"Automating Browser Operations with Scripting or Tools" matching MCP servers:

Educational tools agent by Birkan Yavuz — an A2A + MCP server for classroom tools, with creator attribution in every result. It offers a catalog of 24 real classroom activities, including math visualizers and reading and sight-word tools.

An AI-powered study assistant that generates quizzes, flashcards, summaries, and concept explanations from study materials using the Model Context Protocol.

Enables AI assistants to run exact, deterministic text and data utilities for JSON formatting and conversion, token counting, cron explanation, date and age calculations, exam eligibility cut-offs, text counting, CGPA conversion, time-zone conversion, print-size conversion, and shadcn UI registry lookup. It is a free remote, stateless server with read-only tools and no input logging.

Evidence-first YouTube research server enabling search, transcript citation, video analysis, flashcards, and collateral generation for MCP hosts and VS Code.

Provides Latin NLP tools for tokenization, lemmatization, POS tagging, reported speech detection, and LiLa Knowledge Base querying via MCP.

A local MCP study assistant that explains topics, creates study plans, and generates revision checklists through the Model Context Protocol.

Enables a study assistant to explain topics, build study plans, and generate revision checklists, with read-only access to course outline and status resources.

A read-only MCP server that automates Google Classroom web pages for accounts without OAuth access, enabling search and reading of courses, classwork, and attachments.

Enables clients to calculate second-order dynamics metrics and design early-stage brackets, including mass-spring-damper parameters, step-response metrics, pole and gain design, hand checks, and candidate ranking. Inputs are unit-annotated and schema-validated before execution.

Provides structured MCP tools for querying college database records, including student profiles, course details, enrollments, faculty teaching assignments, and academic statistics.

Enables comprehensive management of Anki decks and notes through the Model Context Protocol, including bulk operations and note type customization. It features integrated high-quality audio generation for flashcards using ElevenLabs and Google Cloud Text-to-Speech APIs.

Enables AI agents to browse and teach the Deep Learning DIY course, providing access to modules, notebooks, transcripts, quizzes, slides, and homework via MCP tools.

An MCP server that enables AI agents to manage a Frappe LMS instance, including creating courses, chapters, lessons, quizzes, enrollments, batches, and certificates.

Provides access to API Ninjas Random Word API to generate random words by type (noun, verb, adjective, adverb) for creative writing, games, and language learning applications.

Enables read-only access to Blackboard Ultra course announcements, deadlines, grades, and materials, allowing users to download study materials and save summaries through an MCP interface.

Predicts the likelihood of school closures due to snowfall and severe winter weather using real-time weather data and machine learning algorithms.

An MCP server exposing @playbykey/theory as AI-callable music theory tools. Compute chords, scales, progressions, transpositions, and MIDI/frequency conversions instead of having your AI assistant guess at music theory from training data.

Exposes 22 typed, read-only MCP tools that let an agent answer questions about a student's own Ed discussion threads, Moodle deadlines and course materials, Gmail inbox, and OnTrack task feedback. Runs locally over stdio with credentials captured once by a CLI login, so the agent never handles passwords and never writes to any service.

Enables users and agents to query original-language biblical texts, lexicons, morphology explanations, and proper names through read-only MCP tools, resources, and prompts.

Generates educational content like quizzes, lesson plans, flashcards, and grading rubrics from any topic via the Model Context Protocol.

A multi-agent AI tutor that delivers personalized lessons, resolves doubts with RAG, generates quizzes, and tracks progress, all accessible via MCP for Claude Desktop.

An MCP (Model Context Protocol) server that turns the book Deep Learning with Python (François Chollet) into a searchable knowledge base, so Claude can act as a deep-learning/ML expert grounded in the book's content.

Enables integration with LeetCode APIs to retrieve problems, contests, solutions, and user data, support daily challenges and advanced searches, and perform authenticated actions such as running or submitting code and managing notes.

Read-only MCP server that enables assistants to retrieve sourced dyscalculia prevalence figures with their study references (DOI or PMID where available), chart and table datasets, and plain descriptions of the five number-skill screening games. It lets users ask which study supports a given statistic and get citations and credit details without ever scoring or diagnosing a person.

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 read-only interaction with CMU Student Information Online data, including student context, schedules, grades, enrollment, account activity, and campus life through MCP tools.

A read/write MCP server that connects AI assistants to the OpenEMIS school management system, allowing natural-language queries and write operations across 678 resources and 3361 endpoints.

Enables MCP-compatible clients to access Digiforma's GraphQL API for managing trainees, training sessions, and executing arbitrary GraphQL queries or schema introspection.

An interactive flashcard MCP App for Claude Desktop. Claude generates flashcards from your request or the conversation and renders them as an inline, gradeable flip-card review with spaced repetition.

13,000+ IT certification practice questions for AI agents (AWS, Azure, GCP, CompTIA, CISSP, PMP, Kubernetes, Terraform, Cisco, Salesforce). Pay-per-call via x402 USDC on Base, or a prepaid API key. Tools: get_cert_questions, list_certifications.

Enables AI assistants to read a student's own Blackboard (Ultra) data—courses, assignments, grades, announcements, and attachments—through their existing logged-in browser session, read-only and locally.

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.

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.

Enables an assistant to search and read AnkiWeb's shared-deck catalogue, download decks as .apkg files or Markdown, list the decks synced to your account, and publish a deck after a confirmed preview, all through your own AnkiWeb session. It can reuse a signed-in session from a local Chromium browser or open a login window, keeping credentials out of the server.

Provides spaced-repetition scheduling with the SM-2 algorithm as MCP tools, enabling agents to manage review items like flashcards or vocab locally. It supports adding, grading, and listing due items, plus optional pro features for export and forecast.

MCP server to search and retrieve regulations from 14 Korean universities' regulation management systems. Supports querying, listing, and viewing full text or specific articles.

An unofficial MCP server for Cambridge's CamCORS system, enabling supervision report management through a Chrome browser.

Enables MCP clients to teach on a view-only local browser chalkboard by drawing equations, plots, molecules, diagrams, and science illustrations step by step, with snapshots and saved lessons.

Enables importing grades from an Excel or CSV file into Navarra's Educa portal by driving a local browser to match student names and fill in the gradebook, showing a preview and writing values on screen before saving only after explicit confirmation, while never closing, signing, or publishing an evaluation.

Enables MCP clients to search, read, create, preview, and edit Smartipedia encyclopedia articles with no API key or signup.