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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
30122.557umutckem-isparta-uni-obsmcp · otherIntegrates with Isparta University's student information system using web scraping to retrieve course schedules, grades, transcripts, and academic…1 starNo one-command install · Source
30122.557mcpdeepresearchmcp · back-endAn MCP server that enables academic research by searching Google Scholar, fetching paper content, and converting web pages to clean Markdown.1 starNo one-command install · Source
30122.557ezynda3-ankimcp · searchIntegrates with Anki flashcard management through AnkiConnect addon to create, search, and organize flashcards and decks with media attachment support…1 starNo one-command install · Source
30122.557chapel-supportmcp · otherEnables AI assistants to work with Chapel code, including compiling, linting, and accessing educational primers.1 starNo one-command install · Source
30122.557canvas-lmsmcp · back-endIntegrates with Canvas LMS to enable course management, student data analysis, and administrative task automation through a TypeScript-based API…1 starNo one-command install · Source
30122.557classroomscribemcp · ai-agentsIntegrates Google Classroom with LLMs and AI agents via MCP. Enables listing courses, assignments, announcements, and generating prioritized TODO…1 starNo commit datelisted No one-command install · Source
30122.557gh-c2mv96-letxipu-searchmcp · searchAcademic research engine with 26 sources, PDF analysis, and bilingual Spanish/English support.1 starNo commit datelisted No one-command install · Source
308Unrankededucation-feeds-mcp-servermcp · back-endEnables users to discover, read, and fetch curated educational RSS/Atom feeds with filtering capabilities.No signals yetNo one-command install · Source
309Unrankedpipeworx-io-doajmcp · searchSearch the Directory of Open Access Journals for peer-reviewed open-access scholarly journals and articles across all academic disciplines.No signals yetNo one-command install · Source
310Unrankeddata-centrevaldeloiremcp · searchEnables AI agents to search, query, and explore datasets from the Centre-Val de Loire Open Data portal, covering regional services, transport…No signals yetNo one-command install · Source
311Unrankedmcp-college-scorecardmcp · back-endCollege Scorecard MCP — US Department of Education College Scorecard APINo signals yetNo one-command install · Source
312Unrankedcanvas-parent-mcpmcp · authMCP server for Canvas LMS enabling parent observers and students to access courses, assignments, grades, and more. Supports multiple authentication…No signals yetNo one-command install · Source
313Unrankedpipeworx-io-hal-frmcp · otherQueries HAL, France's national open archive for academic publications.No signals yetNo one-command install · Source
314Unrankedwho-will-notify-mcpmcp · back-endMCP server that aggregates department notices and provides structured answers to queries about courses, schedules, and academic dates via tool…No signals yetNo one-command install · Source
315Unrankedgraffiticodemcp · otherConnects AI assistants to Graffiticode's catalog of domain-specific language tools for creating assessments, spreadsheets, and flashcards.No signals yetNo one-command install · Source
316Unrankedcanvas-scholar-mcpmcp · otherEnables students to ask an AI assistant about their Canvas LMS data, including assignments, grades, missing submissions, discussions, and upcoming…No signals yetNo one-command install · Source
317Unrankedzh-education-mcpmcp · back-endMCP server for education statistics of the Canton and City of Zurich (BISTA), providing tools to query pupil numbers, school district trends…No signals yetNo one-command install · Source
318Unrankedmoltline-mcpmcp · back-endZero-dependency stdio bridge to Moltline Studio's fleet of 14 hosted MCP servers covering code review, time operations, data transforms, business ops…No signals yetNo one-command install · Source
319Unrankedyoutube-mcp-toolsmcp · back-endEvidence-first YouTube research server enabling search, transcript citation, video analysis, flashcards, and collateral generation for MCP hosts and…No signals yetNo one-command install · Source
320Unrankedknowledgeradarmcp · ai-agentsAn MCP server that gives agents a unified search and perception layer across web search, Bilibili, Xiaohongshu, Zhihu, YouTube, academic metadata…No signals yetNo one-command install · Source
321Unrankedconference-partner-mcp-servermcp · back-endServes academic conference and journal data via MCP and REST, including CFP deadlines, CCF/CORE/QUALIS rankings, acceptance rates, journal impact…No signals yetNo one-command install · Source
