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"Qdrant vector database and search engine" matching MCP servers:

  • MCP Cheat Engine Server

    bethington
    A
    license
    -
    quality
    D
    maintenance
    Provides safe, read-only access to memory analysis and debugging functionality through the Model Context Protocol, allowing users to examine computer memory for software development, security research, and educational purposes.
    62
    MIT

  • terminal-mcp

    mkpvishnu
    A
    license
    A
    quality
    A
    maintenance
    Give AI agents a persistent, interactive terminal with support for SSH, REPLs, database CLIs, TUI apps, and long-running processes.
    9
    10
    MIT

  • better-mcp

    erquier
    F
    license
    A
    quality
    B
    maintenance
    A universal MCP server that provides AI agents with structured tools for filesystem, database, shell, and git operations, enabling seamless interaction with projects.
    19

  • MariaDB MCP Server

    yawlhead91
    A
    license
    A
    quality
    D
    maintenance
    Enables interaction with MariaDB databases through secure read-only operations. Supports database exploration, schema inspection, and SQL query execution with comprehensive logging and connection pooling.
    5
    2
    MIT

  • Lumino

    geored
    A
    license
    B
    quality
    D
    maintenance
    About AI/ML-powered diagnostic engine for SRE Observability on Konflux and OpenShift. It uses the Model Context Protocol (MCP) and 40+ tools to analyze logs, metrics, and traces, enabling automated RCA and predictive analysis.
    37
    Apache 2.0

  • Infer MCP Server

    jackyxhb
    F
    license
    B
    quality
    D
    maintenance
    Enables remote command execution via SSH and database queries through PostgreSQL connections. Supports classifier training orchestration with configurable SSH profiles for AI-assisted infrastructure management.
    3

  • MySQL MCP Server

    pickstar-2002
    A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to manage MySQL databases through natural language commands. Supports database operations, table management, data queries, and import/export functionality with built-in security features.
    15
    29
    1
    MIT

  • unfour

    zyqzyq
    A
    license
    -
    quality
    A
    maintenance
    Local-first backend developer workspace exposing API debugging, SSH, database, workspace, and diagnostics tools to AI agents through a local MCP server
    1
    Apache 2.0

  • kuzudb-mcp-server

    jordanburke
    A
    license
    -
    quality
    F
    maintenance
    A Model Context Protocol server that provides access to Kuzu databases. This server enables LLMs to inspect database schemas and execute queries on provided kuzu database.
    54
    8
    MIT

  • Platform-MCP

    CastleZJC
    A
    license
    -
    quality
    B
    maintenance
    An internal MCP server providing Database (SQL execution) and Server (Linux SSH/SFTP) skills with 11 tools, enabling remote execution, risk control, and full audit via Claude Code or other clients.
    MIT

  • Odoo Dev MCP Server

    woodwosj
    F
    license
    -
    quality
    D
    maintenance
    An Odoo module that embeds an MCP server, enabling AI agents to directly access Odoo capabilities such as terminal control, database operations, filesystem management, ORM execution, and service administration.
    4

  • mcp-infra

    DerWolk
    F
    license
    -
    quality
    C
    maintenance
    An MCP server that provides tools for filesystem, database, web, system, and shell operations, along with resources and prompts via SSE transport.

  • PMCP - Perfect Model Context

    NoobyNull
    -
    license
    -
    quality
    -
    maintenance
    A comprehensive production-ready MCP server with AI integration, plugin management, and web-based administration. Features multi-database support, RAG capabilities, SSH/SFTP access, and a built-in plugin hub for managing the MCP ecosystem.

  • fs-mcp-rs

    nihmadev
    F
    license
    -
    quality
    A
    maintenance
    Ultra-fast, memory-efficient Rust implementation of the Filesystem MCP server with bounded IO, regex search, and optional terminal execution.
    5

  • stillvault-mcp

    Wolstapp
    A
    license
    A
    quality
    C
    maintenance
    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