MCP Servers

S

Semantic Scholar MCP Server

smaniches

MCP server for the Semantic Scholar API: search 200M+ papers, citations, authors, recommendations

F

Fermatmcp

abhiphile

This project provides a FastMCP server for mathematical computations, including numerical and symbolic calculations, as well as plotting

3

3D Visualizer

kleinicke

Inspect, compare and export point clouds, meshes and calibrated depth data with inline 3D previews

M

MCP-ORTools

Jacck

Model Context Protocol (MCP) server implementation using Google OR-Tools for constraint solving

U

Unofficial UniProt MCP Server

Augmented-Nature

Comprehensive Model Context Protocol (MCP) server providing advanced access to the UniProt protein database.

K

KiCad Copilot

biosshot

File-oriented MCP server for KiCad schematics, PCB placement, routing, and pours

J

Jaxonomy — hybrid dynamical systems on JAX

machinavitalis

Build, simulate and calibrate JAX block-diagram models of hybrid dynamical systems

O

OWL-MCP

scimcp

MCP server for OWL applications

O

OWL-MCP

ai4curation

MCP server for OWL applications

F

FEA-MCP Server

GreatApo

FEA AI MCP server (for LUSAS, ETABS etc)

K

Kicad Studio Kit

oaslananka

KiCad Studio Kit: VS Code extension for KiCad PCB/EDA projects with schematic/PCB viewers, DRC/ERC, BOM, exports, MCP and AI workflows.

B

BioMASS ODE Model Builder

marcorusc

Construct, inspect, visualize, and simulate evidence-backed ODE models with BioMASS

M

MaBoSS Boolean Network Simulator

marcorusc

MCP server for Boolean network simulation and attractor analysis using MaBoSS

N

NeKo Biological Network Builder

marcorusc

MCP server for biological network construction and analysis using pathway databases

P

PhysiCell Configuration Builder

marcorusc

MCP server for building, inspecting, and exporting PhysiCell and PhysiBoSS configuration files

M

MathCAD MCP Server

hvkshetry

MCP server for PTC MathCAD Prime control: AI agents manage worksheet operations (open/close/save), set/retrieve values with unit support (scalars, strings, matrices), control calculation states (pause/resume/recalculate), and export to PDF/RTF/XPS formats via Windows COM automation

E

ETABS MCP

Moha2005269

Agentic MCP server for CSI ETABS v22+: model, load, analyse, design and inspect structures.

O

ORCA MCP Server

PhelanShao

MCP server dedicated to the generation and management of input files for ORCA quantum chemical calculations.

S

STAC MCP

wayfinder-foundry

An MCP (Model Context Protocol) server that provides access to STAC (SpatioTemporal Asset Catalog) APIs for geospatial data discovery and access

R

rosetta-mcp-server

Arielbs

Rosetta/PyRosetta protein modeling and Biotite translation for computational biology

V

viznoir

kimimgo

Cinema-quality science visualization for AI agents — headless VTK via MCP

M

Manim MCP

wstcpyt

manim MCP server for math animation

S

Sidereon

neilberkman

GNSS positioning and astrodynamics: orbit propagation, passes, GNSS solves, and RINEX QC

N

ngspice-mcp

gtnoble

An MCP server for interfacing with the ngspice circuit simulator

O

opentargets

nickzren

Read-only Open Targets: targets, diseases, drugs and evidence by name or ID. No API key needed

A

AEGIS Academic Integrity Checker

sunilgentyala

Local-first paper integrity checks: hallucinated citations, AI-text, plagiarism, venue guidelines.

D

Dense Evolution

tatopenn-cell

Real quantum circuit simulator, VQE, molecular Hamiltonians, QM/MM forces, and MD via 21 tools

C

ClinicalTrials MCP Server

JackKuo666

Enable AI assistants to search and access ClinicalTrials.gov data through a simple MCP interface

P

Perfboard Designer

perfboarddesigner.com

Design perfboard and stripboard layouts, check the wiring and get a link to open them in the editor.

