"How to use GitHub" matching MCP servers:

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.

An educational MCP server example demonstrating how to build a server that integrates with LLM clients like Claude Desktop.

Helps independent inventors calculate USPTO fees, determine entity status, track patent deadlines, and understand procedural rules without needing an attorney.

Enables querying of a locally pinned snapshot of the Education-to-Workforce Indicator Framework — 99 indicators and 11.8M observations — to browse questions, describe metrics, resolve places, and fetch or rank data across national, state, county, and district levels.

MCP server that enables AI programming tools to search, read, and use a remote library of 180+ professional development skills, with incremental caching and network acceleration for fast access.

Enables AI assistants to query HSE University's RUZ schedule API: find students, lecturers, groups, and rooms by substring, and retrieve a student's schedule by corporate email or a group's schedule by ID for 1–60 days ahead. Works without login or browser, though only from the HSE campus network or staff VPN.

Exposes USC's public course catalog API to AI agents, enabling natural-language queries about courses, GE requirements, schedules, and fees with optional filters for days, times, and open sections.

A technical interviewer that ingests GitHub repos, teaches you your own code, and conducts mock interviews with persistent memory of your weak spots.

An MCP server for college placement cells to analyze student profiles from bulk Excel data, search students, and access evidence-backed skill intelligence from resumes, GitHub, LeetCode, and portfolios. It provides tools for skill gap analysis and profile completeness evaluation.

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 butler — never signs, pays, or holds keys.

Enables casting I Ching hexagrams with the traditional three-coin method and retrieving James Legge's public-domain translation of judgments, images, and line texts, returning auditable cast records with changing and transformed hexagrams while leaving interpretation to the host model. It also exposes hexagram and trigram resources plus reflection prompts for use in study, creative thinking, and decision exploration.

Enables read-only search across EKKE course repositories, GitHub Discussions, and official university pages, returning source links and dates where available. Supports Hungarian-English query expansion and configurable response labels without restricting searches to one language.

Turns a candidate's real project history into evidence-backed interview preparation, matching job requirements to cited GitHub evidence and generating traceable STAR outlines, interview questions, and gap analyses for MCP clients.

A local MCP server for low-token co-reading: import a book, split it into chapter-sized chunks, read it chunk by chunk, and keep notes so a session can resume without re-reading the whole book.

A beginner-friendly MCP server built in plain Node.js/JavaScript that exposes five tools (calculator, UUID generator, read notes, get weather, password generator) to teach how the Model Context Protocol works under the hood.

A demonstration MCP server for educational purposes, showcasing how to build and integrate MCP servers with LLM clients like Claude Desktop.

Enables AI assistants to browse, search, filter, retrieve, and embed SVG scientific illustration assets from a curated library, with bilingual tooling and ready-to-use Markdown, HTML, and CSS examples.

An MCP server for Perigee, the open-source 3D viewer of the artificial objects orbiting the Earth, the Moon and Mars and of the spacecraft crossing the solar system. It lets an AI assistant (a teaching assistant, for example) answer questions such as “how far is Mars from the Earth on 1 December 2026?”, “where is the ISS now?” or “what is Lucy's mission?”, and hand the student a live 3D view, with

Enables users to authenticate with their own eCampus account and use AI to sync, search, download, read, render, and cache course materials, including PDF, PPTX, DOCX, HWPX, and text files, plus query and export imported schedules. It is an unofficial, locally installed MCP server that does not include automatic school schedule synchronization.

An MCP server that transforms books into agent-callable skill packages, enabling AI agents to use books as guides for evidence, procedures, and tutoring.

Manages student leave requests and approvals, integrated with GitHub Copilot for natural language interaction.

A local stdio MCP server that lets students query their HSE (NIU VShE) accounts: SmartLMS courses, materials, assignments, grades and internal messages, plus the ELK personal cabinet — schedule, academic record, services, requests and notifications. It also assembles day/week summaries, deadline alerts and change tracking, with optional write tools for submitting assignments kept off by default.

Enables agents to access TU Delft Brightspace courses, materials, assignments, grades, and more through authenticated local sessions.

Runs locally to let agents access Shantou University campus notices, grades, courses, assignments, exams, and schedules from public sites, OA, academic systems, MySTU, and Yuketang. Public data works without login, while personal features use optional school-page logins with local encrypted caching.

MCP server for UNSW students to read Moodle, Ed, and official course outlines, including courses, assignments, grades, forums, and AI use policies, with some write capabilities.

MCP server for Universidade de São Paulo's student systems (Moodle, JupiterWeb) enabling assistants to query grades, schedule, tasks, and more via secure backend.

Enables AI agents to interact with TI-Nspire CX II calculators over USB or an ESP32 wireless bridge, including live screen capture, file transfer, .tns document generation, LaTeX conversion, and MicroPython validation.

Enables teachers and TAs to use an AI assistant to review Canvas LMS submissions, stage grades, rubric scores, and student-facing feedback locally, and post approved results to SpeedGrader.

Calculates discriminants, roots, vertices, opening directions, and starting x-windows for quadratic functions, and computes count, min/max, mean, median, population, and sample standard deviations from numeric lists. It also returns official calculator and guide links for practice with TI 84 Calculator Online.

A learning-focused MCP server that demonstrates how to build arithmetic tools for AI assistants, currently featuring addition functionality with structured input/output.

Enables a shared reading room where users and Claude can import EPUB or text books, read chunk-by-chunk, annotate passages, search, track progress, and resume from unread sections.

A self-hostable, vulnerable-by-design MCP server for learning how object-level authorization bugs (BOLA/IDOR) appear in multi-tenant tools.

Enables read-only queries to the University of Santiago de Compostela's Moodle Campus Virtual, including pending work, announcements, events, and exam dates from official public sources, with a protected message-sending tool that requires explicit confirmation.

Enables LLMs and MCP clients to interact programmatically with Flux, Volt, and Mesh simulation web applications via WebSocket relay.

Provides an educational overview of MCP architecture, tools, resources, and prompts, and explains how to build, connect, and deploy MCP servers.

MCP server that provides tools to read UBC Canvas LMS data, including courses, assignments, announcements, submissions, and calendar, for use with Claude Desktop, Claude Code, or n8n AI agents.

AI-powered YouTube playlist to flashcards with spaced repetition (SM-2 algorithm). 18 tools for playlist management, semantic search, and Anki export.

Enables users to fetch number trivia, historical date facts, math properties, and random number facts through the NumbersAPI.

Enables students and educators to connect ChatGPT, Claude, or another MCP client to the Skyward account they are already authorized to use, through a self-hosted deployment they control. It exposes read-only tools for report cards, gradebooks, academic history, attendance, schedules, test scores, fees, and graduation requirements.

Enables families and AI assistants to find free matches for ABA therapy, special needs schools, speech therapy, and diagnostic testing based on location, age, and insurance, and to retrieve ABA cost and coverage data plus measurable IEP goal examples.