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  • Log Analyzer with MCP by awslabs

    Log Analyzer with MCPofficial

    awslabs
    A
    license
    Not graded
    quality
    D
    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

  • 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

  • aliyun-sls-codex

    huanglixinccc
    F
    license
    A
    quality
    B
    maintenance
    MCP server for read-only investigation of Aliyun SLS logs fixed to cn-beijing/taient-rpa/node-rpa. Exposes search_logs, get_context_logs, and check_connection tools with a guided investigation skill.
    3

  • runmeter

    Aptica-Solutions
    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

  • dominion-observatory

    vdineshk
    A
    license
    Not graded
    quality
    A
    maintenance
    Behavioral trust scoring for MCP servers and AI agents. Live registry tracking 4,500+ servers with trust scores (0-100) based on interaction history, success rates, and latency
    2
    MIT

  • AREL

    Akgithub2028
    A
    license
    Not graded
    quality
    C
    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.
    1
    Apache 2.0

  • PCAP-Analyzer MCP Server

    Amaze-with-AI
    A
    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

  • mcp-opensearch

    bunnyiesart
    A
    license
    A
    quality
    A
    maintenance
    A read-only MCP server that enables AI assistants to search, aggregate, and explore OpenSearch log data through 12 tools for connectivity, index discovery, search, and aggregations.
    17
    MIT

  • sumo-mcp-readonly

    CraigWetzelberger
    A
    license
    A
    quality
    B
    maintenance
    A read-only MCP server for querying Sumo Logic logs, enabling AI assistants to search and investigate application logs with opinionated tools and secure credential handling.
    5
    30
    1
    MIT

  • GCP MCP Server

    enesbol
    A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to interact with and manage Google Cloud Platform resources including Compute Engine, Cloud Run, Storage, BigQuery, and other GCP services through a standardized MCP interface.
    1
    6
    MIT

  • Datadog MCP Server

    tuno-dev
    A
    license
    C
    quality
    D
    maintenance
    Enables interaction with Datadog's monitoring platform to search logs, search trace spans, and perform trace span aggregation for analysis.
    3
    1,015
    MIT

  • MCP Datadog Server

    ClaudioLazaro
    A
    license
    C
    quality
    A
    maintenance
    Enables interaction with Datadog APIs through automatically generated tools from Postman collections. Supports monitoring operations, log management, metrics submission, and other Datadog functionality through natural language.
    100
    113
    Apache 2.0
  • Recordant by recordant

    Recordantofficial

    recordant
    F
    license
    Not graded
    quality
    C
    maintenance
    Patent-pending diagnostic + decisions-ledger engine for any host software system — operator briefs and a severity-gated MCP console.

  • quickwit-mcp

    agarwalvivek29
    A
    license
    Not graded
    quality
    F
    maintenance
    A read-only MCP server that exposes Quickwit log search and aggregations to LLM clients, enabling natural language log investigation.
    Apache 2.0

  • Observe MCP Server

    rustomax
    A
    license
    Not graded
    quality
    Not graded
    maintenance
    A Model Context Protocol server that provides access to Observe API functionality, enabling LLMs to execute OPAL queries, manage datasets/monitors, and leverage vector search for documentation and troubleshooting runbooks.
    1