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"Developing an application by analyzing specified development and API documentation" matching MCP servers:

  • I'm an Old Sun Box — MCP

    ryancnelson
    -
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to debug and repair historical Solaris/SPARC systems by providing an out-of-band control plane with guest DTrace, QEMU monitor access, SPARC-aware GDB, host eBPF/perf tracing, and an immutable evidence ledger for cross-layer hypothesis testing.

  • GCP Billing and Monitoring MCP

    RadiumGu
    A
    license
    C
    quality
    D
    maintenance
    Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.
    40
    1
    Apache 2.0

  • 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

  • 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

  • MCP API Gateway

    bandageok
    F
    license
    Not graded
    quality
    D
    maintenance
    A unified local API gateway providing caching, rate limiting, and full Model Context Protocol compatibility for AI agent integration. It enables users to aggregate multiple API endpoints into a single gateway with built-in observability and customizable eviction strategies.

  • API Status Check MCP Server

    shibley
    A
    license
    C
    quality
    B
    maintenance
    Monitor the real-time status of 200+ popular APIs and services. Check if services like GitHub, Stripe, AWS, and Slack are experiencing outages or degraded performance directly from your AI assistant.
    5
    10
    1
    MIT
  • LogicMonitor MCP Server by logicmonitor

    LogicMonitor MCP Serverofficial

    logicmonitor
    A
    license
    Not graded
    quality
    A
    maintenance
    Provides secure access to the LogicMonitor API, enabling AI assistants to manage monitoring infrastructure through natural language commands.
    36
    6
    Mozilla Public 2.0

  • AREL

    Akgithub2028
    A
    license
    Not graded
    quality
    C
    maintenance
    A production-oriented reliability, benchmarking, and evaluation system that layers multi-version protocol negotiation, adaptive streaming, connection pooling, and resilience onto an MCP agent runtime.
    1
    Apache 2.0

  • Tusk Drift MCP

    Use-Tusk
    A
    license
    A
    quality
    B
    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.
    6
    30
    5
    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

  • New Relic MCP Server

    xelber
    F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to access New Relic logs and APM data through the NerdGraph API. It allows users to execute NRQL queries, retrieve application performance metrics, and analyze transaction traces using natural language.
    6
    1
  • 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

  • MCP Container Tools

    simseksem
    A
    license
    B
    quality
    D
    maintenance
    An MCP server for managing and monitoring Docker, Docker Compose, and Kubernetes environments alongside Azure Application Insights. It enables advanced log filtering, container lifecycle management, and querying of cloud application traces and metrics.
    7
    MIT