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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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    A JSON-based database MCP server with JWT authentication that enables user management, project tracking, department analysis, meeting management, and equipment tracking. Integrates with Claude Desktop to provide secure CRUD operations and analytics through natural language commands.
    21
    MIT
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    B
    maintenance
    Enables LLMs to manage tasks in a local SQLite database, with tools for creating, listing, updating, and deleting tasks.
    MIT
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    A
    maintenance
    Notion-like workspace of pages and customizable databases with a remote MCP server (OAuth 2.1 + PKCE, scoped read/write tokens, full audit log). 14 tools to search, read, and write pages, database rows, and database schemas.
    74
    AGPL 3.0
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    A
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    An MCP server enabling AI coding agents to interact with a task tracker that enforces rules server-side, replacing markdown files and hooks with a database, CLI, and web UI.
    15 npm
    2
    MIT
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    Enables AI agents to store, search, and manage persistent memories, todos, kanban boards, reminders, and progress trackers in a local SQLite database.
    1
    Apache 2.0
  • A
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    B
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    Enables local-first time tracking with timers and time entries stored in a SQLite database that sync to Intervals in the background, with local-only reporting and queries.
    44 npm
    MIT
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    quality
    D
    maintenance
    A secure, vector-based task management server for Claude Desktop using sqlite-vec and sentence-transformers. It provides intelligent task tracking with semantic search capabilities to organize and retrieve development tasks efficiently.
    56 PyPI
    MIT
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    Provides sub-millisecond access to organizational and engineering data by pre-materializing data into a read-only SQLite database. Enables agents to query people, teams, issues, features, and governance documents without upstream latency or auth.
    2
    MIT
  • A
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    A small Model Context Protocol server that exposes a personal task tracker to any MCP-compatible client. Tasks live in a local SQLite database; no cloud, no surprises.
    MIT
  • F
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    maintenance
    MCP server for a Plane CE instance enabling management of pages (via direct database and live converter) and work items through Plane's REST API, with multi-workspace support.
    -
  • F
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    quality
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    maintenance
    Enables project and task management through a lightweight SQLite database, allowing users to create projects, add categorized tasks, track status changes, and get project statistics through natural language commands.
    -
  • A
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    Enables Claude to query your local TimeScribe time tracking database read-only, listing projects and returning work, break and scheduled hours per project or day, plus individual entries and the live running timer, without exporting CSVs. All data stays on your machine with no network access.
    3
    1
    MIT
  • A
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    A
    quality
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    maintenance
    Enables AI agents to manage projects, roadmaps, periods, and tasks through MCP tools, backed by a local SQLite database with schema validation.
    20
    MIT
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    A
    quality
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    maintenance
    Enables MCP clients to read and manage a local Things 3 database on macOS through Things' supported scripting interface, listing, searching, creating, updating, moving, scheduling, and completing tasks, projects, and areas without any hosted service or network telemetry. Reads are paged and filtered, writes are confirmed by read-back verification, and an optional read-only mode blocks all mutations.
    8
    MIT
  • A
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    quality
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    maintenance
    Enables an AI assistant to analyse, and when permitted edit, Primavera P6 Professional schedules on a Windows PC, whether they live in a standalone SQLite database or plain XER files. It provides critical path and float analysis, DCMA health checks, progress comparisons, and in-memory what-if scenarios, with write operations off by default and protected by dry runs, backups, and an edit log.
    11
    5
    Apache 2.0
  • A
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    quality
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    Enables AI agents to read-only inspect an OmniFocus database, retrieving exact tasks and projects, Inbox roots, complete project hierarchies, tags, dates, notes and workload or review overviews. All access is read-only and bounded, with no mutation, write tools or sync triggers.
    4
    MIT
  • A
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    quality
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    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