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 | 99.505 | lm-evaluation-harnesseval · other | EleutherAI's unified framework for evaluating language models on hundreds of academic benchmarks. | 13,860 stars · 3,533 forks | No one-command install · Source | |
| 2 | 98.706 | helmeval · other | Stanford CRFM Holistic Evaluation of Language Models: standardized benchmark suite covering accuracy, calibration, robustness, and fairness. | 2,898 stars · 412 forks | No one-command install · Source | |
| 3 | 96.171 | sysprog21-zhtw-lintingmcp · other | Enforces Taiwan Ministry of Education standards for Traditional Chinese text, catching Mainland Chinese regional drift in vocabulary, punctuation, and… | 467 stars · 42 forks | No one-command install · Source | |
| 4 | 95.860 | ankimcp-ankimcp · other | Comprehensive Anki flashcard integration with card review, note management, deck operations, and media handling | 461 stars · 33 forks | No one-command install · Source | |
| 5 | 92.296 | yzfly-python-interpretermcp · other | Provides a secure Python execution environment with isolated working directories, enabling code execution, file operations, and package management for… | 102 stars · 34 forks | No one-command install · Source | |
| 6 | 89.624 | arjunkmrm-minecraftmcp · other | Integrates with Minecraft to enable AI control and interaction within game environments for research, education, and automation. | 100 stars · 10 forks | No one-command install · Source | |
| 7 | 87.741 | rembermcp · other | Create flashcards and study/remember anything you care about with spaced repetition reviews on Rember. | 63 stars · 11 forks | No one-command install · Source | |
| 8 | 87.679 | jasperket-clankimcp · other | Integrates with Anki flashcards to provide card creation and deck management capabilities. | 44 stars · 21 forks | No one-command install · Source | |
| 9 | 86.808 | hzacode-onecitemcp · other | Generate academic citations from DOI, arXiv, titles, or URLs in BibTeX, APA, MLA formats | 65 stars · 8 forks | No one-command install · Source | |
| 10 | 86.501 | casperjuel-aulamcp · other | Access Denmark's Aula school platform to retrieve student profiles, calendars, messages, assignments, and attendance data. | 44 stars · 16 forks | No one-command install · Source | |
| 11 | 86.450 | waldzellai-clear-thoughtmcp · other | Provides 38 structured reasoning operations across core thinking patterns, collaborative reasoning, and advanced patterns like tree-of-thought and… | 53 stars · 10 forks | No one-command install · Source | |
| 12 | 86.165 | mtehabsim-screenpilotmcp · other | enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and… | 54 stars · 9 forks | No one-command install · Source | |
| 13 | 85.697 | peancor-moodlemcp · other | Streamlines Moodle educational workflows by providing automated tools for retrieving student information, managing assignments, and generating… | 42 stars · 13 forks | No one-command install · Source | |
| 14 | 84.980 | nietus-ankimcp · other | Provides a bridge between the Anki flashcard application and external tools for creating, updating, and retrieving flashcards without manually… | 39 stars · 12 forks | No one-command install · Source | |
| 15 | 82.564 | edubasemcp · other | Integrates AI assistants with the EduBase e-learning platform for quiz and exam management. | 28 stars · 12 forks | No one-command install · Source | |
| 16 | 78.510 | nkkko-daytona-python-interpretermcp · other | Integrates with Daytona's secure Python execution environment to enable isolated code running and workspace management for testing and educational… | 23 stars · 6 forks | No one-command install · Source | |
| 17 | 75.810 | aryankeluskar-canvasmcp · other | Integrates with Canvas LMS to retrieve course information, modules, and learning materials based on natural language queries or image analysis… | 11 stars · 9 forks | No one-command install · Source | |
| 18 | 72.112 | samefarrar-ankiconnectmcp · other | Integrates Anki flashcard functionality, enabling natural language interactions for spaced repetition learning within conversations. | 13 stars · 5 forks | No one-command install · Source | |
| 19 | 71.774 | ksaklfszf921-skolverketmcp · other | Integrates Swedish education data including curricula, school units, and adult education programs | 10 stars · 7 forks | No one-command install · Source | |
| 20 | 71.437 | tejpalvirk-contextmanagermcp · other | Provides a multi-domain context management system with specialized knowledge graph tools for tracking and analyzing work and learning activities… | 9 stars · 7 forks | No one-command install · Source | |
