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"How to work with a vector database" matching MCP servers:

  • Multi Database MCP Server

    FreePeak
    A
    license
    -
    quality
    C
    maintenance
    The Multi DB MCP Server is a high-performance implementation of the Database Model Context Protocol designed to revolutionize how AI agents interact with databases. Currently supporting MySQL and PostgreSQL databases.
    Last updated
    407
    MIT
  • whodb-cli by clidey

    whodb-cliofficial

    clidey
    A
    license
    A
    quality
    A
    maintenance
    WhoDB CLI - a powerful database management tool with interactive TUI, programmatic commands, and MCP server for AI assistants.
    Last updated
    12
    4,934
    Apache 2.0

  • Deadzone

    laradji
    A
    license
    A
    quality
    B
    maintenance
    Local-first MCP server providing semantic search over library docs, fully offline. Single Go binary speaks MCP over stdio against a vector index pinned to the binary version. Like Context7 with the internet turned off. Apache 2.0. Linux + macOS, also available as a container image.
    Last updated
    2
    3
    Apache 2.0
  • Tiger CLI MCP Server by timescale

    Tiger CLI MCP Serverofficial

    timescale
    A
    license
    -
    quality
    A
    maintenance
    Enables AI assistants to manage and query Tiger Cloud database services, including service lifecycle operations, database connections, and SQL execution.
    Last updated
    115
    Apache 2.0
  • pREST MCP Adapter by prest

    pREST MCP Adapterofficial

    prest
    A
    license
    -
    quality
    A
    maintenance
    Bridges MCP clients that require stdio to a running pREST HTTP MCP endpoint, enabling database interaction via natural language.
    Last updated
    MIT

  • Grimoire for Gamemasters

    zafety-vibin
    A
    license
    -
    quality
    B
    maintenance
    Connect to your TTRPG campaign's repository and database. Instead of retrieving prose, its 48 tools (20 read, 28 write) return typed state: 14 entity schemas (NPCs, factions, locations, sessions, lore), relationship and knowledge-graph queries, wiki blocks, and a narrative-state bundle of open threads and canon facts.
    Last updated
    1
    MIT

  • LLM Optimizer

    jonradoff
    A
    license
    -
    quality
    B
    maintenance
    LLM Optimizer is an AI visibility intelligence platform. It analyzes how large language models and AI search engines perceive, cite, and recommend brands; then provides research-backed optimization strategies to improve that visibility.
    Last updated
    10
    MIT

  • BioBTree

    tamerh
    A
    license
    -
    quality
    A
    maintenance
    A unified biomedical graph database that integrates 50+ primary data sources — genes, proteins, compounds, diseases, pathways, and clinical data — into a single queryable graph with billions of cross-reference edges. Its native MCP server gives LLMs direct access to structured, authoritative biomedical data, complementing their reasoning with reliable identifiers and up-to-date database content.
    Last updated
    19
    AGPL 3.0

  • devrecall

    pavelpilyak
    A
    license
    A
    quality
    A
    maintenance
    Local-first dev memory: indexes Git commits, PRs, Jira/Linear tickets, Confluence docs, Slack threads, and Calendar events into a local SQLite/FTS5/ONNX index, and exposes them as MCP tools so Claude Code, Cursor, and Codex can search and cite your past work.
    Last updated
    15
    3
    MIT
  • Grafana by grafana

    Grafanaofficial

    grafana
    A
    license
    -
    quality
    B
    maintenance
    A Model Context Protocol (MCP) server for Grafana. This provides access to your Grafana instance and the surrounding ecosystem.
    Last updated
    3,297
    Apache 2.0
  • GraphJin by dosco

    GraphJinofficial

    dosco
    A
    license
    -
    quality
    B
    maintenance
    Enables AI assistants to query databases using natural language, with automatic schema discovery and SQL compilation.
    Last updated
    658
    3,131
    Apache 2.0
  • kubeleash by kubeleash

    kubeleashofficial

    kubeleash
    A
    license
    -
    quality
    A
    maintenance
    A local MCP server for Kubernetes that applies RBAC-style, context-scoped access control to constrain AI agents, with tools for common Kubernetes operations.
    Last updated
    1
    Apache 2.0
  • Axiom by axiomhq

    Axiomofficial

    axiomhq
    A
    license
    -
    quality
    F
    maintenance
    A Model Context Protocol server implementation for Axiom that enables AI agents to query your data using Axiom Processing Language (APL).
    Last updated
    60
    MIT