Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 98.618 | blazickjp-arxiv-mcp-servermcp · back-end | Search and analyze academic papers from the arXiv repository. | 3,100 stars · 251 forks | No one-command install · Source | |
| 2 | 97.414 | annas-archivemcp · back-end | Integrates with Anna's Archive to provide search and download capabilities for Creative Commons publications and public domain materials, requiring… | 1,020 stars · 68 forks | No one-command install · Source | |
| 3 | 95.357 | vishalsachdev-canvas-learning-management-systemmcp · back-end | Integrates with the Canvas Learning Management System API to enable course management, assignment tracking, and student engagement analysis in… | 219 stars · 76 forks | No one-command install · Source | |
| 4 | 93.816 | skridlevsky-logseqmcp · back-end | Integrates with Logseq knowledge graphs through HTTP API for reading, writing, and analyzing personal knowledge bases with full-text search, graph… | 169 stars · 32 forks | No one-command install · Source | |
| 5 | 93.352 | yuzongmin-semantic-scholarmcp · back-end | Integrates with Semantic Scholar API to enable academic literature search, citation analysis, and paper recommendations at scale. | 165 stars · 25 forks | No one-command install · Source | |
| 6 | 90.633 | octagonai-deep-researchmcp · back-end | Integrates with Octagon API to provide multi-source data aggregation, web scraping, academic research synthesis, competitive analysis, market… | 94 stars · 16 forks | No one-command install · Source | |
| 7 | 90.508 | afrise-academic-searchmcp · back-end | Integrates with academic APIs to enable searching, retrieving, and filtering scholarly papers across multiple sources for research and analysis tasks. | 118 stars · 11 forks | No one-command install · Source | |
| 8 | 89.361 | google-scholar-mcpmcp · back-end | MCP server for searching academic papers via Google Scholar, retrieving metadata and abstracts, with support for Chinese queries and auto-translation. | 87 stars · 11 forks | No one-command install · Source | |
| 9 | 88.369 | saidsurucu-yokatlasmcp · back-end | Provides direct access to Turkish university and program data through YokAtlas API integration for informed higher education application decisions. | 71 stars · 11 forks | No one-command install · Source | |
| 10 | 87.483 | ankimcpmcp · back-end | Anki addon that exposes your flashcard collection to AI assistants via a local MCP server. | 74 stars · 8 forks | No one-command install · Source | |
| 11 | 87.286 | danvega-coursesmcp · back-end | Lightweight Spring Boot server for retrieving and searching course details from Dan Vega's YouTube tutorials, providing easy access to educational… | 16 stars · 27 forks | No one-command install · Source | |
| 12 | 86.027 | obsidian-vault-mcpmcp · back-end | An MCP server that integrates Zotero and MinerU pipelines to import and manage academic literature in an Obsidian vault, enabling automated note… | 80 stars · 5 forks | No one-command install · Source | |
| 13 | 85.531 | rohanmuppa-brightspace-mcp-servermcp · back-end | MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works… | 38 stars · 16 forks | armory install rohanmuppa-brightspace-mcp-server --cli claude | |
| 14 | 83.889 | qwe4559999-scopusmcp · back-end | Provides access to the Elsevier Scopus API for searching academic papers, retrieving abstracts, and looking up author profiles. | 38 stars · 9 forks | No one-command install · Source | |
| 15 | 83.589 | evil-mcp-servermcp · back-end | Simulates malicious behaviors and attack vectors for security testing and educational demonstrations. | 31 stars · 13 forks | No one-command install · Source | |
| 16 | 78.639 | ai-research-assistantmcp · back-end | The server provides immediate access to millions of academic papers through Semantic Scholar and arXiv, enabling AI-powered research with… | 24,519 installs | No commit datelisted | No one-command install · Source |
