Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 22.557 | shuck-convertmcp · back-end | An MCP server for converting between document formats (DOCX/PDF to Markdown and Markdown to DOCX) with academic styling support. | 1 star | No one-command install · Source | |
| 101 | 22.557 | cyntrica-gov-datamcp · back-endalso listed as gov-data-mcp | Provides access to 114 government data APIs with 562 tools covering federal, state, and international data across economics, health, education… | 1 star | No one-command install · Source | |
| 101 | 22.557 | handshake-mcp-servermcp · back-end | Enables AI assistants to connect to Handshake to search jobs, browse employers, explore events, and pull student or employer profiles. | 1 star | No one-command install · Source | |
| 101 | 22.557 | knowledge-graph-mcp-servermcp · back-end | An MCP server for tracking student learning via a knowledge graph, with spaced repetition scheduling and intelligent queries to identify gaps… | 1 star | No one-command install · Source | |
| 101 | 22.557 | meducate-mcpmcp · back-end | A self-aware, AI-powered MCP server that acts as a personal medical education assistant for African students, understanding natural language and… | 1 star | No one-command install · Source | |
| 101 | 22.557 | navmcpmcp · back-end | A browser automation MCP server that enables web page interaction, content extraction, and academic search via Selenium and FastMCP. | 1 star | No one-command install · Source | |
| 101 | 22.557 | isparta-uni-obs-mcp-servermcp · back-end | Enables students to securely access and manage their academic data from Isparta University's OBS system, including grades, transcripts, announcements… | 1 star | No one-command install · Source | |
| 101 | 22.557 | mcpdeepresearchmcp · back-end | An MCP server that enables academic research by searching Google Scholar, fetching paper content, and converting web pages to clean Markdown. | 1 star | No one-command install · Source | |
| 101 | 22.557 | canvas-lmsmcp · back-end | Integrates with Canvas LMS to enable course management, student data analysis, and administrative task automation through a TypeScript-based API… | 1 star | No one-command install · Source | |
| 111 | Unranked | education-feeds-mcp-servermcp · back-end | Enables users to discover, read, and fetch curated educational RSS/Atom feeds with filtering capabilities. | No signals yet | No one-command install · Source | |
| 112 | Unranked | mcp-college-scorecardmcp · back-end | College Scorecard MCP — US Department of Education College Scorecard API | No signals yet | No one-command install · Source | |
| 113 | Unranked | who-will-notify-mcpmcp · back-end | MCP server that aggregates department notices and provides structured answers to queries about courses, schedules, and academic dates via tool… | No signals yet | No one-command install · Source | |
| 114 | Unranked | zh-education-mcpmcp · back-end | MCP server for education statistics of the Canton and City of Zurich (BISTA), providing tools to query pupil numbers, school district trends… | No signals yet | No one-command install · Source | |
| 115 | Unranked | moltline-mcpmcp · back-end | Zero-dependency stdio bridge to Moltline Studio's fleet of 14 hosted MCP servers covering code review, time operations, data transforms, business ops… | No signals yet | No one-command install · Source | |
| 116 | Unranked | youtube-mcp-toolsmcp · back-end | Evidence-first YouTube research server enabling search, transcript citation, video analysis, flashcards, and collateral generation for MCP hosts and… | No signals yet | No one-command install · Source | |
| 117 | Unranked | conference-partner-mcp-servermcp · back-end | Serves academic conference and journal data via MCP and REST, including CFP deadlines, CCF/CORE/QUALIS rankings, acceptance rates, journal impact… | No signals yet | No one-command install · Source | |
| 118 | Unranked | korean-special-education-curriculum-mcpmcp · back-end | Read-only MCP server for searching and retrieving the 2022 revised Korean special education curriculum for middle and high schools, with official… | No signals yet | No one-command install · Source | |
| 119 | Unranked | minddory-mcp-servermcp · back-end | Connects AI assistants like Claude to MindDory to automatically capture new vocabulary and grammar mistakes into spaced-repetition flashcards during… | No signals yet | No one-command install · Source | |
| 120 | Unranked | mcp-harrypottermcp · back-end | Enables querying Harry Potter data including students, staff, and spells from the Harry Potter API via direct tools or natural language through… | No signals yet | No one-command install · Source | |
| 121 | Unranked | mcp-data-connecticutmcp · back-end | Enables querying and searching Connecticut Open Data via Socrata SoQL API, allowing AI agents to access state agency, public health, education, and… | No signals yet | No one-command install · Source | |
