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"A guide to deploying a web application" matching MCP servers:

  • runmeter

    Aptica-Solutions
    A
    license
    A
    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.
    6
    MIT

  • AWS Application Signals MCP

    mxiamxia
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to monitor and troubleshoot AWS Application Signals services by tracking service health, analyzing SLO compliance, querying CloudWatch metrics, and investigating issues using distributed tracing with AWS X-Ray.
    MIT

  • Scouter MCP Server

    miningyu
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that connects AI agents to Scouter APM, enabling natural-language queries against real-time application performance data.
    25
    19
    3
    Apache 2.0

  • sumo-mcp-readonly

    CraigWetzelberger
    A
    license
    A
    quality
    B
    maintenance
    A read-only MCP server for querying Sumo Logic logs, enabling AI assistants to search and investigate application logs with opinionated tools and secure credential handling.
    5
    30
    1
    MIT
  • Sentry MCP Server by getsentry

    Sentry MCP Serverofficial

    getsentry
    F
    license
    B
    quality
    F
    maintenance
    A Model Context Protocol server that lets AI assistants interact with the Sentry API to retrieve and analyze error data, manage projects, and monitor application performance.
    11
    11

  • clockwork-mcp

    fridzema
    A
    license
    B
    quality
    C
    maintenance
    A Claude Code MCP server that connects to Laravel Clockwork to provide insights into application performance, database queries, errors, and request flow.
    38
    28
    4
    MIT

  • MCP-Airflow-API

    call518
    A
    license
    C
    quality
    A
    maintenance
    Monitor and manage Apache Airflow clusters through natural language queries via MCP tools: DAG inspection, task monitoring, health checks, and cluster analytics without API complexity. * Guide: https://call518.medium.com/mcp-airflow-api-a-model-context-protocol-mcp-server-for-apache-airflow-5dfdfb2
    54
    51
    MIT
  • Shipbook MCP by ShipBook

    Shipbook MCPofficial

    ShipBook
    A
    license
    Not graded
    quality
    D
    maintenance
    Connects AI coding assistants to Shipbook for investigating issues using real application logs with error classification, log search, and session tracing.
    2
    MIT

  • yourtraffic

    kozmos-tech
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to access web analytics statistics via OAuth, providing a privacy-first, cookie-free analytics service.
    1
    MIT

  • middle-tool

    2514385224
    A
    license
    Not graded
    quality
    B
    maintenance
    Provides a unified MCP server to interact with multiple middleware (Loki, MySQL, Redis, RocketMQ, Elasticsearch, MongoDB) through a desktop application for connection management and configuration export.
    MIT

  • Okta MCP Server

    priyamenokey
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables LLMs to manage Okta organizations through natural language, supporting user, group, application, and policy operations via Okta's Admin APIs.
    Apache 2.0

  • octoport

    nullarch
    A
    license
    Not graded
    quality
    B
    maintenance
    A self-hosted MCP hub that unifies multiple MCP server configurations behind a single local endpoint, with a web dashboard for management, live tool-call logging, and per-person access tokens.
    MIT

  • observability-mcp

    dev-hops
    A
    license
    Not graded
    quality
    C
    maintenance
    A read-only MCP server that exposes Azure incident-investigation tools for a single App Service and its Application Insights telemetry, enabling an agent to correlate deployment history, platform metrics, and transaction traces.
    MIT