| 17 | 78.375 | benhaotang-semantic-scholarmcp · back-end | Integrates with the Semantic Scholar API to enable querying academic papers, authors, and citations for research and analysis tasks. | 21 stars · 7 forks | No one-command install · Source | |
| 18 | 78.349 | shiori-mcp-servermcp · back-end | Student productivity MCP. Ask Claude what assignments are due, calculate grades needed, summarize notes, review flashcards. Works with Google… | 44 stars · 2 forks | No one-command install · Source | |
| 19 | 77.771 | lstudlo-scholarmcp · back-end | Academic research server integrating Google Scholar, OpenAlex, Crossref, and Semantic Scholar for federated paper search, PDF ingestion, citation… | 26 stars · 4 forks | No one-command install · Source | |
| 20 | 77.488 | wael-rd-gns3mcp · back-end | Integrates with GNS3 network simulation environments through REST API to create and manage network topologies, configure devices, control simulations… | 25 stars · 4 forks | No one-command install · Source | |
| 21 | 72.094 | canvas-mcp-servermcp · back-end | Enables AI assistants to manage Canvas LMS courses, announcements, rubrics, assignments, modules, pages, and student data via the Canvas API. | 12 stars · 6 forks | No one-command install · Source | |
| 22 | 71.892 | korean-secondary-learning-map-mcpmcp · back-end | MCP server enabling AI to search and retrieve Korean secondary school (middle/high) 2022 revised curriculum learning graphs, including achievement… | 14 stars · 4 forks | No one-command install · Source | |
| 23 | 71.050 | canvas-api-mcpmcp · back-end | An MCP server for Canvas LMS that provides 15 curated tools for everyday student work and a gateway to reach every endpoint your Canvas instance… | 2 stars · 10 forks | No one-command install · Source | |
| 24 | 70.949 | anki-connect-mcp-servermcp · back-end | Enables AI assistants to interact with Anki flashcard collections through the AnkiConnect add-on, allowing creation, modification, searching, and… | 24 stars · 1 fork | No one-command install · Source | |
| 25 | 70.564 | cyanheads-openalex-mcp-servermcp · back-endalso listed as openalex-mcp-server | Access the OpenAlex academic research catalog - 270M+ publications through MCP. Supports STDIO and Streamable HTTP. | 14 stars · 3 forks | No one-command install · Source | |
| 25 | 70.564 | bncc-mcpmcp · back-end | MCP server that exposes skills from the Brazilian National Common Curricular Base (BNCC) with thematic units, knowledge objects, and prioritization… | 14 stars · 3 forks | No one-command install · Source | |
| 28 | 67.778 | listfold-mousetailmcp · back-end | Anki flashcard integration using direct pylib API without requiring AnkiConnect addon | 17 stars · 1 fork | No one-command install · Source | |
| 29 | 66.172 | uniarticles-mcp-servermcp · back-end | Unifies academic literature retrieval from multiple sources like Scopus, ArXiv, PubMed, and Google Scholar into a single standardized API for LLM… | 11 stars · 2 forks | No one-command install · Source | |
| 30 | 66.032 | molecare-mcp-servermcp · back-end | Enables MCP clients to query educational dermatology knowledge, access optional MoleCare mole-tracking and analysis tools, and explore MLOps and… | 4 stars · 6 forks | No one-command install · Source | |
| 31 | 65.784 | rust-research-mcpmcp · back-end | An MCP server for academic research that enables paper search across 14 sources, PDF download with multi-provider fallback, metadata extraction, and… | 2 stars · 7 forks | No one-command install · Source | |
| 32 | 63.694 | elsevier-mcpmcp · back-end | MCP server for the Elsevier Developer APIs. Gives Claude Code access to Scopus, ScienceDirect, and other Elsevier academic databases. | 9 stars · 2 forks | No one-command install · Source | |
| 33 | 62.026 | bibtex-mcp-servermcp · back-end | Searches academic references from arXiv, DBLP, Semantic Scholar, and OpenAlex concurrently and generates BibTeX citations. | 10 stars · 1 fork | No one-command install · Source | |
