MCP Servers

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Gribstream MCP

GribStream

Historical and real-time weather forecasts of state of the art weather models from NOAA, ECMWF, Google and more. Query and filter data like a database. Full forecast history. Blazing fast. Ideal for bulk data pulls.

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grobid-MCP-Server-

JackKuo666

A MCP Server of Grobid: machine learning software for extracting information from scholarly documents

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Mellow Tapir Radio Spectrum Guide

guycole

Explore likely radio services, channels, and emissions from 108 MHz to 1 GHz

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geogebra-mcp

haison8x

Draw and edit geometry live on GeoGebra Calculator. Unofficial, not affiliated with GeoGebra

A

AgentFEM

haoming-luo

Build, run, inspect, and verify finite-element simulations with AgentFEM.

C

codabench-mcp

harshitAgr

MCP server for the Codabench REST API, driving a full ML-benchmark participant workflow.

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polymath-megablaster-mcp

headlessherm-creator

Local deterministic calc MCP: exact math, dates, unit conversion, stats, subnet math

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Noodle Biomedical Literature Discovery MCP

helena-bioinformatics

Search biomedical papers, inspect publication records, and traverse citation or semantic graphs

C

Cure Cancer With AI

hifarrer

Free oncology data (research, trials, FDA approvals, news) plus IBM MAMMAL biomedical predictions

D

DONVI108 Free Research Beta

ho11-bit

Free scholarly paper and DOI discovery via Crossref. Self-service registration; no invitation

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Protocol Career

Holox76000

Practice consulting drills and prepare for case interviews at the top US consulting firms

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Solar Data

hoodsy

US open solar data for agents: PVWatts production, tariffs and ROI, market data, forecasts. 18 tools.

S

spaceweather-mcp

hoon1983

Space weather and geomagnetic conditions (NOAA SWPC, NASA DONKI, USGS, Kyoto) via MCP.

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voting-mcp

HrishiKabra

Social-choice voting rules (Borda, Copeland, Condorcet, STV, opinion pool) as MCP tools

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cldf-mcp

hsouf

WALS typology joined with Glottolog classification, with provenance and family-aware counts

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HelioSPICE

huangzesen

Spacecraft ephemeris made easy — auto-managed SPICE kernels for heliophysics

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XHelio-SPICE

huangzesen

Spacecraft ephemeris made easy — auto-managed SPICE kernels for heliophysics

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Aviation Accident Analysis MCP

hzy9981

Aviation accident report parsing and prompt generation service under the SHELL framework

A

Anneal

imsovikde

Zero-friction personal operating system: habits, tasks, and FSRS-5 study retention via remote MCP

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MandarinClips Authentic Chinese Cinema Corpus

IndexFlowing

Search 180,000+ authentic Chinese cinema clips, HSK grammar, and expressions for TCSL educators

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Jarroba Tools · Calculation

Invarato

Maths a model gets wrong: units with dimensional checking, equations, sheets. 5 tools, local

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ZTL Judge

inventor1975

Zero-trust logic judge: your AI writes a claim as a ZFL table, the ZTL core judges it.

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Dyscalculia.io

dyscalculia.io

Open number-sense practice data and game catalogue for dyscalculia. Read-only.

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factorguide

factorguide.io

Send a coupling matrix, get zone classifications and optimal factorization strategy

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scispot

scispot.io

Turn any LLM into your lab assistant: search samples, track experiments, analyze data with AI

A

Accredible MCP by usefulapi

usefulapi.io

Read Accredible credentials, groups, designs, analytics, skills; issue one credential as a draft

A

Axis LMS MCP by usefulapi

usefulapi.io

Read Axis LMS users, courses, learning paths, certifications and reports; manage enrollments.

C

ClassMarker MCP by usefulapi

usefulapi.io

Read ClassMarker groups, links, exams and recent results; manage question bank and access codes.

C

ClinicalTrials.gov MCP by usefulapi

usefulapi.io

Search and read ClinicalTrials.gov studies, sites and outcomes.