| 21 | 71.394 | lxy-hqu-academic-paper-analyzermcp · other | Analyzes academic papers with PDF text extraction, mathematical notation explanation, document structure analysis, content summarization, code… | 15 stars · 3 forks | No one-command install · Source | |
| 22 | 70.383 | arielbk-ankimcp · other | Integrates with Anki flashcard collections through AnkiConnect to enable complete deck management, note creation, card scheduling, study statistics… | 11 stars · 5 forks | No one-command install · Source | |
| 23 | 70.328 | ku-portal-mcpmcp · other | Enables Korea University students to query their KUPID portal and Canvas LMS using natural language for notices, library seats, timetable, grades… | 12 stars · 4 forks | No one-command install · Source | |
| 24 | 69.349 | galoishllee-sagemathmcp · other | Integrates with local SageMath installations to execute mathematical computations and check version information with configurable timeouts for… | 11 stars · 4 forks | No one-command install · Source | |
| 25 | 68.715 | plyght-canvas-lmsmcp · other | Integrates with Canvas Learning Management System to provide comprehensive course management, assignment submission, messaging, calendar events… | 14 stars · 2 forks | No one-command install · Source | |
| 26 | 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 | |
| 27 | 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 | |
| 28 | 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 | |
| 29 | 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 | |
| 30 | 53.186 | mlava-scholar-sidekick-mcpmcp · other | Resolve, format, and export academic citations. | 8 stars | No one-command install · Source | |
| 31 | 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 | |
| 32 | 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 | |
| 33 | 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 | |
| 34 | 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 | |
| 35 | 47.273 | maurodruwel-smartschoolmcp · other | Access courses, grades, assignments, and messages from Smartschool educational platform | 3 stars · 2 forks | No one-command install · Source | |
| 36 | 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 | |
| 37 | 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 |
| 38 | 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 | |
| 39 | 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 | |
| 40 | 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 | |
| 40 | 32.223 | tixuz-openemis-promcp · other | Query and modify OpenEMIS v5 education management data via natural language with read and write tools. | 2 stars | No one-command install · Source | |
| 40 | 32.223 | learners-mcpmcp · other | Turns any source material into a guided learning experience with learning maps, notes, four-phase study loop, spaced repetition flashcards, and… | 2 stars | No one-command install · Source | |
| 40 | 32.223 | coopermayne-lifeloggermcp · other | Personal knowledge system that captures information entries, automatically generates flashcards, and schedules spaced repetition reviews using the… | 2 stars | No one-command install · Source | |
| 40 | 32.223 | ipmentormcp · other | Provides verified IPv4 subnet calculations, IP analysis, and network diagram generation for AI tutoring systems via MCP. | 2 stars | No one-command install · Source | |
| 45 | 29.013 | scholar-relaymcp · other | An AI-powered research assistant that enables students to discover papers, generate summaries, and build bibliographies with cross-device session… | 1 star · 1 fork | No one-command install · Source | |
| 45 | 29.013 | huoshui-pdf-translatormcp · other | An intelligent PDF translation assistant specializing in academic papers with mathematical formulas, enabling context-aware translation with layout… | 1 star · 1 fork | No one-command install · Source | |
| 47 | 23.374 | igorpdev-databrmcp · other | Brazilian open data from IBGE, BCB, and INEP for demographics, economics, and education statistics. | 1 fork | No one-command install · Source | |
| 48 | 22.557 | jeffaf-kivvmcp · other | Automates academic paper discovery from arXiv with daily collection, relevance scoring, and summarization, providing personalized research feeds and… | 1 star | No one-command install · Source | |
| 48 | 22.557 | linguamcpmcp · other | Serves daily language lessons from a structured curriculum, enabling natural practice through conversation with AI tutors that track progress. | 1 star | No one-command install · Source | |
| 48 | 22.557 | selfpy-science-aimcp · other | Academic peer-review, research gap analysis, journal recommendations, and article writing tools. | 1 star | No one-command install · Source | |
