"Top 100 MCP Servers Ranked by Weekly Downloads" matching MCP servers:

Enables users to compute symbolic derivatives and integrals, including definite and improper cases, and verify antiderivatives through SymPy-backed MCP tools.

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 AI assistants to connect to brokerage accounts in read-only mode so users can inspect balances, positions, and orders, and provides a local lab for backtesting strategies and simulated trading with pretend money.

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.

Search Japanese onomatopoeia by scene, not by spelling. 161 entries with nuance explained in Japanese and English. Fully offline MCP server, no API key required.

Exposes Bilibili learning videos to MCP clients, letting them search videos, read descriptions and video metadata, fetch timestamped subtitles, and view top comments for note-taking and Q&A. All summarization is left to the client model, with optional cookie-based login for subtitle access.

MCP server that enables searching and retrieving Czech university theses from theses.cz, including full-text search, metadata, and direct PDF downloads with optional cookie-based authentication.

An MCP server for codebreaker.xyz that enables authentication, problem discovery and statement fetching, profile viewing, attachment downloads, solution submission, and submission status polling through matching CLI and MCP tools.

Every FIFA World Cup since 1930 wrapped as 15 MCP tools — squads, brackets, stadiums, matches, awards, trivia. Powered by the Zafronix WC API.

Provides automated grammar checking by intercepting user input and returning correction instructions for MCP-compatible clients like Claude Desktop and Claude Code.

Enables AI agents to search and retrieve opportunities from the Opportunities Circle catalog, including scholarships, fellowships, internships, grants, jobs, and more. Supports filtering by type, country, funding, and tags, with full details and official apply links.

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 LLM clients to perform arithmetic and advanced calculations through MCP tools, access math constants and session calculation history, and receive step-by-step guidance for solving equations.

Enables natural-language querying of course, teacher, and assignment information stored in a SQLite database, including fuzzy course search, teacher lookups, weekly schedules, and assignment deadlines.

MCP server that wraps UDIR's open registries for Norwegian schools (NSR) and kindergartens (NBR), enabling search by municipality and retrieval of full details including coordinates and enrollment.

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.

Helps PhD applicants find matching professors by research interests, outputting a ranked table with confidence scores and sources.

Enables AI agents to manage tutoring workflows by listing students, tracking progress, logging session notes, assigning homework, and generating parent-friendly progress reports through natural language.

Enables Claude Code and Claude Desktop to access Hansung University’s LMS (Cosmos) for assignment, quiz, VOD, and course-material workflows, including deadline lists, downloading assignments and materials, weekly summaries, and local lecture transcription, without submitting work.

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 searching your local study notes, course code, and lecture PDFs, reading files and PDF pages, registering doubts, and tracking completed lessons. Also provides prompts to generate quizzes and weekly revision plans grounded in your own material with source citations.

Enables users to find free legal textbook copies by title, ISBN, or course topic across OpenStax, DOAB, and Open Library, look up ISBN edition details, browse free textbooks by subject, and identify older editions that may cost less.

Read-only MCP server for Canvas LMS that works without API tokens by using session cookies, enabling AI assistants to access courses, assignments, grades, announcements, and more.

Provides pet nutrition tools for AI agents, enabling cup-to-grams conversion, RER/MER calorie calculations, and ideal weight lookup by breed with source URLs.

Enables MCP clients to query sourced phonics and sight word lists by grade, language, section, or spelling pattern, and to retrieve full lists, placement rationale, citations, and CSV/JSON downloads.

Enables course planning for University of Pennsylvania by searching the catalog, inspecting sections and ratings, detecting schedule conflicts, and building weekly schedules.

Enables parents to search and inspect educational materials available in their own authorized SAS account, including catalog metadata, section and resource listings, personalized availability summaries, and private downloads of accessible unencrypted PDFs.

Provides programmatic access to Next Generation Science Standards (NGSS) for middle school education with 8 powerful tools for standard lookup, search, filtering by 3D framework components, and intelligent curriculum unit planning.

Enables users to practice graded AI Engineer and Investment Banking interview questions through tools for listing topics, retrieving questions and model answers, getting step-by-step answer frameworks and scoring rubrics, running randomized mock drills, and searching questions offline over stdio.

Connects a personal KodeKloud learning account to AI assistants such as Claude Desktop, Claude Code, Cursor, and ChatGPT, letting users review course progress and syllabi, inspect running hands-on labs, check certification exam readiness for CKA/CKAD/CKS/Terraform, track KodeKloud Engineer tasks, and generate weekly study plans through natural language. It runs read-only by default over stdio or remote SSE/streamable-HTTP transport, with session credentials auto-detected from a browser cookie or bearer token and redacted from all logs.