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 | 65.698 | papersflowmcp · search | Academic research platform for literature search, citation verification, related-paper discovery, and citation graph exploration. | 14 stars · 1 fork | No one-command install · Source | |
| 102 | 65.138 | ujisati-ankimcp · other | Integrates with Anki flashcard software to create, manage, and study flashcards through natural language interactions with your local Anki desktop… | 7 stars · 5 forks | No one-command install · Source | |
| 103 | 64.619 | thehesiod-parentsquaremcp · other | Access ParentSquare school-parent communication platform data including feeds, calendar events, messages, directories, and student information. | 6 stars · 5 forks | No one-command install · Source | |
| 104 | 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 | |
| 105 | 62.111 | h-lu-paper-findmcp · database | Integrates with 9+ scholarly databases to search academic papers, download PDFs, extract full-text content as markdown, and retrieve metadata for… | 7 stars · 3 forks | No one-command install · Source | |
| 106 | 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 | |
| 107 | 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 |
| 108 | 61.362 | nlobbymcp · auth | Integrates with N Lobby school portal through browser-based authentication to provide secure access to academic data including news, announcements… | 6 stars · 4 forks | No one-command install · Source | |
| 109 | 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 | |
| 110 | 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 | |
| 110 | 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 | |
| 110 | 60.262 | school-toolsmcp · other | Integrates with Canvas and Gradescope to help students track assignment deadlines, add them to macOS Reminders, and manage course materials across… | 7 stars · 2 forks | No one-command install · Source | |
| 113 | 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 | |
| 114 | 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 | |
| 114 | 59.814 | cr7258-higress-ai-searchmcp · search | Enhances AI model responses with real-time search results from various engines through Higress ai-search, supporting internet, academic, and internal… | 5 stars · 4 forks | No one-command install · Source | |
| 117 | 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 | |
| 117 | 59.029 | epiphany-0312-anki-flashcardsmcp · other | Integrates with Anki flashcard system to create and export spaced repetition decks with support for basic front/back cards, cloze deletion cards, and… | 8 stars · 1 fork | No one-command install · Source | |
| 117 | 59.029 | deno-code-executormcp · devops | Executes TypeScript and JavaScript code in isolated Deno processes with configurable permissions for secure sandboxed code testing, educational… | 8 stars · 1 fork | No one-command install · Source | |
| 117 | 59.029 | mcp-ctf-challenge-servermcp · front-end | A vulnerable MCP server designed for educational CTF challenges. It demonstrates various MCP security vulnerabilities in a controlled environment. | 8 stars · 1 fork | No one-command install · Source | |
| 121 | 58.185 | zen-syllabusmcp · search | Provides structured access to educational curriculum data, enabling subject exploration and detailed information retrieval based on grade level and… | 6 stars · 2 forks | No one-command install · Source | |
| 122 | 57.364 | danimal141-arxiv-searchmcp · search | Search and retrieve academic papers from arXiv.org by category, providing titles, authors, summaries, and links sorted by date. | 5 stars · 3 forks | No one-command install · Source | |
| 123 | 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 | |
| 123 | 57.245 | ryoureddy-medadapt-contentmcp · search | Provides medical students and educators with curated educational resources from PubMed and NCBI Bookshelf through a FastMCP-powered system that… | 7 stars · 1 fork | No one-command install · Source | |
| 125 | 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 | |
| 126 | 55.168 | ahtishamdilawar-nuces-flexmcp · auth | Automates access to NUCES FLEX Student Portal using Selenium authentication and session management to retrieve academic data including attendance… | 6 stars · 1 fork | No one-command install · Source | |
| 126 | 55.168 | mcp-ndl-searchmcp · database | Enables natural language search of Japan's National Diet Library bibliographic database via Claude Desktop, allowing users to find books and academic… | 6 stars · 1 fork | No one-command install · Source | |
| 126 | 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 | |
| 129 | 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 | |
| 130 | 53.186 | mlava-scholar-sidekick-mcpmcp · other | Resolve, format, and export academic citations. | 8 stars | No one-command install · Source | |
| 130 | 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 | |
| 132 | 52.498 | oscillatelabsllc-kiwixmcp · search | Provides access to offline Wikipedia and other ZIM-format educational content from Kiwix HTTP servers with full-text search and article retrieval. | 5 stars · 1 fork | No one-command install · Source | |
| 132 | 52.498 | d42me-mochi-flashcardsmcp · other | Bridges the Mochi Cards flashcard application with natural language interfaces, enabling creation and management of flashcards with markdown content… | 5 stars · 1 fork | No one-command install · Source | |
| 134 | 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 | |
| 134 | 52.135 | offline-mcp-educational-servermcp · ai-agents | Enables generation of educational content like MCQs, lesson plans, and flashcards without relying on external LLMs, fully offline and compatible with… | 4 stars · 2 forks | No one-command install · Source | |
