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  • TractorBeeam365 MCP

    Ringosystems
    A
    license
    -
    quality
    B
    maintenance
    A Model Context Protocol server that connects to Veeam Backup for Microsoft 365 to review backup configuration, find protection gaps, and optionally run jobs and restores with opt-in safety controls.
    Last updated
    2
    MIT

  • rlg-mcp

    sebastienrousseau
    A
    license
    -
    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.
    Last updated
    3
    4
    Apache 2.0
  • freeplay-mcp by freeplayai

    freeplay-mcpofficial

    freeplayai
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to interact with Freeplay, an ops platform for AI engineering teams, to analyze production logs, identify quality issues, iterate on prompts and agents using real data, and run experiments before deploying.
    Last updated
    9
    2
    Apache 2.0
  • Drumbeats MCP by drumbeats-io

    Drumbeats MCPofficial

    drumbeats-io
    A
    license
    A
    quality
    A
    maintenance
    MCP server for Drumbeats monitoring. Enables creating monitors, triaging incidents, and running HTTP/SSL/DNS checks using natural language from any AI client.
    Last updated
    16
    186
    2
    Apache 2.0

  • Radar

    skyhook-io
    A
    license
    A
    quality
    B
    maintenance
    Radar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology, audit findings, and remediation actions to AI agents through the Model Context Protocol.
    Last updated
    25
    2,663
    Apache 2.0

  • kubopt

    kubeopt
    A
    license
    A
    quality
    A
    maintenance
    Kubernetes cluster cost analysis and optimization. Query costs, find savings opportunities, get rightsizing recommendations, and analyze pod spend across AKS, EKS, and GKE — directly from Claude
    Last updated
    6
    12
    Apache 2.0

  • snmp-mcp

    acato
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that wraps the IETF SNMP standard so AI agents can poll any SNMP-speaking device on the network, with generic primitives and MIB-specific wrappers for read-only inspection.
    Last updated
    9
    Apache 2.0

  • Ingero

    ingero-io
    A
    license
    A
    quality
    B
    maintenance
    eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime and Driver APIs via kernel uprobes and host events via tracepoints to build causal chains explaining GPU latency. 7 tools: get_check, get_trace_stats, get_causal_chains, get_stacks, run_demo, get_test_report, run_sql. Telegraphic compression reduces token usage ~60%. Supports stdio and HTTPS (TLS 1.3) transport.
    Last updated
    11
    84

  • Agent Feedback Loop

    AiAgentKarl
    A
    license
    A
    quality
    D
    maintenance
    Enables agents to report and query performance metrics to build a community-driven quality database for MCP tools. This server helps agents discover and select the most reliable tools based on success rates and user-reported quality scores.
    Last updated
    4
    MIT
  • pagerduty-mcp by PagerDuty

    pagerduty-mcpofficial

    PagerDuty
    A
    license
    B
    quality
    C
    maintenance
    Enables management of PagerDuty incidents, services, schedules, and more directly from MCP-enabled clients, with embedded interactive UIs for incident command center, on-call management, and other features.
    Last updated
    63
    73
    Apache 2.0

  • Wireshark MCP

    bx33661
    A
    license
    B
    quality
    C
    maintenance
    An MCP server that enables LLMs to analyze pcap files by providing tools for packet dissection, stream following, and data extraction via tshark. It supports protocol hierarchy analysis, credential scanning, and threat intelligence checks on captured network traffic.
    Last updated
    47
    164
    MIT

  • JVM MCP Server

    xzq-xu
    A
    license
    B
    quality
    F
    maintenance
    A JVM monitoring and control platform server based on Arthas that provides a Python interface for monitoring and analyzing Java processes with capabilities for thread analysis, memory monitoring, and performance diagnostics.
    Last updated
    16
    87
    MIT