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 | 97.631 | cookjohn-zoteromcp · front-end | Integrates with Zotero reference management software through a dual-component architecture to provide access to bibliographic data, abstracts, tags… | 1,117 stars · 92 forks | No one-command install · Source | |
| 3 | 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 | |
| 4 | 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 | |
| 5 | 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 | |
| 6 | 95.547 | shuotao-revitmcp · front-end | Educational implementation bridging Autodesk Revit with AI assistants through dual-component architecture for model control and building information… | 102 stars · 110 forks | No one-command install · Source | |
| 7 | 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 | |
| 8 | 94.998 | nailuogg-ankimcp · search | Integrates with Anki flashcard software through AnkiConnect to enable deck management, note creation/modification, and search functionality for spaced… | 251 stars · 37 forks | No one-command install · Source | |
| 9 | 94.933 | overleafmcp · search | Integrates with Overleaf LaTeX projects through Git access to read, analyze, and navigate academic papers and documents with file listing, content… | 261 stars · 33 forks | No one-command install · Source | |
| 10 | 94.116 | readingplus-deep-researchmcp · search | Guides structured research processes through systematic question elaboration, web searching, and data synthesis to produce well-cited, properly… | 214 stars · 26 forks | No one-command install · Source | |
| 11 | 93.857 | scorzeth-ankimcp · search | Integrates with Anki to enable AI-driven flashcard creation, retrieval, and review processes for enhanced spaced repetition learning. | 184 stars · 28 forks | No one-command install · Source | |
| 12 | 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 | |
| 13 | 93.752 | adityak74-scholarly-arxivmcp · search | Integrates with arXiv to enable keyword-based searching and retrieval of academic articles for research assistance and literature reviews. | 186 stars · 26 forks | No one-command install · Source | |
| 14 | 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 | |
| 15 | 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 | |
| 16 | 91.137 | cameronrye-openzimmcp · search | Provides offline access to ZIM format knowledge bases with search capabilities, content retrieval, and smart fallback mechanisms for accessing… | 125 stars · 13 forks | No one-command install · Source | |
| 17 | 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 | |
| 18 | 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 | |
| 19 | 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 | |
| 20 | 89.574 | camdenclark-ankimcp · search | Integrates with Anki flashcard decks via AnkiConnect to enable automated creation, retrieval, and management of study materials. | 82 stars · 13 forks | No one-command install · Source | |
| 21 | 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 | |
| 22 | 89.043 | studentofjs-figma-to-reactmcp · front-end | Transforms Figma designs into React components with TypeScript and Tailwind CSS, providing tools for API integration, component extraction, and… | 77 stars · 12 forks | No one-command install · Source | |
| 23 | 88.883 | pollinations-chucknorrismcp · ai-agents | Enhances language models by fetching specialized prompts from the L1B3RT4S repository, supporting multiple LLMs including ChatGPT, Claude, and Gemini… | 67 stars · 15 forks | No one-command install · Source | |
| 24 | 88.704 | jackkuo666-semanticscholarmcp · search | Provides a bridge to Semantic Scholar for searching and analyzing academic papers with tools for keyword searches, metadata access, and citation… | 80 stars · 10 forks | No one-command install · Source | |
| 25 | 88.586 | scholar-45645678amcp · search | Academic paper search across nine sources with PDF downloads, AI analysis, and citation graph generation. | 95 stars · 8 forks | No one-command install · Source | |
| 26 | 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 | |
| 27 | 88.196 | claude-deep-researchmcp · ai-agents | Extends research capabilities by providing unified access to web and academic information through DuckDuckGo and Semantic Scholar integrations… | 63 stars · 13 forks | No one-command install · Source | |
| 28 | 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 | |
| 29 | 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 | |
| 30 | 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 | |
| 31 | 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 | |
| 32 | 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 | |
| 33 | 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 | |