| 134 | 52.135 | pdf-processormcp · other | Extracts text content and mathematical equations from PDF documents using PyMuPDF for text processing and pix2tex for LaTeX OCR, enabling analysis of… | 4 stars · 2 forks | No one-command install · Source | |
| 137 | 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 | |
| 138 | 49.325 | isaacwars-search-citationmcp · search | Academic paper search and citation management with 9 tools spanning OpenAlex, Semantic Scholar, Crossref, arXiv, and Unpaywall. | 6 stars | No one-command install · Source | |
| 139 | 49.118 | com-luneresearch-lunemcp · back-endalso listed as lune-research | 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 | |
| 139 | 49.118 | cnki-enhanced-mcpmcp · search | Enables AI to search, filter, and process CNKI academic literature through natural language, including structured search, metadata retrieval… | 4 stars · 1 fork | No one-command install · Source | |
| 139 | 49.118 | gh-asterixix-polish-academicmcp · database | Provides access to Polish academic databases, research repositories, government data, and weather services. | 4 stars · 1 fork | No one-command install · Source | |
| 139 | 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 | |
| 139 | 49.118 | watamoo-crossword-toolsmcp · other | Provides crossword puzzle creation and solving tools with grid management, clue handling, and puzzle analysis capabilities for educational and… | 4 stars · 1 fork | No one-command install · Source | |
| 139 | 49.118 | academic-paper-mcp-http-sse-servermcp · search | A MCP server for academic literature retrieval, aggregating multiple data sources like arXiv, Crossref, OpenAlex, PubMed, and Semantic Scholar to… | 4 stars · 1 fork | No one-command install · Source | |
| 146 | 48.479 | student-knowledge-graphmcp · other | Manages student knowledge graphs for tracking academic progress, organizing educational resources, and structuring relationships between courses… | 1 star · 3 forks | No one-command install · Source | |
| 147 | 47.273 | maurodruwel-smartschoolmcp · other | Access courses, grades, assignments, and messages from Smartschool educational platform | 3 stars · 2 forks | No one-command install · Source | |
| 148 | 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 | |
| 148 | 46.654 | study-mcpmcp · database | Converts study materials like PDFs, slides, and DOCX into a searchable vector database with semantic search, summarization, and flashcard generation… | 5 stars | No one-command install · Source | |
| 148 | 46.654 | standardgraphmcp · ai-agents | Maps educational standards across 310 curriculum systems in 50+ countries, enabling cross-border curriculum alignment through Claude. | 5 stars | No one-command install · Source | |
| 148 | 46.654 | vidmcpmcp · ai-agents | MCP server for video editing with text-prompt subject segmentation and compositing effects behind subjects. Enables agent-driven video creation and… | 5 stars | No one-command install · Source | |
| 148 | 46.654 | hunter-heidenreich-academic-toolsmcp · search | Search papers, retrieve metadata, download PDFs, and read full-text sections from OpenAlex, arXiv, bioRxiv, Crossref, and Wikipedia. | 5 stars | No one-command install · Source | |
| 148 | 46.654 | luskb-geoschlormcp · database | Search geoscience literature across CNKI, SPE, EAGE, AAPG, SPWLA, and other academic databases with unified metadata enrichment. | 5 stars | No one-command install · Source | |
| 148 | 46.654 | paper-search-mcp-openai-v2mcp · search | Find and download academic papers from leading sources like arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic Scholar, CrossRef, and IACR. Get… | 5 stars | No one-command install · Source | |
| 155 | 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 | |
| 155 | 44.256 | gh-andri-setiawan-scopusmcp · databasealso listed as mcp-scopus | Search academic papers from Scopus database with citation analysis and author profiles. | 3 stars · 1 fork | No one-command install · Source | |
| 155 | 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 | |
| 155 | 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 | |
| 155 | 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 | |
| 155 | 44.256 | cantpr09ram-tku-academic-systemsmcp · auth | Connects Blender to TKU's learning management and student information systems, enabling automated interactions with university platforms through… | 3 stars · 1 fork | No one-command install · Source | |
| 155 | 44.256 | yuzongmin-literature-memorymcp · ai-agents | Integrates academic literature management with knowledge graphs to enable efficient source analysis, note-taking, and entity linking across diverse… | 3 stars · 1 fork | No one-command install · Source | |
| 163 | 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 | |
| 163 | 43.498 | academic-author-networkmcp · other | Aggregates academic data from Semantic Scholar, OpenAlex, Crossref, and Google Scholar to discover research collaborators with collaboration frequency… | 2 stars · 2 forks | No one-command install · Source | |
| 163 | 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 | |
| 166 | 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 | |
| 166 | 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 | |
| 166 | 43.275 | openemis-mcpmcp · back-endalso listed as tixuz-openemis | 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 | |
| 166 | 43.275 | linductor-alkaid-academic-searchmcp · observability | Searches Semantic Scholar, arXiv, and OpenAlex for academic papers with citation metrics and impact factors. | 4 stars | No one-command install · Source | |
