Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 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 | |
| 402 | Unranked | supost-mcpmcp · ai-agents | Remote MCP server for SUpost, the Stanford student marketplace. Lets AI agents search active listings, fetch listing details, and read verified market… | No signals yet | No one-command install · Source | |
| 403 | 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 | |
| 404 | 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 | |
| 405 | 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 | |
| 406 | Unranked | classroom-browser-mcpmcp · auth | A read-only MCP server that automates Google Classroom web pages for accounts without OAuth access, enabling search and reading of courses, classwork… | No signals yet | No one-command install · Source | |
| 407 | Unranked | akib-dabgar-mcp-servermcp · ai-agents | A personal knowledge hub MCP server that allows LLMs to query Akib Dabgar's skills, experience, projects, and education using Dynamic Context… | No signals yet | No one-command install · Source | |
| 408 | 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 | |
| 409 | 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 | |
| 410 | Unranked | mock-screenshots-mcp-servermcp · front-end | Enables AI agents to compose fake chat conversations and generate deep links to a pre-filled mock screenshot generator for parody, education, and… | No signals yet | No one-command install · Source | |
| 411 | Unranked | tracker-mcpmcp · other | Enables querying machine-learning experiments in natural language. Supports listing, inspecting, ranking, and comparing experiment runs. | No signals yet | No one-command install · Source | |
| 412 | 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 | |
| 413 | 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 | |
| 414 | Unranked | teacherassist-mcpmcp · database | AI-powered Teacher Assistance MCP Server for managing student records with PostgreSQL, enabling create and read operations via MCP tools. | No signals yet | No one-command install · Source | |
| 415 | 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 | |
| 416 | 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 | |
| 417 | 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 | |
| 418 | 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 | |
| 419 | 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 | |
| 420 | 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 | |
| 421 | 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 | |
| 422 | 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 | |
| 423 | Unranked | scopus-mcpmcp · database | Enables AI agents to search and retrieve academic papers, author profiles, and citation data from the Scopus database via MCP tools. | No signals yet | No one-command install · Source | |
| 424 | 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 | |
| 425 | Unranked | mymlh-mcp-servermcp · auth | Enables AI assistants to securely access and manage MyMLH user data, including profiles, education, and employment history, through… | No signals yet | No one-command install · Source | |
| 426 | Unranked | paper-research-helpermcp · search | Enables searching, ingesting, and querying academic papers using natural language, with integration to arXiv and Semantic Scholar. | No signals yet | No one-command install · Source | |
| 427 | Unranked | anki-mcp-addonmcp · other | Enables to interact with your Anki collection through natural language, allowing you to study, edit, and analyze flashcards without external… | No signals yet | No one-command install · Source | |
| 428 | Unranked | presentationmcpservermcp · other | Autonomously generates university-level educational presentations as interactive Reveal.js decks with time-synced presenter scripts from source… | No signals yet | No one-command install · Source | |
| 429 | Unranked | visual-qa-mcpmcp · ai-agents | Enables agents to verify educational, scientific, and engineering visuals by extracting structured evidence and running domain-specific checks against… | No signals yet | No one-command install · Source | |
| 430 | 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 | |
| 431 | 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 | |
| 432 | Unranked | mcp-ciniimcp · search | Enables searching CiNii Research for academic articles, books, grants, and research data, and retrieving metadata for individual items. | No signals yet | No one-command install · Source | |
| 433 | 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 | |
| 434 | 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 | |
| 435 | 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 | |
| 436 | 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 | |
| 437 | Unranked | chemdraw-compound-smart-drawing-mcp-toolmcp · other | Enables intelligent identification and validation of compound data from documents and images, then automatically draws compound structures using local… | No signals yet | No one-command install · Source | |
| 438 | 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 | |
| 439 | 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 | |
| 440 | 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 | |
| 441 | Unranked | map-maraventano-agent-protocolmcp · ai-agents | MAP (Maraventano Agent Protocol). One MCP server with three subtractive parts — Merchant Key (read any product URL into one CleanRead), Atlas (publish… | No signals yet | No one-command install · Source | |