| 34 | 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 | |
| 35 | 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 | |
| 36 | 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 | |
| 37 | 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 | |
| 38 | 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 | |
| 39 | 85.459 | wilddatax-supprmcp · search | AI-powered document translation and academic literature search with support for PDF, DOCX, and PPTX across 11 languages | 255 stars · 2 forks | No one-command install · Source | |
| 40 | 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 | |
| 41 | 84.221 | connectry-io-connectrylab-architect-cert-mcpmcp · front-end | Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference… | 33 stars · 14 forks | No one-command install · Source | |
| 42 | 84.060 | eclipse-cj-paper-distillmcp · database | Automated academic paper discovery and curation across nine research databases with AI-powered filtering, Zotero and Obsidian integration, and… | 67 stars · 4 forks | No one-command install · Source | |
| 43 | 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 | |
| 44 | 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 | |
| 45 | 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 | |
| 46 | 81.946 | matsjfunke-paperclipmcp · search | Integrates with ArXiv, OpenAlex, and Open Science Framework to provide unified academic paper search, metadata retrieval, and full-text PDF extraction… | 29 stars · 9 forks | No one-command install · Source | |
| 47 | 80.970 | pubmed-search-mcpmcp · ai-agents | An intelligent research assistant MCP server for AI agents, providing task-oriented literature search and analysis across multiple academic databases. | 27 stars · 8 forks | No one-command install · Source | |
| 48 | 80.662 | studentofjs-frontend-testingmcp · front-end | Enables automated frontend testing by analyzing JavaScript/TypeScript code, generating Jest and Cypress tests, and executing them in isolated… | 26 stars · 8 forks | No one-command install · Source | |
| 49 | 79.253 | secretiveshell-awesome-llms-txtmcp · ai-agents | Integrates with Awesome-llms-txt to enhance conversations by incorporating relevant documentation snippets for improved technical support, code… | 25 stars · 6 forks | No one-command install · Source | |
| 50 | 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 |
| 51 | 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 | |
| 52 | 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 | |
| 53 | 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 | |
| 54 | 77.771 | lstudlo-scholarmcp · back-endalso listed as scholarmcp | 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 | |
| 56 | 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 | |
| 57 | 77.040 | semantic-scholar-mcpmcp · search | An MCP server that provides access to Semantic Scholar's academic paper database, enabling paper search, detailed retrieval, author info, and citation… | 10 stars · 10 forks | No one-command install · Source | |
| 58 | 76.807 | anuj0456-arxivmcp · search | Integrates with arXiv's academic paper repository to enable searching, analyzing, and managing research papers with features like author searches… | 19 stars · 6 forks | No one-command install · Source | |
| 59 | 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 | |
| 60 | 75.782 | bcefghj-math-animationmcp · front-endalso listed as math-animation-mcp | Generates Manim-based educational math animations from text descriptions, LaTeX formulas, PDFs, or images. | 16 stars · 7 forks | No one-command install · Source | |
| 60 | 75.782 | alperenkocyigit-semantic-scholarmcp · database | Integrates with Semantic Scholar's academic database to search research papers, retrieve author information, analyze citation networks, and discover… | 16 stars · 7 forks | No one-command install · Source | |
| 63 | 74.783 | adamamer20-paper-searchmcp · searchalso listed as paper-search | Aggregates academic paper search and retrieval across arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, IACR ePrint Archive, Semantic Scholar, and… | 14 stars · 8 forks | No one-command install · Source | |
| 65 | 73.154 | smaniches-semantic-scholarmcp · database | Integrates with Semantic Scholar's database of 200+ million academic papers to enable searching with filters, retrieving detailed paper information… | 22 stars · 2 forks | No one-command install · Source | |
| 66 | 72.644 | gh-n24q02m-web-extended-toolkitmcp · search | Web search, content extraction, academic research, and library documentation indexing. | 17 stars · 3 forks | No one-command install · Source | |
