MCP Servers

A

AI Footprint

nickjlamb

Water and energy footprint of AI use: chat prompts, agent sessions, methodology and sources

S

studydiff

nickjlamb

Explain why two scientific papers disagree, every claim grounded in a verbatim source quote

W

Word Orb — English vocabulary for reader glossaries

nicoletterankin

AI-assisted English lexical records. Stored-only batch lookup; coverage and quality vary

N

NovaSolver Studio

novasolver

Free desktop CAE: import CAD/STL, solve FEM structural/thermal and CFD, verify the answer.

N

Nullary - Negative Results Intelligence For Drug Discovery

nullary-ai

Nullary is a hosted MCP server that lets AI agents query measured negative results from drug discovery: inactive compounds, failed selectivity panels, terminated clinical trials, failed CRISPR screens, antibody developability failures, and more — each result carrying full provena

C

Cooling Planner

okajun35

MCP simulator for dairy barn cooling: evaluate equipment, roof and weather on heat, water and milk

R

ROOT MCP Server

omazapa

ROOT-based MCP server exposing root_python and root_cpp tools (stdio transport)

O

openpaper-mcp

federicodeponte

openpaper-mcp

O

Opportunity Mcp

revolutionarybukhari

Search 10+ youth-opportunity sites — scholarships, fellowships, internships, conferences — from any AI assistant. Aggregates from Opportunities Corners, Opportunity Desk, Scholarships Corner, and more, with deadline tracking and full-text search.

N

nope-mcp — Open Educational Resources search

edufeed.org

Search German open educational resources (OER) via AMB/schema.org metadata, open licenses only

F

FORRT Research

sciencelive4all.org

Produce verifiable FORRT nanopublication chains: grounded quote checks and Science Live projections

R

Research Scan

synectic.org

Research Scan finds and verifies the 5–10 recent papers that matter most for a research question

O

Owl MCP server

holonoms

MCP server for Owl

A

African Speech Corpora Quality Audit

papasega

Read-only, provenance-aware selection of Wolof speech corpora by measured quality

A

Alphafold

pipeworx-io

AlphaFold DB MCP — predicted protein structures

C

Cali Elangdell

pipeworx-io

CALI eLangdell MCP — the free, Creative Commons-licensed US law-school casebooks and course…

D

Dataverse Harvard

pipeworx-io

Harvard Dataverse MCP.

D

Dictionary

pipeworx-io

Dictionary MCP — wraps Free Dictionary API (free, no auth)

E

Emdb

pipeworx-io

EMDB (EBI Electron Microscopy Data Bank) MCP — keyless.

I

Itis

pipeworx-io

ITIS (Integrated Taxonomic Information System) MCP

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Lens Org

pipeworx-io

Lens.org MCP — patent + scholarly platform

O

Opentopography

pipeworx-io

OpenTopography MCP.

O

Owid

pipeworx-io

OWID MCP — Our World in Data chart/indicator access (free, no auth)

P

Pubmed

pipeworx-io

PubMed MCP — wraps the NCBI E-utilities API (biomedical literature, free, no auth)

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Symmap

pipeworx-io

SymMap v2 — Traditional Chinese Medicine association graph from symmap.org.

U

Usno Astronomy

pipeworx-io

Next solar eclipse, eclipse times by place, Moon phases and seasons from the US Naval Observatory.

D

Darash

publifye.pro

Bible research: 59 translations, Hebrew/Greek Strong's, morphology, cross-refs, 13 dictionaries

L

Lexifye

publifye.pro

Build dictionaries & glossaries with AI: entries, senses, versions, print PDF, EPUB, web reader, RTL

P

PubTator MCP Server

BioMCP-Hub

No description yet

青

青提mcp

aegean-org

QingTi MCP connects the QingTi academic database to different AI assistants through Model Context Protocol (MCP), enabling natural language-driven professional academic queries.

N

noether-physics

Ranshiv

Physics assistant: checked equations, live simulations, claims verified against arXiv papers

A

Arquimedes

richer-richard

Search and sample 1,038,963 competition and benchmark math problems.

