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  • OT-AIops Energy

    industrial-aiops
    A
    license
    A
    quality
    A
    maintenance
    Governed, read-only OT data tap for substation and utility telecontrol — IEC 60870-5-104, DNP3/IEEE 1815, and IEC 61850 MMS connectors with cross-protocol asset discovery, alarm and downtime RCA, unbypassable audit logging (MCP + CLI), budget/runaway guards, and an airgap no-egress mode. Energy edition of Industrial-AIOps, built on iaiops.core.
    Last updated
    59
    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

  • xenia

    iondrive-co
    F
    license
    A
    quality
    C
    maintenance
    Enables monitoring and analysis of agent goal achievement and failures across sessions, repos, and tools, with detailed views and tracing.
    Last updated
    3

  • Radar

    skyhook-io
    A
    license
    A
    quality
    A
    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
    2,718
    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

  • Mycelium

    dihannahdi
    A
    license
    A
    quality
    B
    maintenance
    An on-call agent for data incidents, built on a bio-inspired context protocol. It triages data quality and freshness issues using DataHub, computing severity, blast radius, and ownership from the catalogue before generating prose.
    Last updated
    9
    Apache 2.0

  • WaveGuard

    gpartin
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that exposes GPU-accelerated anomaly detection to AI assistants via the Model Context Protocol. Provides two MCP tools: waveguard_scan (send training + test data in one call, returns per-sample anomaly scores and top explanatory features) and waveguard_health (check API and GPU status). Works on time series, JSON, numbers, text, and images — fully stateless.
    Last updated
    3
    4
    MIT
  • 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
    207
    2
    Apache 2.0

  • whats-running-mcp

    stcmain
    A
    license
    A
    quality
    B
    maintenance
    Provides AI agents with real-time ground truth about what's actually running on the machine, including live agent sessions, listening TCP ports, loaded daemons, and system stats. It reads directly from the OS via fixed commands, ensuring agents never rely on stale docs or transcripts.
    Last updated
    5
    978
    MIT

  • Ketan-OS MCP Server

    umang-algo
    A
    license
    A
    quality
    C
    maintenance
    Provides transactional intelligence for AI agents, enabling safe tool execution with pre-flight invariant checks, sub-second filesystem snapshots/rollback, causal tracing, belief contradiction detection, and 15 native MCP tools for Claude Code.
    Last updated
    15
    MIT

  • 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