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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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  • A
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    Enables AI agents to securely use real secrets (API keys, database passwords) by requiring human approval for each release, ensuring secrets never enter the model's context.
    2
    Apache 2.0
  • A
    license
    A
    quality
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    maintenance
    A secure MCP server for querying a subscription business database with AST-based SQL guarding, PII masking, audited two-step write actions, and a seeded demo dataset.
    8
    MIT
  • A
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    A
    quality
    B
    maintenance
    A secure PostgreSQL Model Context Protocol server that provides read-only database access through tools like schema listing, object inspection, query execution, and EXPLAIN analysis, with database-enforced access control via read-only transactions and a minimal role rather than SQL text parsing.
    7
    MIT
  • A
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    MCP server for connecting to SQL Server in readonly mode. Allows any MCP client to explore the schema and run SELECT queries against a SQL Server database.
    6
    MIT
  • F
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    Enables obtaining temporary database proxy credentials and listing JumpServer database assets and accounts without exposing static passwords.
    5
    -
  • A
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    A
    quality
    B
    maintenance
    A multi-database MCP server with OAuth 2.0 authentication and granular access control, enabling secure connections to multiple database types (SQLite, MySQL, PostgreSQL, MongoDB, Redis) with configurable read/write permissions and tool filtering.
    3
    84 npm
    13
    MIT
  • A
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    quality
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    maintenance
    Enables coding agents to check individual project dependencies or local CycloneDX/SPDX SBOM files against the public OSV.dev advisory database and receive ranked vulnerability findings.
    2
    MIT
  • A
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    quality
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    maintenance
    Enables AI agents to inspect database schemas and run strictly read-only SQL queries with guardrails against destructive statements, multi-statement chaining, and unbounded scans. Supports SQLite natively and PostgreSQL optionally.
    4
    363 PyPI
    MIT
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    Enables AI agents to search, retrieve, and analyze vulnerability data from the NIST National Vulnerability Database through a comprehensive Model Context Protocol server.
    8
    9
    MIT
  • F
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    A
    quality
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    maintenance
    A small MCP server that lets an LLM query PostgreSQL, MySQL, MariaDB, SQL Server, or SQLite databases safely — read-only, role-restricted, and with sensitive data blacked out.
    4
    -
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    Provides conversational access to a local CVE (Common Vulnerabilities and Exposures) database, enabling natural language queries to search vulnerabilities, retrieve detailed CVE information, and view security statistics.
    3
    MIT
  • A
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    quality
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    maintenance
    A Model Context Protocol server that retrieves CVE information from the National Vulnerability Database, allowing AI models to access up-to-date vulnerability data.
    1
    7
    Apache 2.0
  • A
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    quality
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    maintenance
    A Model Context Protocol server implementation to query the NIST National Vulnerability Database (NVD) via its API.
    2
    16
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables LLM clients to safely perform file operations such as create, read, edit, delete, move, copy, and more, with every path checked against an explicit permission database managed through a desktop GUI.
    GPL 3.0
  • A
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    Not graded
    quality
    A
    maintenance
    Visual no-code generator that turns any database into multiple scoped MCP servers — one per access group, with PII masking and fail-closed query scoping built in.
    9 npm
    5
    Apache 2.0
  • A
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    Not graded
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    maintenance
    Aggregates security intelligence feeds (vulnerabilities, news, threat intel) into a local SQLite database and provides MCP tools for AI agents to query and analyze them.
    MIT
  • A
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    quality
    A
    maintenance
    Enables advanced database operations on PocketBase instances, including schema and collection management, record CRUD, user authentication, and backups through the Model Context Protocol.
    31 npm
    ISC
  • A
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    Not graded
    quality
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    maintenance
    Let LLMs analyze sensitive data safely by querying a tokenized, join-preserving copy of the database, with fail-closed PII scanning and provable numeric equivalence.
    MIT
  • A
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    Not graded
    quality
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    maintenance
    Enables an AI agent to provision, size, copy data into, rotate credentials for, and delete Supabase databases on demand, while storing secrets only in HashiCorp Vault and recording every database in a git-reviewed ledger.
    MIT