| 122 | Unranked | pipeworx-io-crossrefmcp · back-end | Academic paper metadata and DOI lookups via the Crossref REST API, covering 130M+ scholarly records. | No signals yet | No one-command install · Source | |
| 123 | Unranked | lakebrasil-mcpmcp · back-end | Enables agents to query 153 live Brazilian government data tools across federal and state sources, including economy, legislature, judiciary… | No signals yet | No one-command install · Source | |
| 124 | Unranked | anki-model-context-protocol-mcp-servermcp · back-end | Enables AI assistants to directly manage Anki flashcards, decks, notetypes, tags, and media, with support for batch operations, searches, and deck… | No signals yet | No one-command install · Source | |
| 125 | Unranked | result-analyzer-mcpmcp · back-end | MCP server for querying, validating, and analyzing student result data from a local database. | No signals yet | No one-command install · Source | |
| 126 | Unranked | openedu-mcp-servermcp · back-end | MCP server that provides educational resources and curriculum planning by integrating Open Library, Wikipedia, Dictionary, and arXiv APIs with… | No signals yet | No one-command install · Source | |
| 127 | Unranked | wikicfp-mcpmcp · back-end | Read-only MCP server for WikiCFP that enables searching academic conferences, browsing categories, and retrieving call-for-papers details. | No signals yet | No one-command install · Source | |
| 128 | Unranked | overleaf-paper-mcpmcp · back-end | MCP server for managing academic LaTeX projects in Overleaf: create projects, transfer files, compile documents, inspect compiler output, and download… | No signals yet | No one-command install · Source | |
| 129 | Unranked | ai-student-developer-assistantmcp · back-end | This MCP server integrates GitHub issues, academic deadlines (LMS), and a personal task tracker to help AI assistants answer questions like 'What… | No signals yet | No one-command install · Source | |
| 130 | Unranked | crossref-mcpmcp · back-end | Enables retrieval of academic literature metadata via DOI or search using the Crossref REST API. | No signals yet | No one-command install · Source | |
| 131 | Unranked | materials-project-mcp-from-scratchmcp · back-end | An educational MCP server that wraps the Materials Project API, exposing tools to search chemical systems, get material summaries, find semiconductors… | No signals yet | No one-command install · Source | |
| 132 | Unranked | stepik-courses-mcpmcp · back-end | Read-only MCP server that retrieves educational context from started Stepik courses, offering tools to list courses, explore structure, fetch text… | No signals yet | No one-command install · Source | |
| 133 | Unranked | priya-gautam-mcp-servermcp · back-end | Exposes Priya Gautam's professional profile (skills, projects, experience, education) via MCP tools and dynamic context retrieval. | No signals yet | No one-command install · Source | |
| 134 | Unranked | result-analyzer-mcp-2mcp · back-end | MCP server for querying student information, validating result data, and analyzing student results from a local database. | No signals yet | No one-command install · Source | |
| 135 | Unranked | teacher-mcpmcp · back-end | MCP server that authenticates as a teacher and provides tools for question management and lecture recording on the RuoYi platform. | No signals yet | No one-command install · Source | |
| 136 | Unranked | cookie-jar-mcpmcp · back-end | A 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 yet | No one-command install · Source | |
| 137 | Unranked | studyos-mcp-servermcp · back-end | Enables Claude Web to import batches of educational problems into the StudyOS Problem Bank via the StudyOS Import API, with automatic retries and… | No signals yet | No one-command install · Source | |
| 138 | Unranked | dami-robot-mcp-servermcp · back-end | Connects to Moodle API to enable a voice robot to query student information such as attendance, homework, and scores, using read-only tools. | No signals yet | No one-command install · Source | |
| 139 | Unranked | knu-mcpmcp · back-end | Unofficial MCP server for Kangwon National University that provides academic calendar, cafeteria menus, notices, shuttle bus and city bus arrival… | No signals yet | No one-command install · Source | |
| 140 | Unranked | mcp-server-collageaimcp · back-end | Provides tools for querying student academic data such as subjects, marks, performance reports, timetable, exams, fees, events, holidays, and… | No signals yet | No one-command install · Source | |
| 141 | Unranked | pddikti-mcp-servermcp · back-end | Enables AI assistants to search and retrieve data from Indonesia's higher education database (PDDIKTI), including universities, lecturers, study… | No signals yet | No one-command install · Source | |