| 67 | 72.112 | korean-elementary-learning-map-mcpmcp · database | Provides access to the Korean elementary 2022 revised curriculum learning graph, enabling users to search and retrieve curriculum standards, learning… | 13 stars · 5 forks | No one-command install · Source | |
| 67 | 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 | |
| 67 | 72.112 | sjtu-sai-agents-research-sandboxmcp · ai-agents | Multi-layered sandbox that combines Google search, web content parsing, and ArXiv paper processing with configurable LLM backends for comprehensive… | 13 stars · 5 forks | No one-command install · Source | |
| 70 | 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 | |
| 71 | 72.046 | faizan45640-google-classroommcp · auth | Integrates with Google Classroom to retrieve courses, announcements, and assignments using OAuth2 authentication, enabling students and educators to… | 6 stars · 8 forks | No one-command install · Source | |
| 72 | 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 | |
| 73 | 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 | |
| 74 | 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 | |
| 75 | 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 | |
| 76 | 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 | |
| 77 | 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 | |
| 78 | 70.564 | cyanheads-openalexmcp · searchalso listed as cyanheads-openalex-mcp-server, openalex-mcp-server | OpenAlex academic research catalog access for searching 270M+ publications, analyzing research trends, and resolving author and institution… | 14 stars · 3 forks | No one-command install · Source | |
| 78 | 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 | |
| 82 | 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 | |
| 83 | 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 | |
| 83 | 70.328 | aytzey-paper-pilotmcp · database | Academic research assistant searching 6 databases, downloading PDFs, extracting evidence, and integrating with Zotero. | 12 stars · 4 forks | No one-command install · Source | |
| 85 | 70.060 | emi-dm-arxivmcp · search | Integrates with arXiv academic repository to provide paper search by keywords, authors, or categories, content retrieval, and text analysis with… | 6 stars · 7 forks | No one-command install · Source | |
| 86 | 69.750 | youtubemcp · search | Integrates with YouTube to enable video content analysis through transcript extraction, search, comment retrieval, and content summarization for… | 13 stars · 3 forks | No one-command install · Source | |
| 86 | 69.750 | scipenai-aminermcp · database | Integrates with AMiner's academic database to provide paper search by keyword, venue, author, or advanced multi-criteria queries with configurable… | 13 stars · 3 forks | No one-command install · Source | |
| 88 | 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 | |
| 89 | 68.715 | library-access-mcpmcp · auth | Enables AI assistants to access authenticated academic databases via browser sessions, eliminating re-login and password exposure. | 14 stars · 2 forks | No one-command install · Source | |
| 89 | 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 | |
| 91 | 68.315 | openversemcp · search | Integrates with Openverse's Creative Commons image collection to search and retrieve openly-licensed images with detailed filtering options… | 18 stars · 1 fork | No one-command install · Source | |
| 92 | 68.220 | chrismannina-pubmedmcp · search | Integrates with NCBI PubMed to provide literature search, article retrieval, author-based searches, citation formatting in multiple styles, and… | 10 stars · 4 forks | No one-command install · Source | |
| 93 | 68.021 | elliotpadfield-unpaywallmcp · database | Integrates with Unpaywall's database to find open access versions of academic papers and retrieve publication metadata including DOIs, author details… | 11 stars · 3 forks | No one-command install · Source | |
| 94 | 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 | |
| 95 | 66.871 | vpursuit-swiplmcp · devops | Provides secure access to SWI-Prolog logic programming through dual query modes with sandboxed execution, dynamic knowledge base management, and… | 9 stars · 4 forks | No one-command install · Source | |
| 96 | 66.172 | thinktraveller-uniarticlesmcp · databasealso listed as uniarticles-mcp-server | Unified academic literature retrieval across Scopus, ArXiv, and Semantic Scholar databases. | 11 stars · 2 forks | No one-command install · Source | |
| 96 | 66.172 | pamelafox-postgres-db-demomcp · database | Educational MCP server demonstrating four FastMCP abstraction levels for safe PostgreSQL tool design. | 11 stars · 2 forks | No one-command install · Source | |
| 99 | 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 | |
| 100 | 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 |
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.