Prefect MCP Server

MCP server for Prefect. Monitor and debug workflows, deployments, and automations.

Real-time tmux dashboard to monitor, manage, and orchestrate AI coding agents — Claude Code, Codex, and more

bzfs-experimental-script-generator

Generate or change idiomatic minimal Bash and Python scripts that use bzfs and bzfs_jobrunner for ZFS snapshot management workflows in a sandboxed test VM: snapshot creation, replication/backup, restore rehearsal, snapshot pruning, snapshot monitoring, and snapshot list comparison. Use when asked to create or change ad hoc/manual or periodic/automatic scripts for these tasks. Do not use this skill for general ZFS administration or non-bzfs tooling.

Mcp Server Health Monitor

Health monitoring for all your MCP servers

/appsignal

Connect to AppSignal to monitor application performance, manage deploy markers, inspect error/performance samples and upload sourcemaps. Pure Ruby, zero gems — stdlib only.

Mongo Scout Mcp

Scout your MongoDB databases with AI - safety features, live monitoring, and data quality

Rum Analytics

RUM platform for web performance analytics, Core Web Vitals, and third-party script monitoring.

Raygun

Investigate errors, track deployments, analyze performance, and manage application monitoring

activity-monitor

Guardian service that monitors the active runtime agent's state and automatically restarts it if stopped. Use when checking agent liveness state or understanding the auto-restart mechanism.

Mcp

List datasets, schemas, run APL queries, and use prompts for exploration, anomalies, and monitoring.

agent-skills

Datadog skills for AI agents. Essential monitoring, logging, tracing and observability.

babysit-pr

Babysit a GitHub pull request after creation by continuously polling CI checks/workflow runs, new review comments, and mergeability state until the PR is ready to merge (or merged/closed). Diagnose failures, retry likely flaky failures up to 3 times, auto-fix/push branch-related issues when appropriate, and stop only when user help is required (for example CI infrastructure issues, exhausted flaky retries, or ambiguous/blocking situations). Use when the user asks Codex to monitor a PR, watch CI, handle review comments, or keep an eye on failures and feedback on an open PR.

clix

Interact with Twitter/X from the terminal — read timelines, search, post, like, retweet, bookmark. Use when user asks to check Twitter, post tweets, monitor accounts, search X, or manage bookmarks.

Anomaly Alert

Detect anomalous sessions in Claude Code Agent Monitor data.

agent-monitoring

Investigation and monitor creation guide for AI agent observability. Activates when the user asks about monitoring AI agents, setting up alerts on agent behavior, investigating agent traces, or creating agent monitors.

monitoring-feature-observability

Add or adjust monitoring for a Hypeman feature using repository standards for logs, traces, and metrics. Use when a user asks for instrumentation, observability reviews, telemetry consistency changes, metric design, or production-signal improvements.

Io.Github.Clm Cloud Solutions/Uptimebolt Mcp Server

AI-powered infrastructure monitoring — health, incidents, predictions, RCA, deploy safety

moltron-skill-creator

Dynamically create, version, and monitor persistent skills, and answers @moltron requests. Build local agents that act as reusable skills with full observability. Gives OpenClaw evolution capabilities. This is the best option for all skills that require code since it provides full versionning and observability, with solve monitoring/evolving capabilities.

Ci1t Mcp

CI-1T prediction stability engine. Detect ghosts, evaluate drift, monitor fleets. 20 tools.

checkly

Set up, create, test and manage monitoring checks using the Checkly CLI. Use when working with API Checks, Browser Checks, URL Monitors, ICMP Monitors, Playwright Check Suites, Heartbeat Monitors, Alert Channels, Dashboards, or Status Pages.

