workbench for scientific computing with Python/R, MCP bioinformatics tools, SSH/WSL/GPU runtimes, and OpenAI/Anthropic models.
Osprey
An agentic interface and safety harness for safety-critical control systems
Claude For Researchers
Practical guide and toolkit for physicists and mathematicians using Claude Code — built from months on a real research project
Aquascope
Open-source Python toolkit for water data, hydrology, and agricultural water management — 29 unified collectors (USGS, UK EA, Hub'Eau, GRDC, BOM, FAO…), Bulletin 17C flood frequen…
OpenPASO
openPASO (formerly OASiS): an MCP server that lets an AI model run nine finite-element and multiphysics codes, with curated knowledge, verified execution and cross-code coupling.…
AgentFEM
AI-native open-source finite-element platform connecting engineering, computation, data, and AI.
UEFN TOOLBELT
The ultimate, ever-expanding Swiss Army Knife for the UEFN Python API (358+ tools registered across 55+ categories). Automate world-building, manage assets, generate boilerplate V…
Wolido/OpenAaaS
adapter`.
AlterLab Academic Skills
183 evaluated academic Claude/agent skills across 13 research domains — bioinformatics, cheminformatics, data science, databases, clinical & more. Every skill ships an executable…
OpenQuantum
Open-source quantum Agent workspace with a desktop client, Web UI, messaging, Qiskit/MCP tools, and scientific validation
Magi Researchers
Three AI models, one synthesis — Claude, Gemini & Codex cross-verify each other for rigorous multi-perspective research
Labloop
Secure, reproducible KVM lab for agent-driven ML research: per-user VMs with driver / trusted / hostile zone isolation, plus five standalone scientific-state MCP servers
Gromacs MCP
MCP server driving local GROMACS workflows for molecular dynamics setup, runs, and analysis.
Adept Agentic
ADEPT: Agentic Discovery and Exploration Platform for Tools — A three-tier secure framework for multi-agent scientific workflows with 28+ MCP tools, 10 client interfaces, and decl…
Hitran MCP
HITRAN spectroscopy toolkit for AI agents & researchers: MCP server (12 tools) + HitranLab desktop GUI. 61 line-by-line molecules & 600+ cross-section species. Absorption, cross-s…
Tdlas MCP
Instrument-grade TDLAS/WMS spectroscopy simulation MCP server: HITRAN line lists, DAS, digital lock-in 1f 2f 2f/1f demodulation, noise modeling, concentration inversion and detect…
Spectrolink
SpectroLink: multi-technique optical gas sensing simulation MCP server (TDLAS-DA/WMS, LITES, NDIR, CRDS, FTIR, DOAS)
Gnosislab
A scientific-method runtime for AI agents: hypotheses, experiments, evidence, provenance, reproducibility, and auditable conclusions.
Litmus
An AI reproducibility auditor that predicts whether a scientific paper's claims will replicate. Deterministic forensic checks, multi-source retrieval, calibrated verdicts, and an…
Comsol Research Workflow
中文自然语言驱动 COMSOL：Java 官方进度窗口 / MCP 原生 GUI，交付完整可视 MPH
Mpltweak
Interactive layout editor for matplotlib multi-panel figures — drag, align, snap, then write the numbers back into your Python code.
yusong652/yade-mcp
source discrete element method (DEM) engine for granular and particle simulation. Browse API docs with BM25 search, execute code via synchronous REPL or async background tasks, mo…
UNITY TOOLBELT
102 composite editor-automation tools for Unity, exposed to AI agents through Unity's own official MCP bridge.
EPICS MCP
Ask an AI assistant about your EPICS control system: live PV values, why a PV is disconnected, and where it appears across ChannelFinder, the Archiver and the alarm tree. Read-onl…
Scitex Hub
SciTeX Hub deployment and management CLI
Numkit
MATLAB-compatible runtime for humans & AIs
AutoPhaseAnalysis
Automated XRD phase identification and Rietveld refinement — a dara tree search explores phase combinations and BGMN-refines each one, no manual peak matching. Ranked solutions wi…
HAIDAA
Persistent memory for AI agents. Provenance-aware scientific knowledge graph, read-only MCP server, signed contributions, quarantined publication, schemas and an offline receipt v…
Codex Comsol Bridge
Community-built Codex–COMSOL bridge using officially supported MATLAB MCP and LiveLink integration layers, with native multiphysics API access, task-level execution, same-model De…
Nsforge MCP
Neurosymbolic Forge — an MCP server that turns concepts into verifiable, traceable formulas via deterministic symbolic derivation with provenance. 89 tools, 10-gate verification h…
Clio Web Search
Self-hosted web search and document understanding for AI agents
Nls Lumpy Torus
NLS/Gross–Pitaevskii on a lumpy torus — a spectral-geometry solver and a gallery of numerical experiments (solitons, collapse control, analog gravity/cosmology, quantum chaos, top…
Evidence Gated Scientific Agent
Self-hosted evidence-gated scientific AI with isolated Python/R, independent review, deterministic validation, and complete provenance.
Atelier Studio
Agentic macOS environment for scientific research — coding agents, papers, figures, LaTeX and project files in one shared context. Rust-first, Tauri 2.
Sciguard Autopilot
Scientific decision control plane powered by DataHub field lineage, deterministic policy, and evidence-gated recovery.
Qfoldit.github.io
The Future of Molecular Design And Synthetic Biology Workflows. Using Distributed Architecture And 3D Engines. A multiplayer scientific research simulator that combines game mecha…
Ultimath MCP
Stop hallucinating numbers. MCP server for Ultimath: math on multiple independent engines, in parallel.
MAXENT Kernel
Non-Markovian quantum dynamics solver with a Boltzmann memory kernel (MaxEnt-derived) - a diagnostic tool for open quantum systems beyond Lindblad.
Bicmath
BicMath is a modular Rust computation engine for mathematics, statistics, finance, and optimization. Available through MCP, CLI, Rust API, and WebAssembly—with exact arithmetic, e…
Corvex
LLM agent orchestration for scientific workflows. Python 3.12, LiteLLM, BoTorch, ASE, Streamlit UI, MCP server and client.
Scitex Io
Universal scientific data I/O with a plugin format registry
Awesome Paper2agent
A community collecting paper MCP packages — each one wraps a paper's code and workflow as an MCP server that an agent can install and call.
Reprolith
Auto-reproduction & certification engine for the computational biomedical modeling literature — rebuild the model, re-run it, certify whether it reproduces its own results.
Math Anchor
Math Anchor — safe exact and scientific math, units, and dimensional analysis for humans and Agents (macOS + MCP/Codex plugin)