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NeVibeCode · 252 items

MCP servers for Science and research

MCP servers for Science and research: what each one does, an install command and example prompts.

endnote-mcp gokmengokhan MCP server Gives your agent an EndNote library it can query: record lookup, page-level PDF reading, citations and bibliographies. The index stays on your disk. CX Codex +1 ★ 56repo stars OpenSTAAD MCP Server BentleySystems MCP server Connects AI assistants to active Bentley STAAD.Pro models via the OpenSTAAD API. Automates load definition and member property assignments locally. CX Codex +1 ★ 53repo stars scopus-mcp qwe4559999 MCP server An MCP server that plugs the Elsevier Scopus API into your assistant, so it can search papers, pull abstracts and look up authors. CX Codex +1 ★ 47repo stars foehn kayhendriksen MCP server foehn lets an AI agent query Switzerland’s open weather data from MeteoSwiss. Use it to ask about station readings, forecasts, or radar data in chat. CX Codex +1 ★ 45repo stars ChatSpatial cafferychen777 MCP server ChatSpatial lets an MCP client run spatial transcriptomics analyses through schema-defined tools. Use it to explore spatial data without asking a model to invent analysis scripts. CX Codex +1 ★ 45repo stars mcp-server-zotero-dev introfini MCP server Wires your AI assistant into a running Zotero 7+ so it can run JS, inspect the UI, read logs and rebuild the plugin you are working on. CX Codex +1 ★ 40repo stars galaxy-mcp galaxyproject MCP server Links AI clients with the Galaxy bioinformatics platform. Run analysis tools, manage histories, and track complex scientific pipelines right from the chat. CX Codex +1 ★ 39repo stars osint-agent-skills frangelbarrera MCP server Turns your coding agent into an OSINT analyst with methodologies, pivot playbooks and report templates. Useful when you need cited findings instead of confident prose. CX Codex +1 ★ 43repo stars MCP Zotero Xevos117 MCP server Connects an AI agent to a Zotero library for source searches, DOI-based paper additions, and PDF work. It also provides tools for adding citations to Word documents. CX Codex +1 ★ 38repo stars AIRAS airas-org MCP server Automates machine learning workflows from academic paper review to final publication. Pre-registers hypotheses in Git and validates numerical metrics via CI. CX Codex +1 ★ 38repo stars DeepPVMapper gabrielkasmi MCP server Exposes an open registry of over 1.14M rooftop solar detections across France to your AI assistant. It allows querying solar capacity and orientation with natural language. CX Codex +1 ★ 37repo stars prismAId MCP open-and-sustainable MCP server Drives protocol-driven literature reviews with generative models. Handles paper screening, format conversion, and PRISMA 2020 protocol validation. CX Codex +1 ★ 31repo stars Hyades apology-is-policy MCP server Converts LaTeX equations into multi-line Unicode text art or ASCII. Useful for terminal windows and source code comments. CX Codex +1 ★ 30repo stars Arcmira: YouTube Transcript Search arcmira MCP server Search YouTube and podcast transcripts for quotes, mentions, sponsors, ad reads, and speaker appearances. Useful when an agent needs sourced media research. CX Codex +1 ★ 76repo stars PubMed Search u9401066 MCP server An MCP server that connects your agent to PubMed, Europe PMC, OpenAlex and CORE: article search, citations, full texts and figure captions. CX Codex +1 ★ 28repo stars fulltext-article-downloader computron MCP server Pulls a paper's full text from a DOI, arXiv, PMC or OpenReview id and confirms the returned file is the one you asked for. Use it when an agent needs the article itself, not its abstract. CX Codex +1 ★ 28repo stars NetLogo MCP Razee4315 MCP server This MCP server lets an AI create, run, and inspect NetLogo agent-based models in conversation. Use it for simulations and parameter experiments. CX Codex +1 ★ 27repo stars WebSearch MCP Server daidaiJ MCP server Runs multi-engine internet and academic searches without any API keys. Parses PDF files and safely retrieves external web pages for the agent. CX Codex +1 ★ 26repo stars Multisim MCP yxy050208 MCP server Lets an AI agent drive Multisim: build a circuit from a spec, run DC/AC/TRAN, and get a report with waveforms. CX Codex +1 ★ 26repo stars ChemDraw MCP (unofficial) jurimaxam-dotcom MCP server Turns molecule names and SMILES into 2D structures, reaction schemes, and comparisons. Rendering