| 142 | Unranked | flashlearn-mcpmcp · back-end | An MCP server for the FlashLearnAI public API that enables AI-powered flashcard deck generation, browsing sets, SM-2 spaced-repetition study sessions… | No signals yet | No one-command install · Source | |
| 143 | Unranked | tcc-mcpmcp · back-end | MCP server for academic writing and review of Brazilian undergraduate theses (TCC) following ABNT standards. Enables article search, PDF reading… | No signals yet | No one-command install · Source | |
| 144 | Unranked | student-mcp-servermcp · back-end | Enables an AI assistant to help students by providing tools for math calculations, attendance tracking, marks analysis, reading PDF notes, searching… | No signals yet | No one-command install · Source | |
| 145 | Unranked | toddle-timetable-mcp-servermcp · back-end | MCP 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 yet | No one-command install · Source | |
| 146 | Unranked | 0pvalencia-academic-linter-mcpmcp · back-end | MCP server that lints academic documents (APA/structure) from Google Docs JSON, offering tools to check structure, compact headings, and find… | No signals yet | No one-command install · Source | |
| 147 | Unranked | mcp-lab-workshop-servermcp · back-end | Enables real-time control of an interactive dashboard through MCP tools, allowing toggling features, updating stats, setting messages, and simulating… | No signals yet | No one-command install · Source | |
| 148 | Unranked | mcp-lab-workshop-server-2mcp · back-end | An educational MCP server that controls a live dashboard on Cloudflare Workers, enabling real-time toggling of features, updating stats, and setting… | No signals yet | No one-command install · Source | |
| 149 | Unranked | osiris-mcp-servermcp · back-end | Exposes Dutch university Osiris course catalogs as MCP tools, enabling search, retrieval, and exploration of course information across multiple… | No signals yet | No one-command install · Source | |
| 150 | Unranked | unsw-mcpmcp · back-end | MCP server for UNSW students to read Moodle, Ed, and official course outlines, including courses, assignments, grades, forums, and AI use policies… | No signals yet | No one-command install · Source | |
| 151 | Unranked | mcp-stateless-examplesmcp · back-end | Educational MCP server demonstrating the 2026-07-28 stateless protocol with raw Starlette, no SDK, featuring tools, request state handles, MRTR… | No signals yet | No one-command install · Source | |
| 152 | Unranked | urban-edc-mcpmcp · back-end | Federated MCP server that routes K-12 education data requests to public sources like Urban Institute, EDC/Zelma, NAEP, and MA E2C, handling… | No signals yet | No one-command install · Source | |
| 153 | Unranked | chosun-mcpmcp · back-end | MCP server for querying Chosun University portal, CLC/e-Class, and OJ systems, providing tools to access academic information, timetables, notices… | No signals yet | No one-command install · Source | |
| 154 | Unranked | upv-mcpmcp · back-end | A local MCP server that exposes your UPV academic calendar and PoliformaT data to MCP clients, enabling natural language queries for classes… | No signals yet | No one-command install · Source | |
| 155 | Unranked | vaglio-mcpmcp · back-end | MCP server for academic research with shared token bucket governance, evidence-based read depth, and archival inscription. Uses multiple sources with… | No signals yet | No one-command install · Source | |
| 156 | Unranked | gacasemcpmcp · back-end | MCP server for the Georgia Department of Education SuitCASE API, enabling AI assistants to search, fetch, and parse Georgia learning standards, course… | No signals yet | No one-command install · Source | |
| 157 | Unranked | file-mcpmcp · back-end | Educational MCP server for basic file operations (read/write) via the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 158 | Unranked | google-surf-mcpmcp · back-end | Provides Google search, URL extraction, and academic paper inline extraction without API keys, enabling search and content retrieval from a single MCP… | No signals yet | No one-command install · Source | |
| 159 | Unranked | bncc-mcp-servermcp · back-end | Enables AI assistants to query and validate BNCC (Brazilian curriculum) skills deterministically, preventing hallucinations by providing official… | No signals yet | No one-command install · Source | |
| 160 | Unranked | adobe-learning-manager-mcp-servermcp · back-end | Enables LLM clients to interact with Adobe Learning Manager, including user management, learning object browsing, enrollment management, badge… | No signals yet | No one-command install · Source | |