| 34 | 61.587 | ai-answer-copiermcp · back-end | AI Answer Copier is a Model Context Protocol (MCP) server that solves the "Final Mile" friction in educational content creation. It enables AI models… | 3,498 installs | No commit datelisted | No one-command install · Source |
| 35 | 60.677 | educhain-mcp-servermcp · back-end | Enables AI-powered educational content generation, including multiple-choice questions and lesson plans, through a modular command platform. | 9 stars · 1 fork | No one-command install · Source | |
| 36 | 60.262 | scholarscope-openalexmcp · back-end | Integrates with OpenAlex API to search academic papers, discover authors and affiliations, analyze citation networks, and retrieve full-text content… | 7 stars · 2 forks | No one-command install · Source | |
| 36 | 60.262 | perplexica-mcp-servermcp · back-end | An MCP server that provides AI-powered search capabilities including web, academic, YouTube, Reddit search and writing assistance via Perplexica. | 7 stars · 2 forks | No one-command install · Source | |
| 38 | 59.854 | brokenmcpmcp · back-end | A deliberately vulnerable MCP server for educational purposes, with labs covering the OWASP MCP Top 10 risks to practice finding and fixing… | 14 stars | No one-command install · Source | |
| 39 | 59.814 | clouatre-labs-math-learningmcp · back-endalso listed as math-mcp-learning-server | Educational server for mathematical operations, statistics, and data visualization with persistent workspace | 5 stars · 4 forks | No one-command install · Source | |
| 41 | 59.029 | worldbank-mcpmcp · back-end | Queries World Bank Open Data API for global economic, social, education, and health indicators by country. | 8 stars · 1 fork | No one-command install · Source | |
| 42 | 57.245 | semanticscholar-mcpmcp · back-end | MCP server that provides Semantic Scholar academic search capabilities, including paper search, detail query, citation analysis, author search, and… | 7 stars · 1 fork | No one-command install · Source | |
| 43 | 56.206 | juananpe-arxiv-researchmcp · back-end | Integrates with arXiv API to provide academic paper discovery, metadata extraction, and topic-based organization with automatic JSON storage for… | 2 stars · 4 forks | No one-command install · Source | |
| 44 | 55.168 | arxiv-search-mcp-servermcp · back-end | Enables searching academic papers on arXiv and retrieving detailed information such as title, authors, summary, and PDF link. | 6 stars · 1 fork | No one-command install · Source | |
| 45 | 53.790 | github-copilot-custom-mcp-servermcp · back-end | Enables GitHub Copilot to perform markdown review, dependency checking, and AI-powered code review through serverless Azure Functions, demonstrating… | 1 star · 4 forks | No one-command install · Source | |
| 46 | 53.186 | aigc-humanizer-zhmcp · back-end | MCP server for detecting AI writing patterns in Chinese academic text and providing rewrite guidance to reduce AIGC detection rates. | 8 stars | No one-command install · Source | |
| 47 | 52.135 | osu-mcp-servermcp · back-end | Provides over 50 tools across 14 categories for accessing Ohio State University services including transportation, academics, dining, and events. | 4 stars · 2 forks | No one-command install · Source | |
| 48 | 50.895 | kimtth-mcp-remote-call-ping-pongmcp · back-end | An experimental and educational app for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls | 2 stars · 3 forks | No one-command install · Source | |
| 49 | 49.118 | com-luneresearch-lunemcp · back-end | MCP server for searching, retrieving, and subscribing to academic papers across security, ML, NLP, CV, and systems venues via 12 tools. | 4 stars · 1 fork | No one-command install · Source | |
| 49 | 49.118 | academic-archive-gatewaymcp · back-end | MCP server for AI assistants to search and download ebooks from Z-Library and Anna's Archive, configured locally with automatic setup and download… | 4 stars · 1 fork | No one-command install · Source | |
