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  • A
    license
    Not graded
    quality
    B
    maintenance
    This server enables aspiring Google Summer of Code contributors to discover and evaluate mentoring organizations and repositories, find available beginner issues, check claimability, get personalized recommendations, prepare proposals, and track progress using grounded GSoC and GitHub data. It also surfaces official program guidance, anti-spam rules, and GitHub API rate-limit status.
    354 PyPI
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A local MCP server that exposes Canvas LMS courses, assignments, grading, discussions, modules, pages, files, messaging, and peer reviews to an AI assistant through about 100 Markdown-returning tools, with preview-then-confirm behavior for any write operations.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Perfume database API with verified notes: 1,500+ perfumes, 160+ houses, 400+ raw materials in a fragrance ingredients database. 12 tools over MCP and REST, OpenAPI spec, free and keyless, answers in 10 languages. Look up a note or raw material and get the perfumes that use it, or a perfume and get its full top, heart and base pyramid. Built by Scento.
    12
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides an MCP interface for accessing YOKATLAS (Turkish Higher Education Council Atlas) data, enabling LLM applications like Claude to search and retrieve details about undergraduate and associate degree programs in Turkey.
    4
    73
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables an AI assistant to publish flashcard study sets directly into the Vocabit app and then read back detailed learner results, including weak and untouched cards, so future sets can be tailored to actual performance.
    8
    57 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables MCP-compatible clients to access Digiforma's GraphQL API for managing trainees, training sessions, and executing arbitrary GraphQL queries or schema introspection.
    5
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables RF and microwave engineers — or any MCP client — to convert impedances, analyze transmission lines and ladder circuits, synthesize L/Pi/T/stub/quarter-wave matching networks, and evaluate transistor S-parameters, stability, gain and noise circles. It also renders publication-quality Smith charts and returns human-readable summaries in English or Turkish over stdio or Streamable HTTP.
    14
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables turning pasted syllabus text into dated calendar events, expanding recurring classes while skipping holidays and reading weeks, building valid .ics files with reminders, and merging calendars to surface conflicts. All processing runs locally without login or network access.
    4
    130 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables an AI assistant to browse a signed-in school-communication account's classes, chats and message streams, inspect and adjust notification preferences and delivery devices, and send messages to a chat or class. Write actions require explicit user confirmation, and a read-only GraphQL tool allows arbitrary queries for anything the built-in tools don't cover.
    10
    704 npm
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Provides a small educational library MCP server that demonstrates core Model Context Protocol concepts through book search, checkout, resource reading, prompts, and tool annotations, enabling developers to explore MCP mechanics interactively.
    4
    -
  • A
    license
    A
    quality
    C
    maintenance
    Lets AI assistants read a student's Canvas LMS courses, modules, deadlines, announcements and course files through the Canvas REST API, using university single sign-on with MFA instead of an API token, and download lecture slides into per-course folders. All access is read-only and works with any Canvas site, defaulting to Oxford.
    9
    2
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Provides Vedic astrology tools to AI assistants, enabling birth chart calculation, daily Panchang, and nakshatra profiles via the star-meet.com API.
    3
    37 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides read-only access to Quran data — reciters, surahs, full-text search, ayah retrieval, prayer times, live radio stations, and Hijri dates — so AI agents can answer Islamic content queries. Runs locally via stdio or remotely over stateless HTTP for Claude, ChatGPT, and other MCP clients.
    8
    ISC
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to log into the SIGAA academic system through its web interface and read a student's data: portal info, enrolled and past classes, course topics, participants, grades, attendance, assignments, exams, news, forums, and course plans. It also lets agents download course files and participant photos on demand.
    7
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables Claude, Cursor, VS Code, and other MCP clients to search 200 graded AI engineering and investment banking interview questions, retrieve model answers, and run scored mock interviews offline or over HTTP.
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to compute a child's Four Pillars of Destiny and provide innate temperament, learning style, and parenting guidance entirely locally without API keys or network calls.
    3
    18 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to read your own SKKU iCampus data, including tasks, assignments, announcements, lectures, attendance, and grades, through read-only MCP tools, with a refresh tool to request a new sync.
    8
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to browse a Moodle-based university LMS using the user's own account — listing courses, upcoming deadlines, and course materials, reading file contents as text, generating file links, and downloading files. Runs locally over stdio or as a hosted HTTP connector for web chat clients.
    7
    1
    MIT