| 161 | Unranked | studytoolmcpmcp · back-end | MCP server providing four study tools: PDF summarization, flashcard generation, math/code problem solving, and trust-filtered web search. | No signals yet | No one-command install · Source | |
| 162 | Unranked | scholar-toolkit-mcpmcp · back-end | Comprehensive MCP server for academic research workflows, enabling paper searching across multiple sources, manuscript processing with citation… | No signals yet | No one-command install · Source | |
| 163 | Unranked | flashlearnmcp · back-end | Local Leitner flashcard MCP server enabling AI clients to create decks, manage cards, study with spaced repetition, and track progress. | No signals yet | No one-command install · Source | |
| 164 | Unranked | elimu-mcpmcp · back-end | MCP server for Kenya education — school registry, KCSE/KCPE results, HELB student loans, TVET programs, literacy resources. | No signals yet | No one-command install · Source | |
| 165 | Unranked | voccemcp · back-end | Transcribe local audio/video to text + SRT/VTT with hosted Whisper large-v3, plus summaries, study notes, flashcards, document Q&A, and PDF… | No signals yet | armory install vocce --cli claude | |
| 166 | Unranked | mcp-bootstrap-research-servermcp · back-end | Provides tools to search arXiv papers and extract metadata, enabling AI assistants to access academic research papers via the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 167 | Unranked | classquill-mcp-servermcp · back-end | Gives MCP-aware AI tools read access to ClassQuill tutoring-business data via a read-only proxy over the ClassQuill public API. | No signals yet | No one-command install · Source | |
| 168 | Unranked | paper-search-mcp-2mcp · back-end | A Model Context Protocol server for searching and downloading academic papers from multiple free and public sources, enabling LLM-driven academic… | No signals yet | No one-command install · Source | |
| 169 | Unranked | uk-he-data-mcpmcp · back-end | MCP server to query UK higher-education open data including National Student Survey results, student outcomes, and graduate earnings. Data is… | No signals yet | No one-command install · Source | |
| 170 | Unranked | learning-path-check-mcp-servermcp · back-end | A server that enables checking and managing learning paths based on the 2022 Korean national curriculum, including child profile management… | No signals yet | No one-command install · Source | |
| 171 | Unranked | common-standards-mcpmcp · back-end | A read-only MCP server for querying U.S. K-12 academic standards via the Common Standards Project API. | No signals yet | No one-command install · Source | |
| 172 | Unranked | ksu-ess-mcp-servermcp · back-end | MCP server for accessing student information, curriculum, education records, and registration data from Kalasin University's Education Support System… | No signals yet | No one-command install · Source | |
| 173 | Unranked | mcp-usvmcp · back-end | A comprehensive MCP server for university faculty administration, enabling management of students, faculty, courses, grades, and documents with… | No signals yet | No one-command install · Source | |
| 174 | Unranked | academic-stats-advisormcp · back-end | An MCP server that enables AI assistants to call statistician's decision logic for recommending statistical tests, checking assumptions, interpreting… | No signals yet | No one-command install · Source | |
| 175 | Unranked | gyogwon119-mcpmcp · back-end | This MCP server assists teachers experiencing educational activity infringements by providing step-by-step guidance grounded in current laws and… | No signals yet | No one-command install · Source | |
| 176 | Unranked | kci-mcp-servermcp · back-end | Enables querying the Korea Citation Index (KCI) Open API to search reference lists, retrieve journal citation indices, and view citation detail… | No signals yet | No one-command install · Source | |
| 177 | Unranked | toxy-insecure-mcp-labmcp · back-end | An intentionally vulnerable MCP server for security education, demonstrating flaws like missing auth, SSRF, SQLi, and file system abuse. | No signals yet | No one-command install · Source | |
| 178 | Unranked | anki-ai-mcp-servermcp · back-end | Bridge between AI assistants and Anki Desktop, enabling automated flashcard management and study document processing. | No signals yet | No one-command install · Source | |
| 179 | Unranked | semantic-scholar-mcp-servermcp · back-end | Provides tools to search, retrieve, and explore over 200M academic papers, authors, citations, and full-text snippets via the Semantic Scholar API. | No signals yet | No one-command install · Source | |
| 180 | Unranked | py-mcp-studentsmcp · back-end | Enables LLMs to manage student records through natural language by wrapping a simple HTTP student server's endpoints as MCP tools. | No signals yet | No one-command install · Source | |