| 51 | 46.654 | cnki-deepsearchmcp · back-end | MCP server for deep CNKI academic search, retrieving multi-dimensional data (abstracts, keywords, references, citations, similar papers, keyword… | 5 stars | No one-command install · Source | |
| 52 | 44.256 | resp-mcpmcp · back-end | SERP-free scholarly search MCP server that queries academic sources like arXiv, Semantic Scholar, and conference proceedings using official APIs and… | 3 stars · 1 fork | No one-command install · Source | |
| 52 | 44.256 | crossref-academic-mcp-servermcp · back-end | MCP server enabling AI agents to search and retrieve scientific papers, citations, and author profiles from Crossref, OpenAlex, and Semantic Scholar… | 3 stars · 1 fork | No one-command install · Source | |
| 52 | 44.256 | flyanima-open-searchmcp · back-end | Aggregates multiple search engines, academic databases, and content sources with intelligent load balancing and failover mechanisms to provide web… | 3 stars · 1 fork | No one-command install · Source | |
| 52 | 44.256 | fegizii-semantic-scholarmcp · back-end | Integrates with Semantic Scholar Academic Graph API to search papers, retrieve author profiles, analyze citations, and download PDFs with metadata… | 3 stars · 1 fork | No one-command install · Source | |
| 56 | 43.498 | mcp-powerschoolmcp · back-end | A FastMCP server for PowerSchool that enables students to check grades, assignments, grade history, and attendance through the Model Context Protocol. | 2 stars · 2 forks | No one-command install · Source | |
| 56 | 43.498 | ckz-education-datamcp · back-end | Provides direct access to the Urban Institute's Education Data API for retrieving and analyzing educational statistics across schools, districts, and… | 2 stars · 2 forks | No one-command install · Source | |
| 58 | 43.275 | usp-mcpmcp · back-end | MCP server for Universidade de São Paulo's student systems (Moodle, JupiterWeb) enabling assistants to query grades, schedule, tasks, and more via… | 4 stars | No one-command install · Source | |
| 58 | 43.275 | bibliography-search-mcpmcp · back-end | A multi-source academic bibliography search server that retrieves papers from 7 databases with automatic language detection, LLM-powered query… | 4 stars | No one-command install · Source | |
| 58 | 43.275 | openemis-mcpmcp · back-end | Free, read-only MCP server that connects AI assistants to OpenEMIS school management. Query student attendance, risks, staff, and 678 resources. | 4 stars | No one-command install · Source | |
| 61 | 38.412 | placement-analyzer-mcpmcp · back-end | An MCP server for college placement cells to analyze student profiles from bulk Excel data, search students, and access evidence-backed skill… | 3 stars | No one-command install · Source | |
| 61 | 38.412 | cdtm-mcpmcp · back-end | MCP server for the CDTM Community Portal that enables searching CDTM students and alumni by tags like skills, interests, class, and location, and… | 3 stars | No one-command install · Source | |
| 61 | 38.412 | mcp-shell-server-examplemcp · back-end | An educational MCP server exposing shell command execution (PowerShell and sh) and a benign tool for learning about MCP tools, resources, and security… | 3 stars | No one-command install · Source | |
| 61 | 38.412 | mcp-academic-structure-servermcp · back-end | Enables AI assistants to navigate, search, and analyze academic materials organized in cycles, semesters, and modules via Google Drive. | 3 stars | No one-command install · Source | |
| 65 | 38.066 | bockybocky-academic-hubmcp · back-end | MCP server providing access to academic research resources, enabling AI assistants to search and retrieve scholarly content. | 2 stars · 1 fork | No one-command install · Source | |
| 66 | 32.223 | paul-crafts-openreviewmcp · back-end | MCP server for interacting with the OpenReview academic conference management platform for Area Chairs, Reviewers, and Authors. | 2 stars | No one-command install · Source | |
| 66 | 32.223 | canvas-student-mcpmcp · back-end | Read-only MCP server for Canvas LMS that works without API tokens by using session cookies, enabling AI assistants to access courses, assignments… | 2 stars | No one-command install · Source | |
