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  • A
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    maintenance
    A Model Context Protocol server that provides AI assistants access to AWS CloudWatch Logs, enabling browsing, searching, summarizing, and correlating logs across multiple AWS services.
    167
    Apache 2.0
  • A
    license
    A
    quality
    B
    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.
    6
    MIT
  • A
    license
    C
    quality
    D
    maintenance
    Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.
    40
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    A production-oriented reliability, benchmarking, and evaluation system that layers multi-version protocol negotiation, adaptive streaming, connection pooling, and resilience onto an MCP agent runtime.
    3
    Apache 2.0
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    license
    Not graded
    quality
    D
    maintenance
    Enables natural language analysis of network packet captures, including protocol detection, flow analysis, and security threat identification, integrated with AI assistants.
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables analysis of JVM thread dumps to detect deadlocks, CPU spikes, pool exhaustion, and virtual thread pinning, returning a health score and interactive report link.
    2
    66
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server that transforms raw log query results into structured incident reports (Markdown, JSON, HTML) with correlation to git commits and tickets.
    5
    10
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server for Grafana Loki that enables LLMs to query, tail, and analyze logs, featuring fuzzy container-name matching, compact output, and tools for log patterns, volume, and label discovery. It can run as a local stdio server or a containerized HTTP service.
    9
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    Token-efficient MCP server for Linux system diagnostics and desktop/hardware control, providing compact JSON output with hard size limits and a safety model that requires explicit flags for mutating actions.
    59
    -
  • A
    license
    B
    quality
    B
    maintenance
    A local-first MCP bridge and script operations layer that connects coding agents to authorized Roblox Luau development clients via websocket, enabling live execution, file watching, diagnostics, permission-gated script capsules, crash detection, and a dashboard.
    79
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables natural language interaction with SumoLogic for log management and analytics, with contextual awareness through a configuration file that maps your environment.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    A read-only MCP server for Cisco Meraki Dashboard, enabling LLMs to discover devices, check health, troubleshoot, and generate reports via natural language.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to interact with FortiAnalyzer for log analysis, reporting, security monitoring, and SOC operations via the JSON-RPC API.
    12
    MIT