| 442 | Unranked | academic-workflow-mcpmcp · other | Connects Zotero and Obsidian for an AI-assisted academic reading workflow, enabling paper fetching, structured note creation, highlight syncing, and… | No signals yet | No one-command install · Source | |
| 443 | 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 | |
| 444 | Unranked | mcp-scholarismcp · search | Searches and retrieves academic papers from open access sources like arXiv, Semantic Scholar, and PubMed, with full text access via arXiv PDFs, PubMed… | No signals yet | No one-command install · Source | |
| 445 | 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 | |
| 446 | 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 | |
| 447 | 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 | |
| 448 | 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 | |
| 449 | Unranked | skillops-mcpmcp · front-end | An AI-powered MCP server for EdTech teams that automates support triage, re-engagement outreach, feedback analysis, progress reporting, and course… | No signals yet | No one-command install · Source | |
| 450 | Unranked | io-github-ravicha2-lit-review-councilmcp · ai-agents | A multi-agent literature review pipeline that uses specialized agents to research, peer-review, and synthesize academic and practitioner perspectives… | No signals yet | No one-command install · Source | |
| 451 | Unranked | canvas-lms-mcpmcp · ai-agents | Enables AI agents to access Canvas LMS academic data such as courses, assignments, grades, and events via MCP tools. | No signals yet | No one-command install · Source | |
| 452 | 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 | |
| 453 | Unranked | idms-identity-sql-mcpmcp · database | Enables SQL-based identity lookups for IDMS systems, supporting search by account, employee ID, name, department, and manager, plus active students… | No signals yet | No one-command install · Source | |
| 454 | 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 | |
| 455 | 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 | |
| 456 | Unranked | mcp-ai-detectionmcp · ai-agents | Enables multi-tier AI-detection screening on academic papers by extracting text from .tex and .docx files, splitting into standard sections, and… | No signals yet | No one-command install · Source | |
| 457 | Unranked | athenamcp · search | A local academic research assistant that indexes PDFs into a searchable vector library and exposes MCP tools for semantic search, claim extraction… | No signals yet | No one-command install · Source | |
| 458 | Unranked | azure-functions-mcp-servermcp · ai-agents | An educational MCP server deployed as an Azure Function, exposing tools like addition, weather simulation, and temperature conversion for AI agents to… | No signals yet | No one-command install · Source | |
| 459 | Unranked | scholarmindmcp · ai-agents | A multimodal academic research assistant for LLM Agent papers, enabling paper search, PDF/figure understanding, knowledge graph memory, learning… | No signals yet | No one-command install · Source | |
| 460 | Unranked | csoai-org-flashcard-ai-mcpmcp · other | Tools for generating study flashcards and spaced repetition learning materials. | No signals yet | No one-command install · Source | |
| 461 | Unranked | csoai-org-education-ai-mcpmcp · other | AI tools for creating educational content, quizzes, and learning pathways. | No signals yet | No one-command install · Source | |
| 462 | Unranked | ekursy-mcp-pymcp · other | Enables AI tools to access student profiles, course lists, grades, page contents, and course materials from the eKursy platform via the Model Context… | No signals yet | No one-command install · Source | |
| 463 | Unranked | vozclaramcp · auth | Generate Knowledge Packs — summary, flashcards, quiz, transcript — from any YouTube video. Plus OAuth-gated library search, Q\&A, and Anki export. | No signals yet | No one-command install · Source | |
| 464 | Unranked | moodle-student-mcpmcp · other | Enables read-only querying of Moodle as a student, including courses, assignments, grades, forums, and files, using a personal web services token. | No signals yet | No one-command install · Source | |
| 465 | Unranked | my-learning-mcp-servermcp · ai-agents | An educational MCP server demonstrating tools, resources, and prompts for learning the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 466 | Unranked | wlo-mcp-servermcp · ai-agents | MCP server for WirLernenOnline.de that enables searching and retrieving educational materials, collections, topic pages, and metadata through natural… | No signals yet | No one-command install · Source | |
| 467 | Unranked | teachermall-mcpmcp · search | Enables natural language search of Teachermall products and provides smart recommendations for classroom kits, lesson materials, and budget-optimized… | No signals yet | No one-command install · Source | |
| 468 | Unranked | verbatim-mcpmcp · search | Search academic papers and ask research questions with verbatim, cited answers from document collections like the ACL Anthology. | No signals yet | No one-command install · Source | |
| 469 | Unranked | enterprise-internal-knowledge-base-rag-mcp-servermcp · search | A production-ready RAG pipeline exposed as an MCP server, enabling querying of VA education manuals with ranked chunks and citations, and integrated… | No signals yet | No one-command install · Source | |