322Unrankedjaipuria-moodle-reports-mcpmcp · observabilityEnables faculty to query student performance reports, cohort analytics, and report accuracy from Jaipuria student data using natural language, with…No signals yetNo one-command install · Source
323Unrankedcanvas-mcp-litemcp · otherEnables AI assistants to act as teaching assistants for Canvas LMS, allowing them to browse courses, read student submissions (including PDF/DOCX)…No signals yetNo one-command install · Source
324Unrankedkorean-special-education-curriculum-mcpmcp · back-endRead-only MCP server for searching and retrieving the 2022 revised Korean special education curriculum for middle and high schools, with official…No signals yetNo one-command install · Source
325Unrankedcsoai-org-citation-finder-ai-mcpmcp · otherTools for finding and formatting academic citations and bibliographic references.No signals yetNo one-command install · Source
326Unrankedminddory-mcp-servermcp · back-endConnects AI assistants like Claude to MindDory to automatically capture new vocabulary and grammar mistakes into spaced-repetition flashcards during…No signals yetNo one-command install · Source
327Unrankedcollege-ai-assistantmcp · searchProvides MCP tools for searching student profiles, viewing marks/attendance, and finding low-attendance students. Enables AI assistants like Gemini to…No signals yetNo one-command install · Source
328Unrankedmcp-french-school-mapmcp · otherEnables discovery and summarization of French education data, including school directories, geocoded establishments, IPS, Parcoursup, and exam…No signals yetNo one-command install · Source
329Unrankedacornonaut-mcpmcp · searchAI-powered YouTube playlist to flashcards with spaced repetition (SM-2 algorithm). 18 tools for playlist management, semantic search, and Anki export.No signals yetNo one-command install · Source
330Unrankedmcp-semanticscholarmcp · searchEnables AI agents to query the Semantic Scholar Academic Graph for scholarly paper data, supporting tools for search, retrieval, and analysis.No signals yetNo one-command install · Source
331Unrankedmcp-orcidmcp · searchEnables querying ORCID public records, including profiles, publications, employment, education, and search, through natural language or direct tool…No signals yetNo one-command install · Source
332Unrankedmcp-harrypottermcp · back-endEnables querying Harry Potter data including students, staff, and spells from the Harry Potter API via direct tools or natural language through…No signals yetNo one-command install · Source
333Unrankedmcp-data-connecticutmcp · back-endEnables querying and searching Connecticut Open Data via Socrata SoQL API, allowing AI agents to access state agency, public health, education, and…No signals yetNo one-command install · Source
334Unrankedpipeworx-io-crossrefmcp · back-endAcademic paper metadata and DOI lookups via the Crossref REST API, covering 130M+ scholarly records.No signals yetNo one-command install · Source
335Unrankedpipeworx-arxivmcp · github-vcsAccess academic preprint research papers from arXiv's open-access repository.No signals yetNo one-command install · Source
336Unrankededu-db-readonly-mcpmcp · databaseEnables LLM agents to safely query educational administration databases through read-only MCP tools, enforcing SQL whitelisting, automatic LIMIT caps…No signals yetNo one-command install · Source
337Unrankedcollegia-mcpmcp · ai-agentsEnables teachers to use AI agents for lesson preparation, grading, and administrative tasks through tools for class averages, school resources, and…No signals yetNo one-command install · Source
338Unrankedstrudelmcpmcp · ai-agentsEducational MCP server that teaches AI agents to compose music using Strudel syntax through structured lessons, curated examples, and guided…No signals yetNo one-command install · Source
339Unrankedvocabit-mcpmcp · otherEnables an AI assistant to publish flashcard study sets directly into the Vocabit app and then read back detailed learner results, including weak and…No signals yetNo one-command install · Source
340Unrankedlakebrasil-mcpmcp · back-endEnables agents to query 153 live Brazilian government data tools across federal and state sources, including economy, legislature, judiciary…No signals yetNo one-command install · Source
341Unrankedcampusintel-mcpmcp · otherEnables AI assistants to discover and explore university research, researchers, academic programs, and institutional data from OpenAlex and the U.S…No signals yetNo one-command install · Source
