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  • A
    license
    C
    quality
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    maintenance
    Comprehensive MCP server for integrating with Zabbix monitoring systems, providing 90+ API tools across 19 categories for monitoring, alerting, and infrastructure management.
    100
    15
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    MCP-based production monitoring agent for manufacturing OEE, providing real-time monitoring, downtime root-cause analysis, and automated alerts through integration with SQL Server, MES APIs, and incident management systems.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to perform root cause analysis on SAP systems by querying Azure Log Analytics data, offering schema discovery, validated KQL execution, result analysis, and automated 8-step RCA workflows.
    -
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    license
    A
    quality
    C
    maintenance
    An MCP server for AI-powered log analysis that enables parsing, searching, and debugging across nine log formats directly within Claude. It features automated error extraction, sensitive data scanning, and streaming support for large log files.
    14
    28 PyPI
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables diagnosing synthetic payment incidents using narrowly scoped MCP tools: read-only lookups for incidents, payments, and logs, plus a confirmation-gated retry action for failed jobs.
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A meta-layer MCP server that treats connectors as objects and access paths as morphisms, enabling automated coherence checks across multiple data sources to detect inconsistencies. It provides tools to list sources, compare fingerprints for coherence, and identify divergent or unreachable sources.
    3
    AGPL 3.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables LLMs to answer Berserk observability questions by calling verified KQL tools instead of hand-authoring queries, with role-based tool filtering and automated query discovery.
    35
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for Beszel system monitoring that provides tools to list systems, containers, alerts, and query CPU, memory, disk, and network stats.
    6
    5 npm
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Provides tools for AI assistants to manage and diagnose MWAA Airflow environments, EMR Serverless jobs, S3 files, and Confluence documentation. It features automated pipeline failure diagnosis and comprehensive log retrieval across these integrated platforms.
    44
    -
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to build, test, debug, and interact with Kotlin Multiplatform Mobile (Android/iOS) applications through automated build pipelines, UI automation, crash analysis, and app state inspection.
    15
    5 npm
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for integrating self-hosted Sentry with AI assistants, enabling project and issue listing, issue details with stack traces, and event retrieval.
    7
    13 npm
    1
    MIT
  • A
    license
    B
    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.
    31
    1
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    MCP server for monitoring, diagnosing, and auto-correcting observability issues across platform services, integrating with Sentry and PostgreSQL for error tracking and billing pipeline health.
    16
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Connects AI assistants to the Vectra AI security platform to enable intelligent analysis of threat detection data and automated incident response workflows. It allows users to investigate threats, take response actions, and generate security reports using natural language.
    23
    6
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables interaction with Foreman instances to manage systems through the Model Context Protocol. It provides access to Foreman resources and tools, such as security update reports, directly within AI-powered environments like VSCode and Claude Desktop.
    5
    11
    GPL 3.0