| 181 | Unranked | tbank-edu-mcpmcp · back-end | MCP server that connects AI assistants to T-Bank Education, enabling access to courses, timetable, deadlines, and user profile via tools like… | No signals yet | No one-command install · Source | |
| 182 | Unranked | sg-gov-mcp-servermcp · back-end | Unified MCP server offering 30 tools for Singapore government and public data including weather, transport, education, and property, with many tools… | No signals yet | No one-command install · Source | |
| 183 | Unranked | csoai-org-quiz-generator-ai-mcpmcp · back-end | Python MCP server for quiz generation and educational assessment tools. | No signals yet | No one-command install · Source | |
| 184 | Unranked | mcp-weather-labmcp · back-end | MCP server that provides weather alerts and forecasts using the National Weather Service API, designed as an educational lab for learning MCP… | No signals yet | No one-command install · Source | |
| 185 | Unranked | pium-mcpmcp · back-end | An MCP server for career and academic counseling that uses official public data from CareerNet and University Information. It enables searching… | No signals yet | No one-command install · Source | |
| 186 | Unranked | academic-search-mcpmcp · back-end | MCP server for academic research using the OpenAlex API, enabling article search, details retrieval, and author profile lookup. | No signals yet | No one-command install · Source | |
| 187 | Unranked | research-gap-analyzer-mcp-servermcp · back-end | Automates literature review, research gap detection, and novelty evaluation for academic research, providing tools to search, summarize, find gaps… | No signals yet | No one-command install · Source | |
| 188 | Unranked | sci-bot-mcpmcp · back-end | AI-powered research assistant MCP server for searching academic papers and answering research questions with DOI citations. | No signals yet | No one-command install · Source | |
| 189 | Unranked | materio-mcp-servermcp · back-end | Enables AI assistants to search and read Materio's educational PDF resources directly, without manual file uploads. | No signals yet | No one-command install · Source | |
| 190 | Unranked | real-estate-analyzermcp · back-end | Analyzes real estate locations using Kakao Local API, providing insights on education, transportation, convenience, nature, and future value. | No signals yet | No one-command install · Source | |
| 191 | Unranked | q1-reviewer-mcpmcp · back-end | An MCP server that simulates a ruthless Q1 journal reviewer to analyze academic manuscripts for red flags and generate a formatted .docx decision… | No signals yet | No one-command install · Source | |
| 192 | Unranked | cogniresearchmcp · back-end | An MCP server for academic research combining local document search with Semantic Scholar API integration. | No signals yet | No one-command install · Source | |
| 193 | Unranked | research-validator-mcp-servermcp · back-end | A pure-AI cognitive extension that forces standard 3-Layer Validation to prevent hallucination in academic research. | No signals yet | No one-command install · Source | |
| 194 | Unranked | manit-erp-mcp-servermcp · back-end | Simple MCP server that exposes a tool to fetch student result/CGPA data from MANIT ERP APIs. | No signals yet | No one-command install · Source | |
| 195 | Unranked | trdizin-mcpmcp · back-end | MCP server for querying TÜBİTAK TR Dizin academic database, enabling search of publications, journals, authors, and institutions without an API key. | No signals yet | No one-command install · Source | |
| 196 | Unranked | uk-schools-mcpmcp · back-end | MCP server providing access to comprehensive UK school data from official government sources, including search, details, near-postcode, comparisons… | No signals yet | No one-command install · Source | |
| 197 | Unranked | referencemcpmcp · back-end | An academic reference manager MCP server that enables searching papers across multiple sources, managing references locally, and formatting citations… | No signals yet | No one-command install · Source | |
| 198 | Unranked | classroom-suite-mcpmcp · back-end | Unified MCP server for Google Classroom, Drive, and Docs, enabling AI assistants to manage courses, assignments, files, and documents. | No signals yet | No one-command install · Source | |
| 199 | Unranked | mindvalley-products-mcp-servermcp · back-end | Provides AI assistants with structured access to Mindvalley's educational offerings, including products, masterclasses, programs, and certifications… | No signals yet | No one-command install · Source | |
| 200 | Unranked | obsidianki-mcp-servermcp · back-end | Generates flashcards from Obsidian notes using obsidianki, with support for note patterns, card count, and deck selection. | No signals yet | No 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.