342Unrankedanki-model-context-protocol-mcp-servermcp · back-endEnables AI assistants to directly manage Anki flashcards, decks, notetypes, tags, and media, with support for batch operations, searches, and deck…No signals yetNo one-command install · Source
343Unrankedresult-analyzer-mcpmcp · back-endMCP server for querying, validating, and analyzing student result data from a local database.No signals yetNo one-command install · Source
344Unrankedcollege-tools-mcpmcp · databaseProvides structured MCP tools for querying college database records, including student profiles, course details, enrollments, faculty teaching…No signals yetNo one-command install · Source
345Unrankedstudent-management-mcp-prototypemcp · otherProvides simulated tools for querying student profiles, filtering attention lists, writing follow-up records, and generating class dashboards…No signals yetNo one-command install · Source
346Unrankedclassroom-mcpmcp · devopsEnables AI assistants to directly operate Google Classroom, including checking submissions, listing students, and creating assignments and…No signals yetNo one-command install · Source
347Unrankedmcp-deadbugz-simulatormcp · authSimulates the Deadbugz MCP supply-chain attack for educational and research purposes, demonstrating a 3-call gate evasion where tool descriptions…No signals yetNo one-command install · Source
348Unrankedwos-cnki-mcp-servermcp · authEnables AI agents to search and retrieve academic literature from Web of Science and CNKI, with support for institutional login/SSO. Can be deployed…No signals yetNo one-command install · Source
349Unrankeddutic-mcpmcp · ai-agentsMCP server for the DUTIC virtual classroom (Moodle) at UNSA. Allows viewing tasks (including hidden ones), courses, resources, and downloading files…No signals yetNo one-command install · Source
350Unrankedopenedu-mcp-servermcp · back-endMCP server that provides educational resources and curriculum planning by integrating Open Library, Wikipedia, Dictionary, and arXiv APIs with…No signals yetNo one-command install · Source
351Unrankedwikicfp-mcpmcp · back-endRead-only MCP server for WikiCFP that enables searching academic conferences, browsing categories, and retrieving call-for-papers details.No signals yetNo one-command install · Source
352Unrankedschoolbridgemcp · observabilityConnects Canvas LMS (and other school platforms) to AI agents, enabling them to monitor assignments, grades, announcements, and changes, then rank…No signals yetNo one-command install · Source
353Unrankedoverleaf-paper-mcpmcp · back-endMCP server for managing academic LaTeX projects in Overleaf: create projects, transfer files, compile documents, inspect compiler output, and download…No signals yetNo one-command install · Source
354Unrankedai-student-developer-assistantmcp · back-endThis MCP server integrates GitHub issues, academic deadlines (LMS), and a personal task tracker to help AI assistants answer questions like 'What…No signals yetNo one-command install · Source
355Unrankedlabbenchmcp · devopsEnables Claude Code to browse coursework, manage user workspaces, run sandboxed tests, post hints, and assign new projects in LabBench.No signals yetNo one-command install · Source
356Unrankedcnki-searchmcp · ai-agentsMCP server for searching Chinese academic literature from CNKI Space, returning metadata such as title, authors, year, and links, and retrieving…No signals yetNo one-command install · Source
357Unrankedmemora-mcpmcp · ai-agentsAn interactive flashcard MCP App for Claude Desktop. Claude generates flashcards from your request or the conversation and renders them as an inline…No signals yetNo one-command install · Source
358Unrankedcrossref-mcpmcp · back-endEnables retrieval of academic literature metadata via DOI or search using the Crossref REST API.No signals yetNo one-command install · Source
359Unrankedn-vel-socioecon-mico-e-renda-estimadamcp · ai-agentsEnables AI agents to estimate a Brazilian individual's socioeconomic level and income from their CPF, based on income, occupation, and education…No signals yetNo one-command install · Source
360Unrankedmaterials-project-mcp-from-scratchmcp · back-endAn educational MCP server that wraps the Materials Project API, exposing tools to search chemical systems, get material summaries, find semiconductors…No signals yetNo one-command install · Source
361Unrankedstepik-courses-mcpmcp · back-endRead-only MCP server that retrieves educational context from started Stepik courses, offering tools to list courses, explore structure, fetch text…No signals yetNo one-command install · Source
