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20 Best Vector Database MCP Servers: compared and ranked, November 2026Ranked from 1,822 matching servers on stars, growth, downloads and maintenance. Updated .

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    An MCP server that enables searching and retrieving ACL NLP conference papers from a Qdrant vector database using semantic search and structured filters like year, venue, and field of study.
    4
    MIT
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    MCP server for the STRING protein–protein interaction database, hosted by STRING at mcp.string-db.org. Adapted for LLM grounding: responses are size-limited and include metadata and notes on interpretation and next steps. Tools cover identifier resolution, interaction networks and evidence, functional and PPI enrichment, and sequence similarity search.
    17
    8
    MIT
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    Provides seamless access to UniProtKB protein database, enabling queries for protein entries, sequences, Gene Ontology annotations, full-text search, and ID mapping across 200+ database types.
    5
    2
    MIT
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    Enables MCP clients to autonomously perform symbolic mathematics and computer algebra, including solving equations, integration, differentiation, limits, series, inequalities, vector and tensor calculus, differential equations, matrices, units, and general relativity calculations.
    39
    Apache 2.0
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    Enables AI agents to control Copper Mountain Vector Network Analyzers over TCP/IP SCPI, offering 45 tools for sweep configuration, calibration, measurement, and Touchstone export.
    49
    2
    AGPL 3.0
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    Enables access to comprehensive vehicle information including VIN decoding, license plate OCR, vehicle history checks (theft, title, salvage records), market valuations, specifications, and warranty data for vehicles across North America and Europe.
    61
    1
    MIT
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    MCP server for querying verified data on European private equity & venture capital firms — funds, AUM, portfolio companies, and exits — from the GP Intel database.
    MIT
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    Live US sector rotation for agents: 30 US equity sector baskets ranked by average move every session, versioned basket rosters, and a daily close record since July 2026 that is never backfilled. Hosted MCP server (Streamable HTTP); this repository holds the docs, config and registry server.json.
    MIT
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    Enables searching Elsevier's Scopus database for scientific literature, retrieving abstracts and metadata, and exporting results in RIS or BibTeX format.
    15 PyPI
    1
    MIT
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    Enables AI clients to search a local literature library via vector semantic retrieval, with automatic conversion of Zotero items and arbitrary files into Markdown (including OCR for scanned PDFs). It supports natural language queries and provides answers with page-level citations.
    7
    MIT
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    Enables querying the abuse.ch MalwareBazaar database for malware samples by tag, family, signature, or recent submissions.
    641 npm
    MIT
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    Connects a podcast-sponsorship database to AI assistants, allowing users to search for brands that sponsor podcasts and reveal buyer contacts by name and email.
    MIT
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    Enables AI assistants to retrieve real-time official Korean statistics from the KOSIS database through natural language queries, with source citations.
    MIT
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    Enables searching scholarly literature via the OpenAlex database, with tools for full-text search, work details, citation lookup, and author queries.
    MIT
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    Enables AI agents to interact with the Titanic passenger database via MCP, providing tools for querying, analysis, and exploration.
    MIT