| 66 | 32.223 | wts-bupt-unofficial-mcpmcp · back-end | Unofficial MCP server for BUPT mobile academic system, enabling querying of today's empty classrooms, course schedules, and combined overview. | 2 stars | No one-command install · Source | |
| 66 | 32.223 | gdmu-mcp-servermcp · back-end | Bridges AI assistants with the Zhengfang V-9.0 educational system (CAS + MFA), offering 15 tools for course, grade, and academic management. | 2 stars | No one-command install · Source | |
| 66 | 32.223 | sauravroy34-research-papermcp · back-end | Searches academic databases including Semantic Scholar and OpenAlex, resolves paper identifiers, and discovers related research via a FastMCP server… | 2 stars | No one-command install · Source | |
| 66 | 32.223 | scipdf-mcpmcp · back-end | MCP server for downloading academic papers from DOI or title, resolving references, and generating citations. Supports batch downloads, multiple… | 2 stars | No one-command install · Source | |
| 66 | 32.223 | lyra-s-expanded-research-mcpmcp · back-end | A unified MCP server providing programmatic access to three major academic research APIs: Semantic Scholar, OpenAlex, and PubMed. | 2 stars | No one-command install · Source | |
| 66 | 32.223 | academic-mcpmcp · back-end | Unified academic search MCP server that searches open literature (arXiv, bioRxiv, medRxiv, PMC), CNKI, and Web of Science, with browser-backed… | 2 stars | No one-command install · Source | |
| 66 | 32.223 | paulofroes-memberkitmcp · back-end | Wraps the Memberkit API as semantic tools for managing users, courses, classrooms, memberships, comments, webhooks, rankings, and quizzes on the… | 2 stars | No one-command install · Source | |
| 66 | 32.223 | open-personality-mcp-servermcp · back-end | Creates and manages personality profiles using a 12-facet model based on 33 academic frameworks, stores them as OpenClaw-compatible… | 2 stars | No one-command install · Source | |
| 66 | 32.223 | h-lu-crossref-citemcp · back-end | Resolves academic paper citations via the Crossref API. | 2 stars | No one-command install · Source | |
| 66 | 32.223 | plyght-studentvuemcp · back-end | Integrates with StudentVue information systems to provide access to grades, attendance, schedules, messages, and documents through SOAP protocol… | 2 stars | No one-command install · Source | |
| 78 | 29.013 | global-education-mcpmcp · back-end | Provides AI assistants access to international education data from UNESCO UIS (4,000+ indicators) and OECD Education at a Glance via SDMX, with no API… | 1 star · 1 fork | No one-command install · Source | |
| 78 | 29.013 | korean-vocational-learning-map-mcpmcp · back-end | MCP server providing a local learning graph for the Korean vocational high school curriculum (2022 revised), including 8,425 achievement standards… | 1 star · 1 fork | No one-command install · Source | |
| 78 | 29.013 | atlaspi-mcpmcp · back-end | Historical geography for AI agents: 1,000+ polities with real GeoJSON borders, dynastic succession chains, events, cities and trade routes from 4500… | 1 star · 1 fork | No one-command install · Source | |
| 78 | 29.013 | xiaoya-teacher-mcp-servermcp · back-end | 专为教师设计的小雅智能教学平台教育管理MCP服务器，集成课程资源管理、题目创建、试卷配置、班级查询、签到统计、任务测验与批阅等功能。 | 1 star · 1 fork | No one-command install · Source | |
| 78 | 29.013 | research-mcp-servermcp · back-end | Enables searching and managing academic papers from arXiv with tools, resources, and prompt templates for literature review. | 1 star · 1 fork | No one-command install · Source | |
| 78 | 29.013 | tool4lmmcp · back-end | Provides local research toolkit with web search, document processing, academic databases, and mathematical computation without requiring external API… | 1 star · 1 fork | No one-command install · Source | |
| 78 | 29.013 | pubmed-enhanced-search-mcp-servermcp · back-end | A Model Content Protocol server that provides enhanced tools to search and retrieve academic papers from PubMed, with features including MeSH term… | 1 star · 1 fork | No one-command install · Source | |