| 166 | 43.275 | hereisswapnil-quorivamcp · search | Searches academic literature across Semantic Scholar, PubMed, and arXiv with citation graph traversal and author lookup. | 4 stars | No one-command install · Source | |
| 166 | 43.275 | be-student-project-industrial-iot-monitoringmcp · observability | Industrial IoT monitoring system combining OPC UA simulation, LSTM autoencoder anomaly detection, and local LLM explanations for real-time equipment… | 4 stars | No one-command install · Source | |
| 173 | 41.088 | call-for-papersmcp · other | The verified hub for conferences and journals. Powered by AI to match your scholarly ambitions with the world's most prestigious academic… | 2,360 installs | No commit datelisted | No one-command install · Source |
| 174 | 38.412 | gleanermcp · other | Enables academic literature collection and full-text downloading from multiple sources (CNKI, Elsevier, OpenAlex, etc.) via natural language commands. | 3 stars | No one-command install · Source | |
| 174 | 38.412 | learn-shellmcp · ai-agents | An agent-native teaching OS that gives AI assistants a persistent classroom with courses, lessons, flashcards, and graded exercises via MCP tools. | 3 stars | No one-command install · Source | |
| 174 | 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 | |
| 174 | 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 | |
| 174 | 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 | |
| 174 | 38.412 | aigroup-paper-mcpmcp · search | Academic paper search and retrieval MCP server integrating multiple scholarly platforms into a unified interface. Supports search, fetch, trend… | 3 stars | No one-command install · Source | |
| 174 | 38.412 | pthahnix-neocortica-scholarmcp · search | Academic paper searching, fetching, reading, and reference exploration across arXiv, Semantic Scholar, and Unpaywall with full-text markdown… | 3 stars | No one-command install · Source | |
| 174 | 38.412 | cosmostima-muster-moodle-mustmcp · search | Automates access to Moodle learning management systems and MUST university class schedules through web scraping, enabling retrieval of course… | 3 stars | No one-command install · Source | |
| 174 | 38.412 | lecigarevolant-arxivmcp · database | Integrates with arXiv's academic paper database to search publications by title, author, or keywords, retrieve metadata and PDF URLs, download papers… | 3 stars | No one-command install · Source | |
| 174 | 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 | |
| 174 | 38.412 | scientific-paper-analyzermcp · search | Integrates with Google's Gemini API to enable searching, analyzing and exploring academic research papers with tools for citation graphs and detailed… | 3 stars | No one-command install · Source | |
| 185 | 38.066 | gepai-mcpmcp · front-end | An MCP server for designing environmental education lessons using built-in Korean curriculum standards, resource catalogs, and full-text document… | 2 stars · 1 fork | No one-command install · Source | |
| 185 | 38.066 | mcp-guapmcp · ai-agents | MCP server for ГУАП's student portal enabling AI agents to manage tasks, materials, and reports. | 2 stars · 1 fork | No one-command install · Source | |
| 185 | 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 | |
| 185 | 38.066 | jason76789-campus-assistantmcp · other | Educational management system integrating with school administration for student enrollment, grades, messaging, and scheduling with role-based access… | 2 stars · 1 fork | No one-command install · Source | |
| 185 | 38.066 | gauravfs-14-litmcp · database | Academic literature search across arXiv and DBLP databases | 2 stars · 1 fork | No one-command install · Source | |
| 190 | 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 | |
| 190 | 32.223 | swiss-statistics-mcpmcp · auth | Provides AI-native access to Swiss Federal Statistical Office datasets through 9 tools for querying education, population, and cross-cantonal… | 2 stars | No one-command install · Source | |
| 190 | 32.223 | pucp-mcpmcp · ai-agents | An MCP server kit that connects AI assistants to PUCP's Paideia and Campus Virtual portals, allowing students to query courses, materials, grades… | 2 stars | No one-command install · Source | |
| 190 | 32.223 | miklen-aulamcp · other | Integrates with the Danish AULA educational platform to access calendar, messages, posts, and data from related educational providers via local stdio. | 2 stars | No one-command install · Source | |
| 190 | 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 | |
| 190 | 32.223 | cinii-mcpmcp · database | Enables querying Japan's national academic database, CiNii Research, for articles, books, dissertations, KAKEN projects, and researcher profiles via… | 2 stars | No one-command install · Source | |
| 190 | 32.223 | academic-research-pluginmcp · search | A stdio MCP server for traceable scholarly retrieval and evidence-grounded literature review, with deterministic provider fusion, conservative ID… | 2 stars | No one-command install · Source | |
| 190 | 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 | |
| 190 | 32.223 | veale-academic-researchmcp · search | Searches and retrieves academic papers across Zotero, Semantic Scholar, OpenAlex, and institutional catalogs with full-text extraction and semantic… | 2 stars | No one-command install · Source | |
| 190 | 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 | |
| 190 | 32.223 | uxspotmcp · front-end | A remote MCP server exposing uxspot.io's curated UX glossary, AI tools directory, checklists, and Learn UX curriculum as callable tools. Enables AI… | 2 stars | 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.