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"Understanding and Writing Unit Tests" matching MCP servers:

  • 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.
    Last updated
    40
    1
    Apache 2.0

  • Redmine Analytics and

    a1official
    F
    license
    -
    quality
    D
    maintenance
    A comprehensive MCP server providing advanced Redmine project analytics, web automation via Playwright, and iTunes music integration. It enables detailed tracking of sprint metrics, bug counts, and team performance through a token-optimized tool architecture.
    Last updated

  • Network Security Control

    JoshDoesIT
    A
    license
    -
    quality
    D
    maintenance
    Enables automated review and analysis of network security controls (AWS Security Groups, Network ACLs) using natural language queries. Supports NSC configuration reviews, network segmentation testing, and identifying security gaps through conversational LLM interaction.
    Last updated
    MIT

  • adops-mcp

    enzoemir1
    A
    license
    A
    quality
    B
    maintenance
    Cross-platform ad management MCP server for Google Ads and Meta Ads. Campaign analytics, A/B testing with z-test, anomaly detection, and budget reallocation. 15 tools, 60 tests.
    Last updated
    17
    115
    MIT

  • Farm OS MCP Server

    ramprasadchauhan
    F
    license
    B
    quality
    D
    maintenance
    Enables management and monitoring of farm operations including field and crop tracking, livestock monitoring, equipment management, and sensor readings through a Model Context Protocol interface built with FastMCP.
    Last updated
    11

  • perfsonar-mcp

    ajragusa
    A
    license
    B
    quality
    D
    maintenance
    An MCP server for perfSONAR that enables querying historical network measurements, discovering global testpoints, and scheduling active network tests. It provides tools for monitoring throughput, latency, and packet loss through integration with measurement archives and pScheduler.
    Last updated
    13
    MIT

  • fortra-fim-mcp

    askjarv
    F
    license
    B
    quality
    C
    maintenance
    MCP server for interacting with Tripwire Enterprise REST API, enabling file integrity monitoring workflows such as node management, policy tests, element versioning, and promotions.
    Last updated
    10
    1
  • Grafana by grafana

    Grafanaofficial

    grafana
    A
    license
    -
    quality
    B
    maintenance
    A Model Context Protocol (MCP) server for Grafana. This provides access to your Grafana instance and the surrounding ecosystem.
    Last updated
    3,280
    Apache 2.0
  • Gremlin MCP Service by gremlin

    Gremlin MCP Serviceofficial

    gremlin
    A
    license
    -
    quality
    B
    maintenance
    Enables interaction with Gremlin's reliability management APIs to monitor service dependencies, run reliability experiments, generate reliability reports, and manage chaos engineering tests through natural language queries.
    Last updated
    158
    6
    Apache 2.0

  • mcp-server-logs-sieve

    Oluwatunmise-olat
    A
    license
    -
    quality
    C
    maintenance
    An MCP server that connects Claude (or any MCP compatible client) to your existing log infrastructure. Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and Elasticsearch without writing filter expressions or leaving your editor.
    Last updated
    16
    3
    MIT

  • mcp-oracle-db

    mesquitadev
    A
    license
    -
    quality
    C
    maintenance
    MCP server for Oracle Database enabling AI assistants to explore schemas, run queries, write data, and monitor sessions via natural language. Features read-only mode by default and uses Oracle Thin mode for zero-install connectivity.
    Last updated
    97
    2
    MIT

  • ThousandEyes MCP

    CiscoDevNet
    A
    license
    -
    quality
    F
    maintenance
    Enables AI assistants to query Cisco ThousandEyes v7 API for network monitoring data including tests, agents, alerts, dashboards, and test results (network, page-load, web-transactions, path visualization) for faster troubleshooting through natural language.
    Last updated
    2
    Apache 2.0

  • Grafana FastMCP Server

    sandersouza
    A
    license
    -
    quality
    D
    maintenance
    Enables MCP-compatible agents to interact with Grafana instances for searching, creating, and updating dashboards, exploring logs via Loki, querying datasources, managing alerts, incidents, and on-call shifts, and accessing observability data.
    Last updated
    8
    Apache 2.0

  • InfluxDB MCP Server

    Quorralyne
    A
    license
    -
    quality
    D
    maintenance
    Enables interaction with InfluxDB v3 (Core/Enterprise/Cloud Dedicated) through MCP clients. Supports database management, data querying and writing, schema inspection, and token administration operations.
    Last updated
    3,694
    MIT

  • umami-mcp-server

    frontedu
    A
    license
    -
    quality
    B
    maintenance
    MCP server for Umami Analytics that provides read-only tools to query website stats, events, sessions, reports, and more, enabling natural language analytics queries.
    Last updated
    5
    2
    MIT

  • Prometheus MCP Server

    ArkTechNWA
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to query Prometheus metrics, monitor alerts, and analyze system health through read-only access to your Prometheus server with built-in query safety and optional AI-powered metric analysis.
    Last updated
    MIT