| 48 | 22.557 | hi-jin-obsidian-pdf-evidencemcp · other | Obsidian plugin exposing PDF evidence and vault context through an MCP bridge, enabling text extraction, fuzzy matching for precise citation… | 1 star | No one-command install · Source | |
| 48 | 22.557 | zcsabbagh-knowledge-graphmcp · other | Knowledge graph for student learning with spaced repetition scheduling and multi-dimensional mastery tracking. | 1 star | No one-command install · Source | |
| 48 | 22.557 | mochi-mcpmcp · other | Enables creating, managing, and reviewing Mochi flashcards via the Model Context Protocol, supporting card CRUD, deck organization, and spaced… | 1 star | No one-command install · Source | |
| 48 | 22.557 | avanishd-3-mathmcp · other | Provides basic arithmetic operations and matrix multiplication with 64-bit floating point precision, handling edge cases like division by zero and… | 1 star | No one-command install · Source | |
| 48 | 22.557 | umutckem-isparta-uni-obsmcp · other | Integrates with Isparta University's student information system using web scraping to retrieve course schedules, grades, transcripts, and academic… | 1 star | No one-command install · Source | |
| 48 | 22.557 | chapel-supportmcp · other | Enables AI assistants to work with Chapel code, including compiling, linting, and accessing educational primers. | 1 star | No one-command install · Source | |
| 57 | Unranked | pipeworx-io-hal-frmcp · other | Queries HAL, France's national open archive for academic publications. | No signals yet | No one-command install · Source | |
| 58 | Unranked | graffiticodemcp · other | Connects AI assistants to Graffiticode's catalog of domain-specific language tools for creating assessments, spreadsheets, and flashcards. | No signals yet | No one-command install · Source | |
| 59 | Unranked | canvas-scholar-mcpmcp · other | Enables students to ask an AI assistant about their Canvas LMS data, including assignments, grades, missing submissions, discussions, and upcoming… | No signals yet | No one-command install · Source | |
| 60 | Unranked | canvas-mcp-litemcp · other | Enables AI assistants to act as teaching assistants for Canvas LMS, allowing them to browse courses, read student submissions (including PDF/DOCX)… | No signals yet | No one-command install · Source | |
| 61 | Unranked | csoai-org-citation-finder-ai-mcpmcp · other | Tools for finding and formatting academic citations and bibliographic references. | No signals yet | No one-command install · Source | |
| 62 | Unranked | mcp-french-school-mapmcp · other | Enables discovery and summarization of French education data, including school directories, geocoded establishments, IPS, Parcoursup, and exam… | No signals yet | No one-command install · Source | |
| 63 | Unranked | vocabit-mcpmcp · other | Enables an AI assistant to publish flashcard study sets directly into the Vocabit app and then read back detailed learner results, including weak and… | No signals yet | No one-command install · Source | |
| 64 | Unranked | campusintel-mcpmcp · other | Enables AI assistants to discover and explore university research, researchers, academic programs, and institutional data from OpenAlex and the U.S… | No signals yet | No one-command install · Source | |
| 65 | Unranked | student-management-mcp-prototypemcp · other | Provides simulated tools for querying student profiles, filtering attention lists, writing follow-up records, and generating class dashboards… | No signals yet | No one-command install · Source | |
| 66 | Unranked | cogniledger-makurimcp · other | AI tutoring platform for immigrant children with EU-compliant privacy protections. | No signals yet | No one-command install · Source | |
| 67 | Unranked | cmucourses-connectormcp · other | Remote MCP connector providing live, structured access to CMU Courses public data including courses, prerequisites, schedules, instructors, gen-eds… | No signals yet | No one-command install · Source | |
| 68 | Unranked | paperpilotmcp · other | Enables to turn a research folder into a submission-ready academic paper, with stages for screening, venue selection, drafting, humanization, and… | No signals yet | No one-command install · Source | |
| 69 | Unranked | mcp-acad-micomcp · other | Assists in writing academic papers by extracting, organizing, and referencing scientific PDFs with ABNT formatting. | No signals yet | No one-command install · Source | |
| 70 | 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 | |
| 71 | 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 | |
| 72 | 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 | |