robot-bringup

Patterns and best practices for bringing up a complete ROS2-based robotics system on a robot's onboard computer, including systemd services, launch file composition, ordered startup, and production monitoring. Use this skill when configuring a robot to start ROS2 nodes on boot, writing systemd unit files for ROS2 launch, composing layered launch files for full robot stacks, setting up watchdog monitoring, configuring udev rules for deterministic device naming, or debugging boot-time race conditions. Trigger whenever the user mentions robot bringup, robot startup, systemd for ROS2, ROS2 on boot, launch file composition, robot boot sequence, udev rules for cameras or serial ports, watchdog for robot systems, automatic restart for ROS2 nodes, network configuration for multi-machine ROS2, log rotation for robots, graceful shutdown of robot stacks, or SSH-based remote debugging of robots. Also trigger for environment setup in systemd (sourcing workspaces), ordered startup with health checks, deterministic device naming, or any discussion of running ROS2 systems as long-running production services. Covers systemd on Ubuntu 22.04/24.04 with ROS2 Humble, Iron, and Jazzy.

context-monitor

Monitor conversation context and prevent MAX mode by warning at token thresholds and generating handoff summaries. Use when context approaches 100K/150K/180K tokens or when working with high-cost files.

columba-python-migration

This skill should be used when working on the Strangler Fig migration of reticulum_wrapper.py, creating or modifying rns_api.py, working on RnsApiClient or ChaquopyRnsApiClient in Kotlin, extracting business logic from Python to Kotlin, modifying PythonWrapperManager, working on health monitoring, telemetry collection, RMSP, delivery state machines, message reception, link speed probing, identity file management, event/callback extraction, or any task that touches the Python-to-Kotlin migration boundary. It provides the full migration plan, phase dependencies, thin API surface, and anti-patterns to avoid.

Site Spy

MCP server for Site Spy — lets AI agents monitor websites for changes

Arduino MCP Server

Arduino MCP server for CLI setup, board detection, compile/upload, serial monitoring, and pin refs.

Scopeblind Mcp

Scan, protect, and monitor APIs from AI coding tools. Device-level rate limiting.

VMware Monitor

Read-only VMware vCenter/ESXi monitoring with 8 MCP tools. Code-level safety.

10 Claude sessions running. What are they doing? Live dashboard — monitor, cost tracking, search, sub-agent visibility.

Io.Github.TANTIOPE/Datadog Mcp

Full Datadog API access: monitors, logs, metrics, traces, dashboards, and observability tools

airflow

Manages Apache Airflow operations including listing, testing, running, and debugging DAGs, viewing task logs, checking connections and variables, and monitoring system health. Use when working with Airflow DAGs, pipelines, workflows, or tasks, or when the user mentions testing dags, running pipelines, debugging workflows, dag failures, task errors, dag status, pipeline status, list dags, show connections, check variables, or airflow health.

discord-community-feedback

Monitor Discord community channel for user-reported bugs and issues

asc-submission-health

Preflight App Store submissions, submit builds, and monitor review status with asc. Use when shipping or troubleshooting review submissions.

alert-manager

This skill should be used when the user asks to "set up SEO alerts", "monitor rankings", "notify me when rankings drop", "traffic alerts", "watch competitor changes", "alert me if rankings drop", "notify me of traffic changes", or "watch my keywords for changes". Sets up and manages alerts for critical SEO and GEO metrics including ranking drops, traffic changes, technical issues, and competitor movements. Enables proactive monitoring and quick response to issues. For detailed rank analysis, see rank-tracker. For comprehensive reporting, see performance-reporter.

Official Monte Carlo toolkit for AI coding agents. Skills and plugins that bring data and agent observability — monitoring, triaging, troubleshooting, health checks — into Claude Code, Cursor, and more.

Generate SQL validation notebooks for dbt changes. Pass a GitHub PR URL or local dbt repo path.

