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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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  • F
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    This MCP is used to get realtime food data from OpenFoodFacts database. OpenFoodFacts is a largest food database in the world.
    21
    12 npm
    22
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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to query the IRS 990 nonprofit database and OpenRegs federal regulations database via SQL, providing access to nonprofit filings, grants, lobbying, and congressional data.
    Creative Commons Zero v1.0 Universal
  • A
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    B
    maintenance
    Enables searching and retrieving public-transport feed metadata from MobilityData's open catalogue, including GTFS schedule and realtime feeds with operator URLs, licenses, and bounding boxes.
    632 npm
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Enables querying Statistics Sweden's statistical database via tools like navigate, get_table_metadata, query_table, etc.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables searching and retrieving US electricity tariff data from NREL's OpenEI Utility Rate Database, including rate schedules, charges, and utility information for locations.
    377 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides access to the OpenCellID cell tower geolocation database for querying location data from cell towers.
    389 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables querying the BOLD Systems global DNA barcode database for specimen records, taxonomy, barcode sequences, and BIN clusters, with keyless access and FASTA-ready output.
    427 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables querying the Consumer Financial Protection Bureau (CFPB) complaint database to retrieve consumer complaint data without authentication.
    425 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables querying Open Food Facts product database by barcode, full-text search, category, brand, or country.
    349 npm
    MIT
  • F
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    Not graded
    quality
    A
    maintenance
    Enables users to query a vulnerability database for vendors, products, vulnerabilities by product, specific CVE IDs, recent CVEs with CAPEC/CWE/CPE expansions, and database update information.
    -
  • F
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    quality
    D
    maintenance
    Provides access to Poland's largest business registry database, enabling company search, beneficiary checks, and financial document retrieval via natural language.
    1
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  • A
    license
    A
    quality
    D
    maintenance
    Enables network information lookup through WHOIS and RIPE Database queries. Supports domain/IP/ASN lookups, AS-SET expansion, route validation, and contact information retrieval across multiple Regional Internet Registries.
    14
    4
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables LLMs to search, fetch, and manage arXiv research papers across various categories. It allows users to browse recent publications, query specific metadata, and retrieve full abstracts through a local database.
    5
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Checks whether a citation has been retracted, corrected, or flagged with an expression of concern by querying Crossref — including retractions that Crossref backfills from the Retraction Watch database, which publishers often never record in their own metadata. Lets an AI agent verify a DOI, or every DOI in a reference list, before using it in research or writing.
    2
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for official statistics from Statistics Finland (Tilastokeskus) — the StatFin database, exposed through the PxWeb API. Search 3000+ tables, inspect their dimensions, and pull data as JSON-stat2.
    4
    58 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables any MCP client (Claude Code, Claude Desktop, Codex, or a custom agent) to fetch the latest CVEs at query time from live sources — NVD, CVE List V5, GitHub Advisory Database, CISA KEV and FIRST EPSS — without a separate API key. Exposes search, filtering (severity, RCE, PoC, KEV, keyword, CPE), per-CVE detail and risk-scored patch prioritization as JSON tools, so answers are grounded in live data rather than model memory.
    6
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    DeepPVMapper is an open source, crowdsourced verified AI map of rooftop solar systems. The MCP serves as a endpoint to allow queries to the database (1.1M+ systems) in natural language. This work is based on my former PhD work.
    8
    17
    37
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables LLMs to decode Vehicle Identification Numbers and look up vehicle makes, models, years, and specifications offline using a curated NHTSA vPIC database.
    8
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Connects AI agents to the OpenAlex scholarly database, enabling search and retrieval of works, authors, institutions, and sources via natural language.
    9
    MIT