"Automating a QA End-to-End Workflow" matching MCP servers:

Enables agents to verify educational, scientific, and engineering visuals by extracting structured evidence and running domain-specific checks against specs and theory.

Enables AI assistants to plan and track McDonald's visits by locating stores, estimating commute calories, recommending nutrition-targeted menu combinations, monitoring orders, running spaced-repetition vocabulary practice during waits, and recording progress in a local dashboard.

Runs MATLAB/Simulink code in a persistent, queue-backed session — reading and writing workspace variables, exporting figures, linting scripts before execution, capturing live Simulink snapshots, and executing arbitrary MATLAB commands from concurrent agents. It also powers a workflow that turns PDF courseware problems into graded simulation scripts and models, with an independent scorer checking syntax, formula agreement, and plot readability.

A local MCP server for Canvas LMS that enables querying courses, assignments, grades, modules, and more from any MCP-compatible AI client.

Packages self-contained HTML or Claude Design bundles into SCORM 2004 courses any LMS can import, with offline asset inlining, milestone-based completion/progress and score tracking. Fully local, no telemetry; validated end-to-end on SCORM Cloud.

A learning-focused MCP server that provides tools for current time, arithmetic, random quotes, mock weather, and UUID generation, demonstrating the Model Context Protocol end-to-end.

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.

Enables AI agents to sign into a real Moodle LMS and handle the student workflow end to end: browsing courses, schedules, forums and grades, converting assignments and attachments into markdown, and uploading and submitting work as drafts or finalized submissions. Ships as a single static binary with write actions confirmed by the user and quiz-taking deliberately excluded.

Enables an AI assistant to run a practice job interview end to end: starting a session for a role and focus areas, streaming the interviewer's next question, recording the user's answers, and retrieving the transcript, budget spend, and final scorecard. The irreversible steps, scoring and deletion, require explicit human confirmation through the client before they proceed.

MCP server that exposes a university course catalog to LLMs, enabling course search, prerequisite lookup, instructor details, and department directory through natural language.

Provides LLM assistants with course search, prerequisite lookup, instructor information, and prerequisite graph tools backed by a SQLite database, enabling AI-powered academic advising.

Provides intelligent access to a university course catalog with full-text search, prerequisite tracking, instructor lookups, and course comparison prompts.

MCP server exposing a university course catalog with tools for searching courses, looking up prerequisites and instructors, and generating prerequisite graphs, plus resources and a prompt template for AI academic advisors.

An MCP server that enforces a pedagogical workflow to teach topics step by step, using research, decomposition, and spaced retrieval practice.

Provides a comprehensive creative thinking tool with methods like structured process, perspective shift, and constraint-based innovation to enhance divergent thinking.

Provides Chinese figurative language lookup backed by CC-CEDICT, helping to verify whether a word or phrase has recorded figurative usage or is a one-off creative expression.

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.

Enables AI apps to compute GPAs from courses and credits, convert between letter and percentage grades, determine the score needed on a final exam, analyze weighted course grades, and plan the GPA required for a target cumulative result.

Enables AI assistants to access career-coaching tools: article search, Holland assessment, interview question bank, resume diagnosis and rewrites, mock interview coaching, interview prediction, and OCR exam search, all relayed to a backend service.

Provides read-only access to LessonLab's lesson workflow, pricing, FAQ, and official links for MCP-compatible AI clients.

Enables users to determine the Japanese school stage, grade, and subject range for a given knowledge item or term, and to audit LLM explanations for content exceeding a specified grade limit. It also searches normalized MEXT curriculum-code tables and retrieves prerequisite knowledge for topics.

Enables a model to search and manage an Anki collection through a dry-run, human-approved workflow, with read-only access by default and write plans validated against deck allowlists, tags, duplicates, and other safety checks before application.

A starter MCP server with a working 'greet' tool and stub examples for notes/FAQ search, built for the NextFlows Academy cohort program to extend with custom tools.

A server implementation that connects to a locally running Anki, enabling card review and creation through the Model Context Protocol.

Enables agents to turn a JSON content payload into a served, multi-page learning website with interactive sections, and hands back the URL.

A deterministic MCP server for creating and managing educational storyboards, video scripts, and slide decks. It provides tools for content planning, validation, and DOCX/PPTX generation, with a guided workflow.

A local MCP server that transforms an Obsidian vault into a structured learning interface through tools for concept extraction and gap analysis. It enables AI agents to generate study plans and align note-taking with implementation projects for a more cohesive learning workflow.

Enables browsing and collecting course materials from Brightspace through Chrome DevTools Protocol, allowing snapshotting, downloading media, and automating page navigation.

A Model Context Protocol server implementation that enables AI assistants to search for tutors on Manalink platform by subject, grade level, and other criteria.

A Model Context Protocol server for managing Anki flashcards via AnkiConnect, enabling AI assistants to create, read, and update cards.