362Unrankedncert-mcpmcp · searchAn MCP server that turns the entire NCERT/CBSE curriculum into queryable infrastructure, enabling semantic search, RAG explanations, question…No signals yetNo one-command install · Source
363Unrankeduniversity-course-catalog-mcp-server-2mcp · ai-agentsMCP server exposing a university course catalog with tools for searching courses, looking up prerequisites and instructors, and generating…No signals yetNo one-command install · Source
364Unrankedstu-management-mcpmcp · observabilityLocal stdio MCP server that provides tools for calculating averages, evaluating scores into grades, and retrieving student names by student ID. It…No signals yetNo one-command install · Source
365Unrankedomnisearch-mcpmcp · searchEnables LLM agents to search academic literature across multiple sources (IEEE, arXiv, ACM, Semantic Scholar, CORE, Scite, Consensus) and index/search…No signals yetNo one-command install · Source
366Unrankedk12-lesson-toolkit-standards-servermcp · front-endMCP standards server that grounds K-12 lesson plans by providing tools to look up standards, progressions, curriculum, misconceptions, and learning…No signals yetNo one-command install · Source
367Unrankedpriya-gautam-mcp-servermcp · back-endExposes Priya Gautam's professional profile (skills, projects, experience, education) via MCP tools and dynamic context retrieval.No signals yetNo one-command install · Source
368Unrankedresult-analyzer-mcp-2mcp · back-endMCP server for querying student information, validating result data, and analyzing student results from a local database.No signals yetNo one-command install · Source
369Unrankedteacher-mcpmcp · back-endMCP server that authenticates as a teacher and provides tools for question management and lecture recording on the RuoYi platform.No signals yetNo one-command install · Source
370Unrankedcookie-jar-mcpmcp · back-endA playful, educational MCP server with tools like dice rolling, a cookie jar, and secret codes, built to teach the Model Context Protocol to…No signals yetNo one-command install · Source
371Unrankedacademic-research-intelligence-mcpmcp · searchEnables AI agents to search academic papers, analyze citations and authors, track trending research, and find semantically related work using free…No signals yetNo one-command install · Source
372Unrankedstudyos-mcp-servermcp · back-endEnables Claude Web to import batches of educational problems into the StudyOS Problem Bank via the StudyOS Import API, with automatic retries and…No signals yetNo one-command install · Source
373Unrankeddami-robot-mcp-servermcp · back-endConnects to Moodle API to enable a voice robot to query student information such as attendance, homework, and scores, using read-only tools.No signals yetNo one-command install · Source
374Unrankedjapanese-learning-memorymcp · ai-agentsA local MCP server that helps you maintain a personal Japanese learning knowledge base, including vocabulary, confusion relations, mistakes, and…No signals yetNo one-command install · Source
375Unrankedai-school-mcpmcp · searchEnables MCP clients to search and read the free AI School curriculum, including 550+ tracks on AI engineering, governance, security, and applied AI by…No signals yetNo one-command install · Source
376Unrankedklh-campus-assistantmcp · searchAn MCP server for KLH University Hyderabad that provides tools for CGPA calculation, schedule conflict checking, study group and course search, club…No signals yetNo one-command install · Source
377Unrankedknu-mcpmcp · back-endUnofficial MCP server for Kangwon National University that provides academic calendar, cafeteria menus, notices, shuttle bus and city bus arrival…No signals yetNo one-command install · Source
378Unrankedmcp-server-collageaimcp · back-endProvides tools for querying student academic data such as subjects, marks, performance reports, timetable, exams, fees, events, holidays, and…No signals yetNo one-command install · Source
379Unrankedpddikti-mcp-servermcp · back-endEnables AI assistants to search and retrieve data from Indonesia's higher education database (PDDIKTI), including universities, lecturers, study…No signals yetNo one-command install · Source
380Unrankedflashlearn-mcpmcp · back-endAn MCP server for the FlashLearnAI public API that enables AI-powered flashcard deck generation, browsing sets, SM-2 spaced-repetition study sessions…No signals yetNo one-command install · Source
381Unrankedtcc-mcpmcp · back-endMCP server for academic writing and review of Brazilian undergraduate theses (TCC) following ABNT standards. Enables article search, PDF reading…No signals yetNo one-command install · Source