C

CDT Express by Riskthinking.AI

RiskThinking

Interact with climate metrics via Riskthinking.AI's CDT Express API in supported AI chat experiences

C

CUDA-Q Docs

rogerawong

CUDA-Q docs, API reference, and runnable examples for AI agents, pinned to your installed version

E

Emission Factors

rozetyp

Keyless US grid carbon and power cost by ZIP: eGRID Scope 2, Scope 1 fuels, site ranking, clean hours

S

scienceon-mcp

rubatoyd

KISTI ScienceON OpenAPI literature search and metadata collection (MCP server and CLI)

N

neuronscope

RudrenduPaul

Traces which neurons and attention heads drive a language model's output via MCP tools

U

UNESCO UIS Education Statistics MCP

SidneyBissoli

UNESCO UIS statistics (education, science, culture) with full provenance and fixed releases

S

scopus

SMABoundless

Search Scopus abstracts, authors, and export citations via Elsevier API

A

atlaspi

Soil911

Historical geography for AI agents: polities, GeoJSON borders, chains & events, 4500 BCE-today

Q

Qiao-MCP — Bridge Engineering (桥梁工程)

SorataYang

Full-lifecycle bridge structural analysis: modeling, staging, code checks

🛰

🛰️ Space Flight News MCP Server

WMs784

A Model Context Protocol (MCP) server that integrates with the Space Flight News API to provide up-to-date spaceflight-related news articles

C

CvLAC (MinCiencias)

stivenson

Update your Colombian CvLAC (MinCiencias) research CV by chatting with your AI assistant

S

Student MCP Server

tejpalvirk

Manage context based on courses, assignments, exams, etc. with knowledge graph based MCP server

S

swatgenx

SWATGenX

SWAT+ watershed models for any river in the lower 48 states, with groundwater and PFAS data

A

Amass

amass.tech

Linked life-science search: 43M+ papers, 1.2M+ trials, drugs, genes, FDA/EMA approvals, patents

T

TestMcpServer

maikmetzger

A Model Context Protocol server implementation providing mathematical operations through a standardized interface. Built with TypeScript and Node.js, this server demonstrates how to create and expose tools via the Model Context Protocol specification

S

sketch/design — System Design Interview Board

tGhattas

Hand-drawn whiteboard for system design mock interviews; your AI watches, asks and gives feedback.

A

Anvil

The-Warl0ck

Local physics/chemistry bench as MCP: plain words in, 12-domain simulations out

Real FEA on CAD parts: validated setups, stress, safety factor, natural frequencies

R

Research Repo Doctor

Tom409114

Deterministic Artifact Evaluation preflight and run-path grader for research repositories.

U

usgs-quakes-mcp

blake365

An MCP server for querying the USGS Earthquake API with natural language

D

DualSPHysics MCP

vegetableno1

Agent toolchain for the DualSPHysics SPH solver: case creation, runs, post-processing, validation

K

kanari wildfires

vria-consulting

Live worldwide wildfire detections, fire archive, citable stats, aircraft. Free, CC BY 4.0

E

Electronics MCP Servers

wedsamuel1230

14 electronics tools: resistor decoder, capacitor calculator, GPIO reference for ESP32/Arduino/STM32

W

Windai Mcp Server

umedpaliwal

WindAI MCP server — AI-powered wind resource assessment tools for Claude, ChatGPT, and other AI assistants. Get wind speed estimates, capacity factors, and energy production predictions for any location on Earth.

T

The Blue Alliance

withinfocus

The Blue Alliance MCP server

V

vmd-hydrate-mcp

wjgoarxiv

Drive VMD for GROMACS/LAMMPS analysis and clathrate-hydrate cage science (needs a local VMD)

M

math-svg-mcp

wspringer

Convert LaTeX math expressions to crisp, scalable SVG images

C

citeguard

xiaweiyi713

Falsification-first citation auditor: existence, metadata and claim-support checks via MCP