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    Provides eight deterministic, source-grounded tools for exploring the Beautiful Solutions toolbox, enabling organizers and educators to search, compare, map, and build discussion guides around liberation-focused values, principles, solutions, and stories without runtime LLM or network calls.
    8
    1
    MIT
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    Not graded
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    Enables searching and downloading academic papers from multiple sources including arXiv, PubMed, bioRxiv, Google Scholar, and Semantic Scholar. Provides standardized tools for research workflows and OpenAI Deep Research integration.
    5
    MIT
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    Enables searching and downloading academic papers from multiple sources including arXiv, PubMed, bioRxiv, Google Scholar, and Semantic Scholar. Provides standardized tools compatible with OpenAI Deep Research and ChatGPT connectors.
    15
    MIT
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    Search, filter, and sample over a million competition and olympiad math problems (AMC, AIME, IMO, Putnam, MATH, Omni-MATH) by topic, contest, year, and difficulty, and fetch any problem's LaTeX statement with its answer, hints, and solutions where available.
    4
    4
    38 PyPI
    2
    MIT
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    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
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    Enables LLMs to search and retrieve exam problems, solutions, and answers from the СДАМ ГИА educational platform across multiple subjects. It supports fuzzy text matching, catalog browsing, and structured data retrieval to assist with academic study and test preparation.
    7
    19 npm
    5
    MIT
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    Enables MCP clients to look up Bible verses, perform semantic search, and access original-language word study through a local Concord instance, providing accurate citations and honesty about uncertainty.
    10
    MIT
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    A local-first multilingual dictionary, thesaurus, translation, lexical-relations, semantic-neighbour, and English wordplay server for the Model Context Protocol (MCP). It operates fully offline with read-only query access and no data mutation while running.
    7
    1
    Apache 2.0
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    Provides AI-powered educational tools for teachers including lesson planning, quiz creation, student progress analysis, learning path recommendations, and rubric generation. Enables educators to automate administrative tasks and personalize learning experiences through natural language interactions.
    5
    8 npm
    35 PyPI
    MIT
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    MCP server over the open index of 1,562 certification exam blueprints across 217 certifying bodies. Search exams, pull full blueprints (domains & weights, passing scores, prerequisites, renewal), and compare certifications. Read-only, public data, no API key.
    4
    1
    MIT
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    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.
    9
    727 npm
    MIT
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    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
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    Enables users to find books by keyword, ISBN, or author and check which branches hold copies of them and whether those copies are currently available for loan or when they are due back. Currently covers Shanghai's interlinked public library network of 900+ locations, with a design open to additional cities.
    3
    Apache 2.0
  • F
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    Provides read-only MCP tools to search and retrieve evidence-grounded knowledge compiled from video content, including hybrid semantic and lexical search with citations.
    5
    -
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    Enables AI agents to search and read the public Faradars course catalog, including prices, discounts, syllabi, reviews, instructors, categories, learning paths, offers, and magazine articles, without an API key or account.
    16
    212 PyPI
    MIT
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    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
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    Enables MCP clients to search and describe API routes, retrieve people, admissions, academics, and billing records, download exports, and optionally make changes against a school information system, read-only by default.
    6
    431 npm
    MIT
  • A
    license
    A
    quality
    F
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    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
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    Enables AI assistants to look up Lichess players, review their recent games and flagged mistakes, and answer chess questions using Lichess's own server analysis, cloud evaluations, and Syzygy tablebase rather than guessing. Also serves daily and by-id puzzles (with solutions hidden until requested) and opening explorer statistics, returning explicit "not available" responses when Lichess has no data.
    9
    MIT
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    Enables access to Columbus School for Girls Veracross portal features including directory search for students/parents/staff, calendar events, and Lower School lunch volunteer scheduling through secure browser authentication.
    8
    9 npm
    1
    MIT
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    Enables MCP clients to read your own OAHelper Pro account for company OA sets, problem statements, MCQ answer keys, official solutions, and interview experiences, saving everything as offline markdown. It also provides skills for mock OAs, MCQ drills, hint-based coaching, interview briefs, study plans, and spaced revision.
    8
    28 PyPI
    3
    MIT
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    A read-only MCP server that lets AI agents search Iranian tech jobs and companies, browse programming contests, look up public practice problems, and explore the College course catalog on quera.org. No API key or account is required, and it works in Claude, Cursor, Copilot and other MCP clients.
    14
    194 PyPI
    MIT
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    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
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    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
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    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.
    10
    10 npm
    MIT
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    Enables AI agents to search roughly 5,700 Persian online courses, compare prices, discounts and ratings, find free or cheapest offerings, and read curricula, teacher profiles and learner reviews. Read-only with no API key or account required.
    12
    181 PyPI
    MIT