382Unrankedstudent-mcp-servermcp · back-endEnables an AI assistant to help students by providing tools for math calculations, attendance tracking, marks analysis, reading PDF notes, searching…No signals yetNo one-command install · Source
383Unrankedtoddle-timetable-mcp-servermcp · back-endMCP server that lets Claude look up a student's daily class schedule. It includes a built-in mock timetable and uses Streamable HTTP transport…No signals yetNo one-command install · Source
384Unranked0pvalencia-academic-linter-mcpmcp · back-endMCP server that lints academic documents (APA/structure) from Google Docs JSON, offering tools to check structure, compact headings, and find…No signals yetNo one-command install · Source
385Unrankedacademic-assistantmcp · github-vcsMCP server that integrates GitHub, Brightspace, Outlook, and local files, enabling natural language queries for assignments, grades, emails, calendar…No signals yetNo one-command install · Source
386Unrankedmcp-lab-workshop-servermcp · back-endEnables real-time control of an interactive dashboard through MCP tools, allowing toggling features, updating stats, setting messages, and simulating…No signals yetNo one-command install · Source
387Unrankedmcp-lab-workshop-server-2mcp · back-endAn educational MCP server that controls a live dashboard on Cloudflare Workers, enabling real-time toggling of features, updating stats, and setting…No signals yetNo one-command install · Source
388Unrankedosiris-mcp-servermcp · back-endExposes Dutch university Osiris course catalogs as MCP tools, enabling search, retrieval, and exploration of course information across multiple…No signals yetNo one-command install · Source
389Unrankedcogniledger-makurimcp · otherAI tutoring platform for immigrant children with EU-compliant privacy protections.No signals yetNo one-command install · Source
390Unrankedcmucourses-connectormcp · otherRemote MCP connector providing live, structured access to CMU Courses public data including courses, prerequisites, schedules, instructors, gen-eds…No signals yetNo one-command install · Source
391Unrankedpaperpilotmcp · otherEnables to turn a research folder into a submission-ready academic paper, with stages for screening, venue selection, drafting, humanization, and…No signals yetNo one-command install · Source
392Unrankedkirundi-brain-mcpmcp · ai-agentsA FastMCP server that serves as a local-first Kirundi study coach, with tools to manage lesson files, track learner profiles, and provide grounded…No signals yetNo one-command install · Source
393Unrankedunsw-mcpmcp · back-endMCP server for UNSW students to read Moodle, Ed, and official course outlines, including courses, assignments, grades, forums, and AI use policies…No signals yetNo one-command install · Source
394Unrankedjournal-search-mcpmcp · searchMCP server for searching and verifying academic journal PDFs. It uses Tavily search and Gemini Flash Lite to analyze PDF content and return structured…No signals yetNo one-command install · Source
395Unrankedmcp-stateless-examplesmcp · back-endEducational MCP server demonstrating the 2026-07-28 stateless protocol with raw Starlette, no SDK, featuring tools, request state handles, MRTR…No signals yetNo one-command install · Source
396Unrankedurban-edc-mcpmcp · back-endFederated MCP server that routes K-12 education data requests to public sources like Urban Institute, EDC/Zelma, NAEP, and MA E2C, handling…No signals yetNo one-command install · Source
397Unrankednexla-ai-agentmcp · ai-agentsEnables natural language question answering over academic PDFs with grounded answers, exact source attribution, and explicit uncertainty handling.No signals yetNo one-command install · Source
398Unrankedchosun-mcpmcp · back-endMCP server for querying Chosun University portal, CLC/e-Class, and OJ systems, providing tools to access academic information, timetables, notices…No signals yetNo one-command install · Source
399Unrankedupv-mcpmcp · back-endA local MCP server that exposes your UPV academic calendar and PoliformaT data to MCP clients, enabling natural language queries for classes…No signals yetNo one-command install · Source
400Unrankedmcp-acad-micomcp · otherAssists in writing academic papers by extracting, organizing, and referencing scientific PDFs with ABNT formatting.No signals yetNo one-command install · Source

Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.

Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.

Leaderboard · Armory