| 470 | Unranked | mcpaeroedumcp · other | Enables AI assistants to interact with the AeroEduVision platform, allowing exam generation, course management, knowledge graph queries, and student… | No signals yet | No one-command install · Source | |
| 471 | Unranked | first-dollarmcp · payments | A curriculum that teaches AI agents how to spend their own money. Sixteen lessons from "what is a wallet" to your first x402 purchase. Teacher, not… | No signals yet | No one-command install · Source | |
| 472 | Unranked | quizlarmcp · other | Voice-led flashcard system with spaced repetition from YouTube, PDFs, web pages, or text. | No signals yet | No one-command install · Source | |
| 473 | Unranked | gh-shengdynasty-studentvue-gradebookmcp · other | Query grades, GPA, attendance, and assignments from StudentVue school gradebooks. | No signals yet | No one-command install · Source | |
| 474 | Unranked | academic-figures-mcpmcp · ai-agents | A multi-step academic figure agent harness that enables AI agents to plan, generate, evaluate, and iterate publication-grade figures from sources like… | No signals yet | No one-command install · Source | |
| 475 | Unranked | adaptive-reasoning-servermcp · ai-agents | An advanced MCP server that gives AI assistants persistent memory with machine-learning-powered semantic understanding, enabling branching memory… | No signals yet | No one-command install · Source | |
| 476 | Unranked | litramcp · search | AI-powered academic paper search with relevance scoring and author lookup via the Litra.ai platform. | No signals yet | No one-command install · Source | |
| 477 | 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 | |
| 478 | Unranked | mcp-openalexmcp · ai-agents | MCP server for the OpenAlex scholarly database, providing AI agents with tools to search and retrieve academic works, authors, and institutions via… | No signals yet | No one-command install · Source | |
| 479 | Unranked | biocite-mcpmcp · ai-agents | BioCite-MCP enables LLMs to retrieve verified academic literature metadata, citations, and BibTeX from Europe PMC and Crossref, and audit manuscripts… | No signals yet | No one-command install · Source | |
| 480 | Unranked | jeanpetity-scholarly-research-toolsmcp · search | Integrates with Crossref, ORCID, and Semantic Scholar to look up publications by DOI, retrieve researcher work titles, and search academic papers. | No signals yet | No one-command install · Source | |
| 481 | Unranked | anki-mcp-2mcp · ai-agents | MCP server for Anki via AnkiConnect, enabling creation, search, and management of flashcards directly from Claude Code or any MCP client. | No signals yet | No one-command install · Source | |
| 482 | 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 | |
| 483 | Unranked | alexherman11-canvas-lmsmcp · other | Integrates with Canvas Learning Management System to access courses, assignments, grades, announcements, and messaging with support for assignment… | No signals yet | No one-command install · Source | |
| 484 | 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 | |
| 485 | Unranked | trove-mcpmcp · search | Enables users to search and analyze academic papers from multiple sources, fetch metadata and full text, and build structured outputs like literature… | No signals yet | No one-command install · Source | |
| 486 | 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 | |
| 487 | Unranked | pdg6-bc-k12-curriculummcp · other | Provides structured access to the complete British Columbia K-12 curriculum including Big Ideas, Competencies, Content standards, and First Peoples… | No signals yet | No one-command install · Source | |
| 488 | Unranked | linkedit-mcpmcp · auth | Enables AI assistants to read and edit LinkedIn profiles including headline, about section, work experience, education, and skills through OAuth 2.0… | No signals yet | No one-command install · Source | |
| 489 | 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 | |
| 490 | 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 | |
| 491 | 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 | |
| 492 | Unranked | book-crawler-mcpmcp · github-vcs | A server for automated crawling of academic papers and GitHub repositories, downloading PDFs, extracting content, AI-generating Gumroad product… | No signals yet | No one-command install · Source | |
| 493 | Unranked | q1-crafter-mcpmcp · database | Automates academic research from multi-source discovery across 18 databases to APA 7-formatted .docx output, with analysis and visualization tools. | No signals yet | No one-command install · Source | |
| 494 | 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 | |
| 495 | 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 | |
| 496 | Unranked | arxiv-mcp-2mcp · ai-agents | An MCP server that lets LLMs search, verify, and read papers from arXiv, preventing hallucinated academic references. | No signals yet | No one-command install · Source | |
| 497 | 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 | |
| 498 | Unranked | flashcardmcpmcp · other | Converts JSON/CSV Markdown content into interactive flashcard pages with multiple templates, PDF export, and voice support for language learning. | No signals yet | No one-command install · Source | |
| 499 | Unranked | mazemax-mindvalleymcp · other | Access Mindvalley's educational catalog of products, masterclasses, programs, and certifications | No signals yet | No one-command install · Source | |
| 500 | 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 |
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.