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

  • MCP-Ambari-API

    call518
    A
    license
    A
    quality
    A
    maintenance
    Manage and monitor Hadoop clusters via Apache Ambari API, enabling service operations, configuration changes, status checks, and request tracking through a unified MCP interface for simplified administration. * Guide: https://call518.medium.com/llm-based-ambari-control-via-mcp-8668a2b5ffb9
    30
    1
    MIT

  • 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

  • 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

  • depscan-api

    robcqm-bot
    F
    license
    Not graded
    quality
    D
    maintenance
    Dependency health checker for AI agent skills. Analyzes external endpoints for uptime, SSL validity, domain reputation, ownership changes, and abuse scores. Returns a 0-100 trust score per endpoint.

  • Voice Quality API

    Gomess8
    F
    license
    Not graded
    quality
    B
    maintenance
    Measure the network path quality to a voice/VoIP destination and get an estimated MOS (ITU-T G.107 E-model) plus live RTT, jitter, and packet loss. Agent-native: REST + MCP, free tier then pay-per-call via x402.

  • API-Central

    secure-ssid
    A
    license
    A
    quality
    A
    maintenance
    Enables conversational automation of HPE Aruba Central network operations through Claude Code. Provides 88 tools across monitoring, configuration, and operations domains for device migration, SSID management, switch provisioning, and GreenLake Platform integration.
    16
    2
    MIT
  • SupplyMaven API Pro by SupplyMaven-SCR

    SupplyMaven API Proofficial

    SupplyMaven-SCR
    F
    license
    A
    quality
    C
    maintenance
    Real-time supply chain risk intelligence with 25 tools: Global Disruption Index, Manufacturing Index, commodity prices, port congestion, border delays, chokepoints, air cargo, trade policy, energy, rail, freight, economic indicators, predictive signals, and AI intelligence briefs.
    34
    1

  • Tickerr - Live AI Tool Status

    imviky-ctrl
    A
    license
    A
    quality
    D
    maintenance
    Real-time status monitoring, uptime tracking, incident history, and API pricing for 42+ AI tools including ChatGPT, Claude, Gemini, Cursor, GitHub Copilot, Perplexity, DeepSeek, and Groq. No API key required. Data updated every 5 minutes from independent monitoring infrastructure.
    7
    70
    1
    MIT

  • Bob Ross

    just-an-oldsalt
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to manage a Canonical Landscape estate, including inventory, alerts, patching, and script execution, with built-in safety layers to prevent accidental destructive actions.
    19
    1
    MIT

  • 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