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"Understanding Structured Thinking" matching MCP servers:

  • mshegolev/kibana-mcp

    mshegolev
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    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).
    5
    MIT

  • lograft

    nano-step
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    quality
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    MCP server that transforms raw log query results into structured incident reports (Markdown, JSON, HTML) with correlation to git commits and tickets.
    5
    16
    1
    MIT

  • proxmox-mcp

    edymol
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    quality
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    A read-only MCP server for Proxmox VE that provides AI assistants with structured visibility into cluster nodes, guests, storage, and Docker workloads. It is designed to prevent any mutating operations by construction.
    12
    MIT

  • Branch Diagnostics MCP

    Fromzy1
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    An MCP server that enables AI assistants to diagnose network and service problems by walking a structured funnel of cURL timing metrics, identifying which hop is at fault, and providing targeted recommendations.
    4
    MIT
  • pgtriage by pgtriage

    pgtriageofficial

    pgtriage
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    license
    A
    quality
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    maintenance
    Read-only PostgreSQL performance auditing via MCP. Collects metrics from PostgreSQL system views, applies deterministic checks for index, query, vacuum, configuration, and connection issues, and returns structured findings for MCP clients.
    5
    MIT

  • mcp-session-insight

    ArtLjn
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    maintenance
    Enables AI assistants to query and analyze past Claude Code sessions, providing structured insights like file changes, decisions, errors, and git history across projects.
    11
    40
    1
    MIT

  • SNC Cribl MCP

    atree1023
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    quality
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    Enables querying and exploring Cribl Stream and Edge deployments, providing access to worker groups, fleets, sources, destinations, pipelines, routes, event breakers, and lookups through a structured interface.
    7
    2
    MIT No Attribution

  • postgres-mcp-js

    shubham4038
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    quality
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    maintenance
    A Model Context Protocol (MCP) server for PostgreSQL that provides safe, structured access to your database for AI assistants, enabling health checks, index tuning, lock analysis, and more.
    13
    9
    MIT

  • SEQ MCP Server

    RoeeJ
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    license
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    quality
    D
    maintenance
    Enables LLMs to query and analyze logs from SEQ structured logging server with capabilities for searching events, retrieving event details, analyzing log patterns, and accessing saved searches.
    5
    MIT

  • looplens-mcp

    musaceylan
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    B
    quality
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    An MCP server for detecting retry loops and analyzing iteration patterns in agentic coding workflows, providing structured debugging intelligence to improve repair attempts.
    16
    5
    MIT

  • k8s-mcp

    jingyanjiang
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    license
    -
    quality
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    maintenance
    A lightweight MCP server that enables AI assistants to deploy, inspect, and operate Kubernetes workloads through high-level workflow tools, reducing token usage with structured outputs.
    3
    MIT

  • Seq MCP Server

    lancer1977
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    quality
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    MCP server for querying structured logs from Datalust Seq, providing tools to search logs, retrieve recent errors, fetch events, and check health.
    MIT

  • MCP Log Analyzer

    sedwardstx
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    license
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    quality
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    maintenance
    A Model Context Protocol server that analyzes various log types on Windows systems, allowing users to register, query, and analyze logs from different sources including Windows Event Logs, ETL files, and structured/unstructured text logs.
    5
    MIT