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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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"Vector Database" matching MCP servers:

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  • F
    license
    A
    quality
    D
    maintenance
    Schema-aware MCP server for Accurate Online, providing tools to list resources, lookup endpoint schemas, make authenticated API calls, and refresh database host resolution.
    4
    3
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to query and safely update an Odoo database through well-documented MCP tools, with read-only mode by default, model allowlists, and Odoo access rights enforced.
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to manage Odoo development environments by providing tools for server control, module management, database operations, and project navigation.
    4
    9 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables ChatGPT's desktop Codex app to query a live 1C (1С) database through OData in read-only mode, so users can ask plain-language questions about sales, stock, items, and counterparties, and get answers, charts, and dashboards without exports or programming.
    4
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding agents to reserve unique AL object IDs via the ALRM database in Business Central, ensuring consistent ID allocation across team members.
    7 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables asking operational questions in Portuguese about a computer repair shop's queue, turnaround times, bottlenecks, technician productivity, sales, stock and individual machines, with answers computed from the real system database. Exposes read-only business tools and ready-made prompts for weekly reports, bottleneck diagnosis and customer-facing order status replies.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server deployed on Render using SSE transport, providing tools for user management, ERP operations, SQLite database interaction, and server stats.
    3 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables read-only exploration and diagnostics of a live 1C:Enterprise 8.3 database through the platform's COM connector, without extensions or web publication. Exposes four tools — query, list_metadata, describe, and row_counts — so an agent can run 1C queries and inspect metadata names before reporting issues for a human to fix.
    3
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A reference MCP server that gives an LLM agent safe write access to a business database, managing orders, production state, and FIFO stock with derived state and idempotent imports.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables ERPNext management, file operations, read-only database access, and ERPNext API integration through a standardized MCP server.
    4
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude, ChatGPT, Copilot and Cursor to explore and query SAP S/4HANA's HANA database using SAP's data dictionary, organization structure, CDS views, and read-only SQL, with tools for finding tables, fields, joins, code values, and running SELECT queries. All access is read-only, with encrypted credentials and audited calls.
    2
    AGPL 3.0
  • F
    license
    Not graded
    quality
    C
    maintenance
    A read-only MCP server that exposes a materials distributor database with four tools for querying tables, describing schemas, sampling rows, and running SELECT queries, secured by three independent layers to prevent any write operations.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Read-only MCP server for querying the Popey ERP database, organized by business circuits. It provides tools to list circuits, run SELECT queries, and retrieve schema metadata, with strict read-only enforcement.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Exposes read-only tools for querying production plan variance, issue tracking, plants, and shop floors from a DWH database, mirroring a dashboard's data.
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants like Claude and Cursor to query and operate Kingdee Cloud Star ERP through natural language, covering purchasing, sales, inventory, production, costing, fixed assets, financial reporting, and approval workflows. It exposes around 87 tools for reading bills, creating, submitting, auditing, and pushing documents, plus metadata and database exploration.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables read-only access to a RIB iTWO 4.0 SQL Server database, allowing users to list schemas and tables, search schemas, describe table structures, and run SELECT queries via MCP.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables managing employee leave through natural language, including checking balances, applying for or canceling leave, and viewing history, with data stored in a local SQLite database.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables Claude Desktop to securely query a SQLite HR database, providing tools to check leave balances and list pending approvals through natural language.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to query and modify inventory data through natural language, bridging AI assistants to the inventory management system without requiring SQL knowledge or direct database access.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides access to an Electric Submersible Pump (ESP) parts and Bill of Materials database via an MCP server. It enables AI assistants to manage pump models, retrieve assembly components, and analyze BOM summaries including part weights and criticality.
    -
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for AppFolio property management data, providing six catalog-backed tools to discover, describe, and run reports (Reporting API) and call endpoints (Database API) for reading and writing property management records.
    6
    43 npm
    AGPL 3.0
  • A
    license
    A
    quality
    C
    maintenance
    Lets an LLM explore a cryptic legacy ERP schema in plain language through a semantic layer (table listing, column descriptions, published dictionary) and run single read-only SELECT queries that return capped results. Enforces safety at the database engine level: only reads are authorized, sensitive columns are masked to NULL, queries are aborted after a few seconds, and every call is written to an append-only audit log.
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to investigate a legacy ERP's PostgreSQL database through read-only queries, apply writes and multi-statement atomic transactions behind static and in-transaction guardrails, and snapshot tables before destructive changes. Row limits, sequence-integrity checks, and optional JSON audit logging keep every call bounded, reversible, and traceable.
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to inspect assets and alarms and to create, assign, and transition work orders through a role-checked life cycle with an audit trail. Runs locally over MCP stdio against seeded fictional plant data, with optional read-only and persistent-database modes.
    10
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Exposes the full capabilities of Microsoft Dynamics 365 Finance & Operations to AI assistants through 49 comprehensive tools and standardized protocol interactions. It enables sophisticated workflows including OData operations, metadata discovery, and secure database analysis.
    49
    210 PyPI
    41
    MIT