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"Understanding Sequential Thinking in Server Systems" matching MCP servers:

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    Enables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.
    18
    MIT
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    Not graded
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    maintenance
    Monitors and analyzes Precision Time Protocol (PTP) systems in OpenShift clusters, enabling configuration analysis, real-time log monitoring, and health checks.
    MIT
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    MCP server providing access to Siemens WinCC V8 SCADA systems via REST API, enabling tag management, alarm logging, and archive operations.
    12
    GPL 3.0
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    MCP-native agent evaluation and observability server. Log traces, evaluate output quality with 12 built-in rules (PII detection, prompt injection, cost thresholds), and track agent costs. Real-time dashboard, OTel-compatible spans. Self-hosted, MIT licensed.
    9
    252
    7
    MIT
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    An MCP server for Metrx — provides tools for construction, healthcare, logistics, manufacturing, and legal mid-market businesses to query and analyze their operational data via AI.
    23
    62
    2
    MIT
  • F
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    MCP server for inspecting IBM Liberty/WebSphere application servers over SSH, enabling reading sanitized configs, performing health checks, and searching logs remotely.
    4
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    Enables read-only Linux system diagnostics and troubleshooting on local and remote RHEL-based systems via SSH, including services, processes, logs, network, and storage analysis.
    20
    MIT
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    license
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    quality
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    maintenance
    Enables read-only Linux system diagnostics and troubleshooting on RHEL-based systems, including system info, services, processes, logs, network, and storage analysis. Supports both local and remote SSH execution across multiple hosts.
    20
    MIT
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    A server that enables AI assistants to access and query Grafana dashboards, metrics, logs, and configurations through an MCP protocol interface.
    10
    6
    MIT
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    license
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    Enables AI assistants to check software end-of-life dates and support status using the endoflife.date API, providing accurate information on software lifecycle, security status, and upgrade recommendations in real-time.
    5
    8
    MIT
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    Enables Claude to retrieve and analyze Google Analytics 4 data through 20+ analysis tools, providing insights on traffic, user behavior, conversions, and engagement metrics in Japanese-formatted output.
    20
    2
    MIT
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    This MCP server transforms Claude into a comprehensive security analyst by providing access to 27 security tools across 21 APIs for vulnerability intelligence. It enables users to query multiple sources like NVD, EPSS, CISA KEV, and threat intelligence platforms in parallel to get correlated security insights and risk assessments for CVEs.
    28
    1,116
    Apache 2.0