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  • GCP Billing and Monitoring MCP

    RadiumGu
    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

  • grafana-mcp

    daanrongen
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for Grafana enabling management of dashboards, datasources, alert rules, folders, and annotations via stdio.
    37
    MIT

  • Atlas MCP Server

    good2idnan
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents and users to manage workspace files, monitor system metrics, take persistent notes, and retrieve weather data via MCP tools and resources.

  • seshat-bi

    Kemetra
    A
    license
    A
    quality
    A
    maintenance
    A read-only MCP server that reports BI pipeline readiness, blockers, and the next allowed action for governed Power BI workflows. It never writes files, executes warehouse work, or grants human approvals.
    6
    318
    2
    Apache 2.0

  • rlg-mcp

    sebastienrousseau
    A
    license
    Not graded
    quality
    A
    maintenance
    MCP server exposing rlg (RustLogs) log files as tools for on-call / SRE agent workflows. Three tools over JSON-RPC stdio — tail_log (last N events, filtered by level/target), filter_log (predicate filtering), summarize_errors (grouped error taxonomy). Pure Rust. MIT OR Apache-2.0.
    3
    4
    Apache 2.0

  • Log Analyzer MCP

    Fato07
    A
    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
    5
    MIT

  • mcpacket

    mcpcap
    A
    license
    A
    quality
    B
    maintenance
    Enables LLMs to analyze network packet captures (PCAP files) from local or remote sources through a modular architecture. Supports DNS traffic analysis with structured JSON responses for network security and troubleshooting tasks.
    9
    51
    MIT

  • shadow-monitor-mcp

    yurii-mandzii
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to inspect Shadow Monitor capture files locally, with tools to load bundles, find errors, search network requests, and replay user actions.
    11
    26
    1
    MIT

  • memorydetective

    carloshpdoc
    A
    license
    A
    quality
    B
    maintenance
    iOS leak hunting and performance investigation. Reads .memgraph and .trace files, classifies retain cycles against a 34-pattern catalog with Swift fix templates, bridges to source via SourceKit-LSP. 28 MCP tools, 34 catalog resources, 5 investigation prompts.
    42
    180
    13
    Apache 2.0

  • mcp-ros2-logs

    spanchal001
    A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to analyze ROS2 log files across multiple nodes by merging them into a unified timeline and providing smart query tools, without requiring ROS2 installation.
    11
    4
    MIT

  • Log MCP Server

    thhart
    A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to automatically inspect and analyze application runtime log files for debugging and troubleshooting. Supports monitoring multiple log directories simultaneously with tools for listing, reading, searching, and paginating through log files.
    8
    MIT

  • tb-query

    Alir3z4
    A
    license
    A
    quality
    B
    maintenance
    MCP server for querying and analyzing TensorBoard event files, enabling AI agents to extract scalar data, statistics, and correlations without a running TensorBoard server.
    6
    11
    GPL 3.0

  • VirusTotal MCP Server

    mikeysrecipes
    A
    license
    A
    quality
    D
    maintenance
    Enables security analysis of URLs, files, IPs, and domains using the VirusTotal API, with automatic fetching of relationship data to provide comprehensive reports.
    7
    431
    MIT

  • Ops MCP Server

    SrujanReddyKallu2024
    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