io.github.mims-harvard/tooluniverse
1000+ scientific tools for AI scientists: life science, reserach, literature, and more.
652 servers in this category
MCPpedia tracks 652 education MCP servers. 122 of them score at least 50 out of 100, and 68 clear 70 — about 10% of what has been published in this space. The remaining 530 are thinner: registry entries with no description, no published tool schema, or no commit in the last year. They are all still listed here, because knowing a server exists and is unmaintained is worth as much as knowing a good one exists.
io.github.mims-harvard/tooluniverse leads the list at 96/100. Arxiv MCP Server (95) and Auto Claude Code Research In Sleep (92) follow. Every score is the same five weighted inputs: security (CVE scanning, tool-poisoning detection, and whether the server authenticates at all), maintenance (commit recency, release cadence, and download trend), documentation, client compatibility, and token efficiency — how much of your context window the tool definitions consume before you have asked anything.
4 of these servers are published by the vendor behind the underlying API rather than by a third party, which is usually the difference between an integration that tracks upstream changes and one that quietly stops working. None currently carry an open CVE, though that is a snapshot — advisories are re-scanned daily.
Also see: Best Education MCP servers, Productivity, Developer Tools, Data, Finance
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1000+ scientific tools for AI scientists: life science, reserach, literature, and more.
A Model Context Protocol server for searching and analyzing arXiv papers
ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works with Claude Code, Codex, OpenClaw, or any LLM agent.
Daofy for Delphi — MCP Server that compiles Delphi projects and queries knowledge base for AI assistants.
Local-first memory for AI coding agents. Memory + CodeGraph + Wiki in one SQLite file.
Multi-provider research MCP server: unified web search, fact-checking, personal knowledge base.
Brewing knowledge MCP — beer styles, ingredients, off-flavours, water chemistry, recipes
Search open-source research papers across arXiv, OpenAlex, Crossref, PubMed, Semantic Scholar.
MCP server for Altmetric APIs - track research attention across news, policy, social media, and more
MCP server for fetch deepwiki.com and turn content into LLM readable markdown
Search the Wikibooks Cookbook, read a recipe and rescale it to any number of servings.
Zotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model Context Protocol to discuss papers, get summaries, analyze citations, and more.
Canvas LMS integration for students and educators with FERPA-compliant analytics and workflows
Generate academic citations from DOI, arXiv, titles, or URLs in BibTeX, APA, MLA formats.
A MCP for searching and downloading academic papers from multiple sources like arXiv, PubMed, bioRxiv, etc.
MCP server for NotebookLM - Let your AI agents (Claude Code, Codex) research documentation directly with grounded, citation-backed answers from Gemini. Persistent auth, library management, cross-client sharing. Zero hallucinations, just your knowledge base.
Educational dermatology knowledge and lesion tooling. No credentials needed. Not a medical device.
Astronomical catalog data and observing session planner. 13,000+ objects from OpenNGC.
203 RF & electronics calculators + 14 simulation tools for AI agents.
mcdev MCP: wiki search, .mcdevrc help, journey checklists, metadata types via mcdev.