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"Understanding the Purpose of Research" matching MCP servers:

  • The Aleph MCP

    NU-AquaLab
    A
    license
    A
    quality
    C
    maintenance
    Provides LLMs with network intelligence capabilities including PTR record lookups, ASN analysis, traceroute enrichment, and real-time network monitoring through The Aleph API.
    13
    14
    MIT

  • Vectra AI MCP Server

    vectra-ai-research
    A
    license
    B
    quality
    C
    maintenance
    Connects AI assistants to the Vectra AI security platform to enable intelligent analysis of threat detection data and automated incident response workflows. It allows users to investigate threats, take response actions, and generate security reports using natural language.
    23
    5
    MIT

  • MCP Server

    the-real-therealorry
    -
    license
    Not graded
    quality
    Not graded
    maintenance
    A production-grade Model Context Protocol server that enables secure management of context data through a React dashboard, supporting ZIP processing, context approval workflows, and system monitoring.
    381

  • HPE Aruba Networking Central

    the-otner
    F
    license
    Not graded
    quality
    D
    maintenance
    Exposes 90 production-grade tools for interacting with the complete HPE Aruba Networking Central REST API surface, including network inventory, configuration, and security management. It features enterprise-ready OAuth2 handling and semantic tool filtering for optimized performance with both hosted and local LLMs.

  • scouter-mcp

    335
    A
    license
    Not graded
    quality
    A
    maintenance
    A stdio MCP server that connects directly to a Scouter Collector over TCP and queries XLogs, counters, and objects. Its purpose is to let an AI quickly explore Scouter metrics and diagnose root causes.
    2
    Apache 2.0

  • Google CrUX MCP

    A1-x-Tech
    A
    license
    A
    quality
    A
    maintenance
    Enables natural language queries of the Chrome UX Report API to fetch Core Web Vitals (LCP, INP, CLS, FCP, TTFB), compare form factors, benchmark pages against site averages, and analyze up to 40 weeks of performance trends.
    6
    134
    MIT

  • mcp-live-telemetry

    Younes-Alaoui-Ismaili
    A
    license
    A
    quality
    B
    maintenance
    Exposes live industrial IoT telemetry to any MCP client, streaming simulated sensor data from a fleet of machines and detecting anomalies, with the ability to inject faults on demand.
    4
    MIT

  • sanitycheck-mcp

    zetlen
    A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to check the health of internet infrastructure and specific services, helping diagnose whether issues are local or external.
    3
    24
    ISC

  • tiny-loki-mcp

    myers-gh1328
    A
    license
    A
    quality
    C
    maintenance
    Enables read-only querying of Grafana Loki logs through tools like label discovery, LogQL queries, and recent log retrieval, without requiring knowledge of the Loki API.
    4
    MIT

  • zapi-mcp

    shigechika
    A
    license
    A
    quality
    A
    maintenance
    MCP server for the Zabbix API that provides a daily_brief summary of active problems and category-specific metrics, along with tools to query problems, hosts, and item values.
    8
    MIT

  • dockhand-readonly-mcp

    cgfm
    F
    license
    A
    quality
    B
    maintenance
    Read-only MCP adapter for the Dockhand REST API, enabling secure querying of container environments, networks, stacks, and runtime status via STDIO or authenticated HTTP.
    8

  • Alpha ESS MCP Server

    michaelkrasa
    A
    license
    A
    quality
    D
    maintenance
    Provides access to Alpha ESS solar inverter and battery system data, enabling monitoring of energy statistics, real-time power data, and configuration of battery charging and discharge schedules through the Alpha ESS Open API.
    10
    MIT