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"Best tools or methods for understanding a codebase" matching MCP servers:

  • MCP Server for Splunk

    deslicer
    A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.
    Last updated
    53
    27
    Apache 2.0

  • 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.
    Last updated
    7
    MIT

  • GDP MCP Tools

    asuar16
    F
    license
    -
    quality
    D
    maintenance
    MCP server for Grubhub Data Platform operations, providing 40+ tools across 18 service categories for data platform management, observability, analytics, and collaboration.
    Last updated
  • HuGR Tools by HumanGuardrail

    HuGR Toolsofficial

    HumanGuardrail
    A
    license
    -
    quality
    B
    maintenance
    A monorepo of MCP toolkits for Cloudflare Workers, providing over 630 tools across SaaS providers and AWS, with composite tools for security, incident response, billing, and cloud cost optimization.
    Last updated
    MIT

  • MCP Server for Coroot

    jamesbrink
    A
    license
    B
    quality
    C
    maintenance
    A Model Context Protocol server that provides seamless integration with Coroot observability platform, enabling monitoring of applications, analysis of performance metrics, examination of logs and traces, and management of infrastructure through Coroot's comprehensive API.
    Last updated
    61
    16
    MIT

  • runmeter

    Aptica-Solutions
    A
    license
    -
    quality
    C
    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.
    Last updated
    MIT

  • Splunk MCP for SOC Operations

    DeepTempo
    A
    license
    -
    quality
    D
    maintenance
    Enables AI-driven SOC investigations by providing automated Splunk querying, threat intelligence enrichment, and response actions through natural language. Includes tools for IP pivoting, lateral movement detection, and label harvesting.
    Last updated
    1
    Apache 2.0

  • Linuxfabrik MCP Server for

    Linuxfabrik
    A
    license
    -
    quality
    B
    maintenance
    Enables AI clients like Claude to triage, investigate, and operate Icinga installations through natural language, integrating with Icinga's REST APIs and providing deep awareness of monitoring plugins and historical performance data.
    Last updated
    4
    The Unlicense

  • Monitoring AIops

    AIops-tools
    A
    license
    -
    quality
    A
    maintenance
    Governs and automates network monitoring across SolarWinds Orion and Paessler PRTG platforms with a unified MCP server, enabling querying, alert management, and governed writes with audit logging.
    Last updated
    MIT

  • mshegolev/kibana-mcp

    mshegolev
    A
    license
    A
    quality
    A
    maintenance
    MCP server for Kibana / Elasticsearch — log search, aggregations, index discovery, and dashboard browsing. Hits Elasticsearch REST API directly for log queries; falls back to Kibana Console proxy when no direct ES URL is configured. Supports ApiKey auth (best for agents), Basic auth, and anonymous access. All 5 tools are read-only (readOnlyHint: true). Returns structured JSON (outputSchema).
    Last updated
    5
    MIT