runs locally with RDKit. CX Codex +1 ★ 24repo stars blender-optics-simulator emircbngl MCP server Connects a Blender optical bench simulation to coding agents over MCP. Useful for automated beam tracing, mirror alignment, and hardware layout. CX Codex +1 ★ 24repo stars Semantic Scholar MCP Server smaniches MCP server Connects AI assistants to 200M+ academic papers on Semantic Scholar. It searches literature, traces citation networks, and pulls author details directly inside your coding client. CX Codex +1 ★ 23repo stars PyreCrawl SanggonBoy MCP server A self-hosted MCP server that turns web pages into markdown for your agent, gets past Cloudflare and tracks page changes. No API keys involved. CX Codex +1 ★ 22repo stars Books & Papers MCP Server jmrplens MCP server Federates searches across scholarly databases and catalogs, generates formatted citations, and reads chapters. Useful for literature reviews directly inside your AI client. CX Codex +1 ★ 24repo stars Jaxonomy — hybrid dynamical systems on JAX machinavitalis MCP server Jaxonomy runs differentiable simulations of hybrid dynamical systems on JAX. It helps engineers design control loops and optimize trajectories through differential equations. CX Codex +1 ★ 21repo stars ENCODE Toolkit ammawla MCP server Twenty tools and 47 skills over the ENCODE Project: find experiments, pull data, run analysis pipelines and cross-reference other genomics databases. CX Codex +1 ★ 22repo stars criterion BalajSaleem MCP server A hosted MCP server that answers natural-language questions over 6,236 Quran verses and hadith from six collections. Every hit comes with a source link. CX Codex +1 ★ 20repo stars Dense Evolution tatopenn-cell MCP server Runs quantum circuit simulations, VQE routines, and molecular Hamiltonians through agent tooling. It handles circuits up to 28 qubits with disk-spill memory fallbacks. CX Codex +1 ★ 19repo stars AEGIS Academic Integrity Checker sunilgentyala MCP server Checks papers for citation issues, copied text, AI-generated writing and venue rules. It is useful when documents must stay on your machine. CX Codex +1 ★ 19repo stars opentargets nickzren MCP server Query Open Targets for targets, diseases, drugs, and supporting evidence from an AI coding client. Useful for investigating gene-disease links or possible drug repurposing. CX Codex +1 ★ 19repo stars wet n24q02m MCP server Gives agents web search through SearXNG, multi-step page extraction, and version-aware library documentation search. CX Codex +1 ★ 20repo stars viznoir kimimgo MCP server Lets an AI agent drive VTK's rendering pipeline headlessly: read simulation files, apply filters, render images and export animations. CX Codex +1 ★ 19repo stars rosetta-mcp-server Arielbs MCP server An MCP server that lets your coding assistant run RosettaScripts protocols, score protein structures, and map code between PyRosetta and Biotite. CX Codex +1 ★ 19repo stars GeoSpark Maz2580 MCP server GeoSpark gives coding agents tools for geospatial calculations and data checks. Use it when a map-related answer needs computed results rather than a model’s guess. CX Codex +1 ★ 20repo stars Sidereon neilberkman MCP server An MCP server for GNSS positioning, orbit work, and astrodynamics. Use it for satellite passes, RINEX-based solves, and orbital analysis. CX Codex +1 ★ 18repo stars FAOSTAT MCP berba-q MCP server Connects AI coding agents to UN agricultural statistics for 245 countries. It lets you retrieve crop, trade, food security, and emissions metrics via chat. CX Codex +1 ★ 18repo stars SageMath XBP-Europe MCP server An MCP server that gives your agent a sandboxed SageMath session which keeps state between calls, with 40 tools and a checker for claimed results. CX Codex +1 ★ 18repo stars ETABS MCP Moha2005269 MCP server Wires an agent into CSI ETABS v22+ so it can build a model, assign loads, run analysis and read results through the official API. CX Codex +1 ★ 19repo stars Qiskit MCP Server Qiskit MCP server An MCP server for inspecting and transpiling quantum circuits with Qiskit. Use it when circuits must be adapted to a target basis or topology. CX Codex +1 ★ 41repo stars Qiskit IBM Transpiler MCP Server Qiskit MCP server An MCP server that hands your coding agent the Qiskit IBM transpiler: routing and AI synthesis passes for IBM Quantum backends. Useful when circuits must run on actual hardware. CX Codex +1 ★ 41repo stars

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