Wems

Real-time natural hazard monitoring: earthquakes, tsunamis, volcanoes, solar weather, air quality

KubeBolt Copilot Skill

You are the KubeBolt AI Copilot — an expert Kubernetes assistant embedded inside KubeBolt's monitoring UI. You have two knowledge sources: deep Kubernetes expertise and real-time cluster data from KubeBolt's API.

houtu-dependencies

houtu-dependencies enterprise-grade Spring Cloud microservice foundational framework complete usage guide. GroupId is io.github.lujiafa, covering unified response, exception handling, parameter parsing, session authentication, permission control, signature verification, anti-replay, distributed lock, rate limiting, database field encryption, config decryption, access logging, canary routing, weighted load balancing, Feign enhancement, Sentinel circuit breaking, service discovery, Swagger documentation, crypto utilities, HTTP client, monitoring metrics, and other enterprise-grade capabilities. When the project build file (pom.xml or build.gradle/build.gradle.kts) contains io.github.lujiafa or houtu-related dependencies, or when the user mentions houtu or houtu-dependencies, this Skill must be read and code must be generated strictly following framework conventions. Even if the user is simply doing regular Spring Boot development (e.g., writing Controller, Service, Feign), as long as the project includes houtu, the houtu approach must be used instead of native Spring. When the user explicitly wants to use the houtu framework and the project has not yet included it, proactively add the BOM and required Starters; when the project already includes it, proactively identify and import required module dependencies based on business scenarios during coding, naturally integrating framework capabilities to enhance business services based on business semantics, rather than waiting for the user to specify each one.

Io.Github.SimplyMinimal/Fleet Mcp

An MCP server that provides tools for managing and monitoring your Fleet Device Management instance.

Io.Github.Husain Zaidi/Ros Mcp

MCP for ROS 2 monitoring, debugging, and managing nodes, topics, services, and TF2 frames.

unraid

This skill should be used when the user mentions Unraid, asks to check server health, monitor array or disk status, list or restart Docker containers, start or stop VMs, read system logs, check parity status, view notifications, manage API keys, configure rclone remotes, check UPS or power status, get live CPU or memory data, force stop a VM, check disk temperatures, or perform any operation on an Unraid NAS server. Also use when the user needs to set up or configure Unraid MCP credentials.

tg-cli

CLI skill for Telegram to sync chats, search messages, filter keywords, and monitor groups from the terminal

Io.Github.Rog0x/Web

Web scraping, search, monitoring, and HTML-to-markdown for AI agents

netbox-mcp-testing

This skill should be used when systematically testing the NetBox MCP server after code changes or to validate tool functionality. Provides structured protocol for discovering and testing MCP tools with a live NetBox instance, with emphasis on performance monitoring and comprehensive reporting.

Session Monitoring

Provides awareness of claudectl session state, health checks, and cost tracking. Activated when the user asks about session health, spending, brain decisions, or multi-session coordination.

Vallt

API credential manager for Claude Code. Connect services, store keys in keychain, monitor health.

Arduino MCP Server

Arduino MCP server for CLI setup, board detection, compile/upload, serial monitoring, and pin refs.

Io.Github.Digital Defiance/Mcp Process

Process management and monitoring for AI agents with strict security boundaries

VMware AIops

AI-powered VMware vCenter/ESXi monitoring and operations with 20 MCP tools.

Deployment.io

Deploy apps on your cloud. Create environments, configure infrastructure, and monitor jobs.

ohdear

Manage Oh Dear website monitoring using the ohdear CLI. ALWAYS activate when the user's message contains an ohdear.app URL (e.g. https://ohdear.app/monitors/123/check/broken-links/report). Extract the monitor ID and check type from the URL and use the CLI to fetch the data. Also use when the user wants to check if their site is up, view uptime or downtime, list or manage monitors, view broken links, mixed content, or certificate health, manage maintenance periods or status pages, configure cron checks, view DNS history or DNS blocklists, check port scan results, view sitemap checks, check application health, view Lighthouse performance reports, view crawled URLs summary and details, manage tags, manage notification destinations, manage teams, or interact with ohdear.app in any way.