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20 Best Memory MCP Servers: compared and ranked, November 2026Ranked from 5,297 matching servers on stars, growth, downloads and maintenance. Updated .

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    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.
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    MIT
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    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.
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    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.
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    31 PyPI
    Apache 2.0
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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.
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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.
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    MIT
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    Connects AI assistants and agents to Finland's school system, enabling retrieval of schedules, homework, exams, grades, messages, absences, and related school information for all of a family's children across multiple accounts. It runs locally, logs in only to the school service, and cannot send messages or change data.
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    MIT
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    Enables Japanese word lookup and search using the Jisho.org dictionary, providing tools to search entries and retrieve exact word definitions with JLPT levels and parts of speech.
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    Provides structured access to the Tao Te Ching's 81 chapters, including Chinese text, an English translation, full-text search, topic-based reading paths, and reflection prompts.
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    MIT
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    Enables LLMs to understand and work with shipbuilding terminology (Korean/English), including search, translation, and explanation of terms across 14 categories with 364 terms.
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    MIT
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    Provides read-only access to Quran data — reciters, surahs, full-text search, ayah retrieval, prayer times, live radio stations, and Hijri dates — so AI agents can answer Islamic content queries. Runs locally via stdio or remotely over stateless HTTP for Claude, ChatGPT, and other MCP clients.
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    ISC
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    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.
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    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.
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    5 npm
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    MIT
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    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.
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    18 npm
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    ISC
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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.
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    MIT
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    Enables AI assistants to run free US money calculators for credit card payoff, debt consolidation, loan terms, crypto trading fees, and emergency funds, returning results with formulas, summaries, warnings, and pre-filled calculator links. It also lets agents list related educational guides.
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    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.
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    MIT
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    An MCP server for Japanese literature research that provides unified search across NDL, CiNii, J-STAGE, and other Japanese academic databases, with Skills to assist in search planning and result evaluation.
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    502 npm
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    MIT
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    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.
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    An unofficial MCP server for Bunpro that exposes its review queue, search, statistics, and SRS management as tools, enabling an LLM agent to read study data and add grammar points or vocabulary to reviews.
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    2 npm
    MIT
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    Provides access to the HUMMBL Base120 framework of 120 validated mental models organized across 6 transformations, enabling users to search, retrieve, and get AI-recommended mental models for problem-solving and decision-making.
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    43 npm
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    Apache 2.0