| 78 | 29.013 | ethangillani-ankimcp · back-end | Enables AI models to interact directly with Anki flashcard software through the AnkiConnect API, providing tools to create, search, and manage decks… | 1 star · 1 fork | No one-command install · Source | |
| 86 | 23.374 | cvc-storyboard-mcpmcp · back-end | A deterministic MCP server for creating and managing educational storyboards, video scripts, and slide decks. It provides tools for content planning… | 1 fork | No one-command install · Source | |
| 86 | 23.374 | studybuddymcp · back-end | An educational MCP server demonstrating the MCP protocol with simple tools like rolling dice and returning vocabulary words. | 1 fork | No one-command install · Source | |
| 86 | 23.374 | korea-academic-mcpmcp · back-end | An MCP server that searches Korean academic databases (KCI, DBpia, RISS) via their official Open APIs, enabling Claude and other MCP clients to… | 1 fork | No one-command install · Source | |
| 89 | 22.557 | kicksite-mcpmcp · back-end | MCP server for the Kicksite martial-arts school management API, enabling natural language read and write operations on students, prospects… | 1 star | No one-command install · Source | |
| 89 | 22.557 | braude-mcpmcp · back-end | A serverless MCP server for Ort Braude College that enables AI assistants to query academic calendar dates, search for courses, and retrieve course… | 1 star | No one-command install · Source | |
| 89 | 22.557 | swiss-academic-libraries-mcpmcp · back-end | Enables AI models to search and retrieve bibliographic and digitized records from Swiss academic libraries (swisscovery, e-rara, e-periodica… | 1 star | No one-command install · Source | |
| 89 | 22.557 | canvas-teacher-mcpmcp · back-end | An MCP server for Canvas LMS that enables assistants to read course content, create assignments and pages, set due dates, and post announcements via… | 1 star | No one-command install · Source | |
| 89 | 22.557 | siu-guarani-mcpmcp · back-end | MCP server for querying SIU Guaraní Autogestión from the Docente profile, providing read-only access to teaching periods, courses, exam boards, and… | 1 star | No one-command install · Source | |
| 89 | 22.557 | comci-agentmcp · back-end | MCP server that reads Korean school class and teacher timetables from Comci's public schedules, detects schedule changes, and exposes structured data… | 1 star | No one-command install · Source | |
| 89 | 22.557 | research-intelligence-mcpmcp · back-end | A unified MCP server for academic paper discovery, citation exploration, and research intelligence workflows over multiple scientific knowledge… | 1 star | No one-command install · Source | |
| 89 | 22.557 | mcp-student-assistantmcp · back-end | An MCP server that provides student-focused tools such as attendance lookup, marks calculation, notes search, college rules access, and a math… | 1 star | No one-command install · Source | |
| 89 | 22.557 | semanticscholar-mcp-servermcp · back-end | An MCP server that provides access to Semantic Scholar's academic graph, recommendations, and datasets APIs, enabling paper search, citation analysis… | 1 star | No one-command install · Source | |
| 89 | 22.557 | studytube-mcpmcp · back-end | An MCP server that transforms YouTube educational videos into learning resources by extracting transcripts and generating summaries, notes, quizzes… | 1 star | No one-command install · Source | |
| 89 | 22.557 | academic-paper-explorer-mcp-servermcp · back-end | Enables rigorous, zero-hallucination analysis of local PDF papers, generating editable domain maps, mindmaps, research gaps, and future directions… | 1 star | No one-command install · Source | |
| 89 | 22.557 | qldt-hanu-mcpmcp · back-end | MCP server for the QLDT HANU student management system, enabling AI assistants to authenticate and interact with the Hanoi University portal. | 1 star | 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.