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

  • mcp-database

    DiegoBulhoes
    A
    license
    -
    quality
    B
    maintenance
    MCP server for multiple databases (PostgreSQL, MySQL, MariaDB, SQLite, MongoDB, Redis) with tools for schema inspection, querying, performance diagnostics, and safe write operations, featuring access modes, PII masking, and audit logging.
    Last updated
    Apache 2.0

  • runmeter

    Aptica-Solutions
    A
    license
    -
    quality
    B
    maintenance
    An MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating telemetry data through MCP tools.
    Last updated
    MIT

  • Observe MCP Server

    rustomax
    A
    license
    -
    quality
    -
    maintenance
    A Model Context Protocol server that provides access to Observe API functionality, enabling LLMs to execute OPAL queries, manage datasets/monitors, and leverage vector search for documentation and troubleshooting runbooks.
    Last updated
    1

  • agent-activity

    patrickdaj
    A
    license
    A
    quality
    B
    maintenance
    A read-only MCP server that exposes local coding-agent session logs as three tools for introspection of recent work, debugging tool failures, and tracking token usage and estimated cost without parsing log files.
    Last updated
    3
    MIT

  • Tusk Drift MCP

    Use-Tusk
    A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to search, analyze, and debug application API traffic captured by Tusk Drift, including HTTP requests, database queries, distributed traces, latency metrics, and error rates.
    Last updated
    6
    5
    5
    MIT

  • mcp-telemetry

    arnavranjan005
    A
    license
    A
    quality
    A
    maintenance
    Streams live progress from long-running MCP tool calls to any connected client. Instrument a tool call with mcp-telemetry-sdk, and telemetry_subscribe pushes its steps, logs, cost, and completion over notifications/progress — no polling, and a job started in one session can be watched from a different one.
    Last updated
    3
    17
    2
    MIT

  • Agent Feedback Loop

    AiAgentKarl
    A
    license
    A
    quality
    D
    maintenance
    Enables agents to report and query performance metrics to build a community-driven quality database for MCP tools. This server helps agents discover and select the most reliable tools based on success rates and user-reported quality scores.
    Last updated
    4
    MIT

  • postgres-mcp-js

    shubham4038
    A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol (MCP) server for PostgreSQL that provides safe, structured access to your database for AI assistants, enabling health checks, index tuning, lock analysis, and more.
    Last updated
    13
    7
    MIT

  • @icjia/plausible-mcp

    ICJIA
    A
    license
    A
    quality
    D
    maintenance
    Enables querying a self-hosted Plausible Analytics instance to retrieve compressed analytics data such as overview stats, top pages, traffic sources, and trends, with computed deltas and human-readable filters.
    Last updated
    6
    2
    MIT

  • Matomo MCP Server

    thichcode
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that provides tools to interact with Matomo Analytics API, enabling management of sites, users, goals, segments, and access to analytics reports through a MCP interface.
    Last updated
    11
    2
    ISC