Odel

Science & research

Academic papers, scientific computing, and data on the earth, the climate, space and the weather.

1,875 servers1,102 publishers10 tags

All of Science & research

By GitHub stars, at most two per publisherRemoteLocal
MCP server: One MCP server.
live ChemDraw
@maleitch · External

Connects AI assistants to a live ChemDraw window on Windows via COM automation.

3% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from a package registry.Free to use.
MCP server: One MCP server.
VahtianRun by its publisher: served from their own domain, namespace checked by the registry.
@heidihelena · External

Freeze a corpus, check it for drift, keep a hash-chained audit ledger. Local-first, stdlib-only.

5% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Circuitarium MCP
@craftiee · External

MCP tools for CRUMB artifacts and Logisim-evolution analysis and non-interactive simulation.

3% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
NeuroRun by its publisher: served from their own domain, namespace checked by the registry.
@aimplifier · External

MCP for NeuroAgents assisting clinicians: MNE processing, EHR store, NeuroII visualization.

4% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
GeoSphere Austria Weather
@slettmayer · External

High-resolution GeoSphere Austria weather, storms and air quality. Austria and the Alps only.

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Qnexus
@blite-hq · External

MCP server for Quantinuum Nexus, wrapping the qnexus SDK. Not affiliated with Quantinuum.

5% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Citeguard
@xiaweiyi713 · External

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

5% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Orbit Sentinel — Space Regulatory Filings
@viventine-space · External

Search 950K+ space regulatory filings from FCC, ITU, UNOOSA, FAA-AST: entities, spectrum, dossiers.

6% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from Docker.Free to use.
MCP server: One MCP server.
Neosyn FPGA
@neosyn · External

AI-agent MCP server for FPGA design: compile, validate & generate Verilog from C⏚ HDL.

5% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
VMD Hydrate
@wjgoarxiv · External

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

4% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Electronics MCP Servers
@wedsamuel1230 · External

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

4% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
VesselAPIRun by its publisher: served from their own domain, namespace checked by the registry.
@vessel-api · External

MCP server for the VesselAPI — maritime vessel tracking, port events, emissions, and navigation data

4% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Deprecated by the publisher: No longer maintained. Version 2 is the current release. It removes the tools for vessel ownership, classification, inspections and NAVTEX messages, which the API retired on 10 August 2026. See the changelog before upgrading.Free to use.
MCP server: One MCP server.
Floodwise
@qinisolabs · External

England flood-risk by postcode for AI agents — verified Environment Agency data, not guesses.

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Shouldigo SurfRun by its publisher: served from their own domain, namespace checked by the registry.
@orlench · External

MCP server for Should I Go? — real-time surf conditions for 73+ beaches worldwide

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
ROOT MCP Server
@omazapa · External

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

5% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from Docker.Free to use.
MCP server: One MCP server.
ResearchTwin
@martinfrasch · External

Federated research discovery with S-Index metrics across a network of digital twins.

5% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
ETH Library
@malkreide · External

ETH Library Discovery API

6% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
SHEARLINE
@lostnumber07 · External

Analyst-grade US severe weather: warnings, SPC outlooks, RAP environment, MRMS, GLM lightning

4% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
NASA images
@kaitoy · External

MCP server with UI for NASA images

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Energyatit
@kasathur · External

Connect AI agents to energy infrastructure. Dispatch, attest carbon, read meters.

5% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
SageMath
@justice8096 · External

MCP server wrapping SageMath's full computer algebra system — 10 symbolic-math tools for LLMs.

4% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
AEMET
@jocarrd · External

MCP server for AEMET: Spain's official forecasts, warnings, observations and climate data.

4% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Code of PaperRun by its publisher: served from their own domain, namespace checked by the registry.
@isagelswann · External

Find GitHub implementations of arXiv research papers — paper lookup, ranked code, search.

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Cruncher
@islobodan · External

Scientific calculator MCP server with 43 tools: arithmetic, trig, stats, unit conversion.

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.

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