S

SageMath

XBP-Europe

Stateful SageMath MCP server with 40 tools and a sandboxed Sage session per client

X

XTB MCP Server / XTB MCP 服务器

PhelanShao

The XTB MCP Server is a Model Context Protocol (MCP) server that provides comprehensive tools for generating Extended Tight-Binding (XTB) quantum chemistry calculation input files. This server integrates seamlessly with AI assistants like Claude, Cursor, and Windsurf to enable in

I

ictexam-mcp

ictinnovations

Read exams, gradebooks and item analysis; parse papers with AI and publish exams

A

adamamer20-paper-search-mcp-openai

smithery.ai

Search and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic…

C

Calculator Mcp

wrtnlabs

Calculator MCP server on npx

O

openalex-mcp-server

cyanheads

Access the OpenAlex academic research catalog — 270M+ publications.

O

OpenAlex MCP Server

hbiaou

An MCP server designed for academic literature research using the OpenAlex free API.

O

OptiVibe

chuang44-tiff

Lens design automation for Zemax OpticStudio through the typed ZOS-API

E

Enrichr MCP Server

tianqitang1

No description yet

L

LearnMCP-xAPI

DavidLMS

An open-source MCP (Model Context Protocol) server that enables AI agents to record and retrieve learning activities through xAPI-compliant Learning Record Stores

P

Papersflow

papersflow-ai

papersflow-mcp is PapersFlow's production MCP server for literature search, citation verification, related-paper discovery, and authenticated research workflows across Claude, Codex, Gemini, and other MCP clients.

K

KiCad Tools

ProductOfAmerica

Byte-preserving KiCad automation: 100+ tools for schematics, PCB layout, ERC, DRC, and exports

Y

YADE MCP Server

yusong652

MCP server for YADE, an open-source DEM engine: browse API docs, run simulations, manage tasks

P

packet-tracer-mcp

Jcorderop02

MCP server for Cisco Packet Tracer 9: live IOS, OSPF, BGP, NAT, VLAN, VoIP, QoS, IPv6, wireless

S

Scholar_mcp_server

Seelly

MCP server for academic paper search. Datasources include arXiv, Semantic Scholar, Crossref, Scopus, ADS and Sci-Hub

S

scratchattach-mcp

uukelele-scratch

MCP Server for Scratch, powered by scratchattach

K

korean-elementary-learning-map-mcp

taehyeonglim

한국 초등 2022 개정 교육과정 학습 그래프 MCP 서버 (성취기준 620 · 원문 수록 · 주제 1,956 · 선수관계 1,894)

U

UniProt MCP Server

TakumiY235

MCP server for UniProt protein data access

İ

İTÜ MCP

yatuk

MCP server for İTÜ Ninova, OBS, Portal, campus services, and the library

C

Cal Server

pwh-pwh

MCP for calculating mathematical expressions

H

HasData Google Scholar

hasdata.com

Google Scholar search results, citation counts and citation export formats, as structured JSON

A

AnkusDrive

gchen19

Drive FreeCAD from an agent: CAD modeling, drawings, FEM, CFD, EM, and multiphysics simulation

B

brightspace

JhostinAleck

D2L Brightspace MCP server: courses, grades, rubrics, feedback, course files, calendar. Multi-auth

L

Librus Synergia

krzysztofbury

Librus Synergia school gradebook: grades, attendance, timetable, homework, messages.

MCP server for Skolverket's open APIs: Curriculum, School Units, and Adult Education

M

Mathlas

Archerkattri

Airtight math tools an AI uses over MCP — 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean kernel checks, applicability checklists. No LLM inside, no API key

T

TalentLMS

mindstone

TalentLMS MCP server: users, courses, groups, branches, reporting, and assessments

O

OpenEdu MCP Server

Cicatriiz

OpenEdu MCP Server for educational resources and curriculum planning, integrates with OpenLibrary, Wikipedia and arXiv.

P

paperpal

jerpint

MCP server for aiding with literature reviews

S

Sheetsdata Mcp

octoco-ltd

Instant access to electronic component datasheets for AI agents — specs,

C

campus-cli

alejooroncoy

Unofficial Blackboard Learn (LMS) MCP for students: courses, assignments, grades, materials