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"An exploration of deep search technologies or methods" matching MCP servers:

  • aliyun-sls-codex

    huanglixinccc
    F
    license
    A
    quality
    B
    maintenance
    MCP server for read-only investigation of Aliyun SLS logs fixed to cn-beijing/taient-rpa/node-rpa. Exposes search_logs, get_context_logs, and check_connection tools with a guided investigation skill.
    3

  • azure-query-mcp

    kapetanios55
    A
    license
    A
    quality
    C
    maintenance
    Enables read-only querying of Azure Log Analytics and Azure Resource Graph through MCP, supporting KQL queries, workspace discovery, and resource inventory exploration with Azure RBAC authentication.
    5
    2
    MIT

  • mcp-zabbix

    daedalus
    A
    license
    C
    quality
    C
    maintenance
    Exposes the complete Zabbix API functionality through the Model Context Protocol, mapping API methods to tools for managing hosts, triggers, and monitoring data. It enables seamless integration and control of Zabbix monitoring environments via natural language interfaces.
    100
    MIT

  • 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.
    4
    The Unlicense

  • mcp-opensearch

    dmayan-ss
    A
    license
    -
    quality
    D
    maintenance
    Read-only MCP server for exploring and searching OpenSearch clusters, enabling log analysis, index exploration, and query execution.
    MIT

  • Mnemosyne

    TeamNullVoid
    F
    license
    -
    quality
    D
    maintenance
    Mnemosyne is an MCP server that gives AI assistants deep visibility into Kubernetes clusters, enabling natural language queries about cluster state, pods, services, and more.

  • incident-mcp

    DyakonovAlex
    F
    license
    -
    quality
    C
    maintenance
    An incident management MCP server for on-call engineers, providing tools to search incidents, review deploys, query logs, analyze latency metrics, and acknowledge or summarize incidents.

  • Spark History MCP Server

    ravipesala
    F
    license
    -
    quality
    -
    maintenance
    Exposes Spark History Server metrics and metadata as tools for LLM-based analysis of Spark applications. It enables deep optimization of Spark jobs by providing access to job summaries, stage details, SQL execution plans, and executor performance.

  • teamspend

    RudrenduPaul
    A
    license
    A
    quality
    A
    maintenance
    Compares AI coding tool spend before and after a migration -- Cursor, Claude Code, GitHub Copilot, OpenCode, Codex CLI -- via an MCP server, real numbers from each vendor's own API or local logs.
    1
    465
    Apache 2.0

  • dbt-mcp

    qraza
    F
    license
    A
    quality
    C
    maintenance
    An MCP server that exposes a dbt project's run state as tools, enabling AI assistants to answer questions like 'is the warehouse healthy?' or 'what broke and why?' via plain English, using read-only access to dbt artifacts and warehouse data.
    4

  • mcp-redis-diagnostics

    Dmitriusan
    A
    license
    A
    quality
    F
    maintenance
    A lightweight npm MCP server for deep Redis diagnostics, offering tools for memory, slowlog, clients, keyspace, latency, and config analysis with AI-powered recommendations.
    8
    71
    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
    14
    ISC

  • yokozuna-mcp

    mbe24
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that gives coding agents programmatic access to Sumo Logic logs via the Search Job API, enabling issue triage in preview deployments and production without leaving the editor.
    14
    18
    Apache 2.0