L

LearnWorlds MCP by usefulapi

usefulapi.io

Check LearnWorlds courses, learners, progress, grades, and payments, and enroll or tag users.

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Lessonspace MCP by usefulapi

usefulapi.io

Read Lessonspace sessions, recordings, transcripts, spaces, and users; launch spaces and edit sessions.

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TalentLMS MCP by usefulapi

usefulapi.io

Read TalentLMS users, courses, groups, branches and progress; create learners and enroll users

T

Teachworks MCP by usefulapi

usefulapi.io

Read Teachworks students, families, tutors, lessons, invoices and payments; book lessons

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weathersight

weathersight.io

Historical weather and climate: 100+ years of station data, normals, extremes, and trends

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ionis-mcp

IONIS-AI

HF propagation analytics: 175M WSPR/RBN signatures, band openings, solar correlation

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Tafla

tafla.is

Calculation walkthroughs for AI tools. Hand in a calculation, get a link that shows the working

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GraceDB

izabelamaria24

LIGO/Virgo/KAGRA gravitational-wave alerts from GraceDB, plus public strain from GWOSC

I

Izzet Yildirim

izzet

Ask your AI agent about Izzet Yildirim's research, papers, CV, and availability

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Vocab Voyage

jaideepdhanoa

20 MCP tools and 17 widgets for SAT/ISEE/SSAT/GRE/GMAT/LSAT prep. Flashcards, quizzes, and games. Hosted

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Weather for Grown Ups

janhelcl

Operational NWP, ensembles, AI weather models, regional forecasts, history, and verification

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JapanFold

japanfold

Fold proteins, co-fold ligands with binding affinity, design binders and embed sequences.

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Helionyx

Jayzilva

Size hybrid solar PV, wind, battery, diesel and grid systems: hourly simulation, NPC ranking

J

jedanderson-corpus-mcp

jedanderson432

MCP access to the jedanderson.org corpus — environmental superintelligence and information physics

B

Biomcp

gucci10248

50+ biomedical databases unified behind one MCP

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loadbench

jeongho54

MCP server for structural load & stability math: tipping, support reactions, beam checks

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NBMEcalc MCP

jiankn

Remote MCP server for deterministic educational practice-assessment score conversions.

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optlens

jjd-lab

Debug and explain LP/MILP models: why infeasible, the smallest fix, what-if and sensitivity analysis.

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metamodel

joegra2003

AI-callable calculators and engineering models with real formulas. No hallucinated math.

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Vocabit

JohnBilousov

Create flashcard sets in the Vocabit app and read back how the learner actually did

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Paper Chaser MCP

joshuasundance-swca

MCP server for academic papers, citations, authors, ECOS dossiers, and Federal Register text

O

orthotomeo

jrainsberger

Read-only scripture-study engine: complete-or-fail concordance over Greek NT, Hebrew OT, LXX

A

Archangel Agency MCP

Jthora

Universal Language briefings, FusionGirl context JSONs, service catalog, agent info. x402-enabled

C

crossref-mcp

jtl-neo

MCP server wrapping the Crossref REST API for scholarly metadata

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mcp-ephemeris

kairosastro-sketch

NASA-validated computed planetary positions for your AI: 19 astrology tools, never hallucinated

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Kaishi MCP Server

taiki-kuraishi

Kaishi professional university non-official MCP server

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mcp-google-forms

KamaruSama

19 tools for Google Forms: create quizzes, add questions, set answer keys, read responses

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Karakalpak Dict Mcp

uz-itlife

Karakalpak-Russian dictionary MCP server — 60K words

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VidNotes

Karniej

Video transcripts, summaries, chapters, study notes, and comparisons for AI agents

C

cybersim-pro

kayembahamid

Cybersecurity training, simulation, and incident response MCP server

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Passage Data — cited environmental limits

kedu21-beep

Cited US, Canadian, EU limits (discharge, drinking water, soil, air); species status; DwC archives