| 73 | 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 | |
| 74 | 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 | |
| 75 | 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 | |
| 76 | 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 | |
| 77 | 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 | |
| 78 | 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 | |
| 79 | 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 | |
| 80 | 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 | |
| 81 | Unranked | gh-shengdynasty-studentvue-gradebookmcp · other | Query grades, GPA, attendance, and assignments from StudentVue school gradebooks. | No signals yet | No one-command install · Source | |
| 82 | 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 | |
| 83 | 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 | |
| 84 | 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 | |
| 85 | Unranked | mazemax-mindvalleymcp · other | Access Mindvalley's educational catalog of products, masterclasses, programs, and certifications | No signals yet | No one-command install · Source | |
| 86 | Unranked | academic-cv-builderskill · other | Format CVs for academic positions, including publications, grants, teaching, and research experience. Use when the user mentions academic CV, faculty… | No signals yet | No commit datelisted | armory install academic-cv-builder --cli claude |
| 87 | Unranked | aspire-learningmcp · other | Browse courses, chapters, lessons, and import LaTeX quizzes via remote MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 88 | Unranked | education-mcpmcp · other | Generates educational content like quizzes, lesson plans, flashcards, and grading rubrics from any topic via the Model Context Protocol. | No signals yet | No commit datelisted | No one-command install · Source |
| 89 | Unranked | edumints-scorm-mcpmcp · other | Builds SCORM 2004 compliant e-learning courses locally with automated packaging and data privacy. | No signals yet | No commit datelisted | No one-command install · Source |
| 90 | Unranked | fuxam-student-mcpmcp · other | Enables local MCP clients to explore a student's Fuxam modules, learning units, progress, schedule, and semester options, and to plan, compare, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 91 | Unranked | gws-classroomworkflow · other | Google Classroom: Manage classes, rosters, and coursework. | No signals yet | No commit datelisted | armory install gws-classroom --cli claude |
| 92 | Unranked | investor-lens-mcpmcp · other | Provides educational US market analysis by combining exchange rates, stock snapshots, and five famous investor perspectives (Buffett, Graham, Lynch… | No signals yet | No commit datelisted | No one-command install · Source |
| 93 | Unranked | olyport-college-scorecardmcp · other | U.S. higher education data: tuition, graduation rates, and post-graduation earnings. | No signals yet | No commit datelisted | No one-command install · Source |
| 94 | Unranked | olyport-onetmcp · other | Job descriptions, skills, education requirements, and wage data from O*NET. | No signals yet | No commit datelisted | No one-command install · Source |
| 95 | Unranked | paper-2-webskill · other | This skill should be used when converting academic papers into promotional and presentation formats including interactive websites (Paper2Web)… | No signals yet | No commit datelisted | armory install paper-2-web --cli claude |
| 96 | Unranked | recipe-create-classroom-courseworkflow · other | Create a Google Classroom course and invite students. | No signals yet | No commit datelisted | armory install recipe-create-classroom-course --cli claude |
| 97 | Unranked | research-engineerskill · other | An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical… | No signals yet | No commit datelisted | armory install research-engineer --cli claude |
| 98 | Unranked | resume-section-builderskill · other | Create targeted resume sections optimized for different experience levels and roles. Use when the user wants to build or rewrite specific sections… | No signals yet | No commit datelisted | armory install resume-section-builder --cli claude |
| 99 | Unranked | ship-learn-nextskill · other | Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework… | No signals yet | No commit datelisted | armory install ship-learn-next --cli claude |
| 100 | Unranked | skolverket-mcpmcp · other | Enables easy access to open data from the Swedish National Agency for Education, allowing querying and integration of educational statistics and facts… | No signals yet | No commit datelisted | 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.