701 agent tools in this category, ranked by GitHub stars for now. Hands-on test results will replace this ranking as they finish.
The three most-starred tools here. Not tested together yet.
Instruments code so production behavior is visible and diagnosable. Use when adding logging, metrics, tracing, or alerting. Use when shipping any feature that r
npx skills add addyosmani/agent-skills --skill observability-and-instrumentationBelievable agent cost report for any period, default the last 7 full days PT, not counting today. Measured tokens from Claude Code transcripts priced at OpenRou
npx skills add thedotmack/claude-mem --skill Agent Cost ReportTrace Paperclip runs, requests, and full CI suites in Honeycomb. Use to find traces, diagnose latency, design readable and foldable waterfalls, configure opt-in
npx skills add paperclipai/paperclip --skill honeycomb-tracing| Tool | Stars | Last update | License | |
|---|---|---|---|---|
| observability-and-instrumentation Instruments code so production behavior is visible and diagnosable. Use when adding logging, metrics, tracing, or alerting. Use when shipping any feat SkillInstall · skills CLI | 117,221 | MIT | ||
| Agent Cost Report Believable agent cost report for any period, default the last 7 full days PT, not counting today. Measured tokens from Claude Code transcripts priced SkillInstall · skills CLI | 116,897 | Apache-2.0 | ||
| honeycomb-tracing Trace Paperclip runs, requests, and full CI suites in Honeycomb. Use to find traces, diagnose latency, design readable and foldable waterfalls, config SkillInstall · skills CLI | 113,505 | MIT | ||
| Netdata Real-time infrastructure monitoring with metrics, logs, alerts, and ML-based anomaly detection. MCP serverGitHub-verified authorRemoteSign-in needed | 81,392 | GPL-3.0 | ||
| better-stack-automation Automate Better Stack tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,451 | — | ||
| bugsnag-automation Automate Bugsnag tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,451 | — | ||
| azure-monitor-opentelemetry-ts Auto-instrument Node.js applications with distributed tracing, metrics, and logs. SkillInstall · skills CLI | 49,672 | MIT | ||
| devops-troubleshooter Expert DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability. SkillInstall · skills CLI | 49,672 | MIT | ||
| distributed-tracing Implement distributed tracing with Jaeger and Tempo for request flow visibility across microservices. SkillInstall · skills CLI | 49,672 | MIT | ||
| grafana-dashboards Create and manage production-ready Grafana dashboards for comprehensive system observability. SkillInstall · skills CLI | 49,672 | MIT | ||
| incident-responder Expert SRE incident responder specializing in rapid problem resolution, modern observability, and comprehensive incident management. SkillInstall · skills CLI | 49,672 | MIT | ||
| observability-engineer Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident r SkillInstall · skills CLI | 49,672 | MIT | ||
| on-call-handoff-patterns Effective patterns for on-call shift transitions, ensuring continuity, context transfer, and reliable incident response across shifts. SkillInstall · skills CLI | 49,672 | MIT | ||
| performance-engineer Diagnose performance bottlenecks using profiling, traces, load tests, and observability; verify latency and capacity improvements. SkillInstall · skills CLI | 49,672 | MIT | ||
| postmortem-writing Comprehensive guide to writing effective, blameless postmortems that drive organizational learning and prevent incident recurrence. SkillInstall · skills CLI | 49,672 | MIT | ||
| slo-implementation Framework for defining and implementing Service Level Indicators (SLIs), Service Level Objectives (SLOs), and error budgets. SkillInstall · skills CLI | 49,672 | MIT | ||
| distributed-tracing Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks. Use when debugging mi SkillInstall · skills CLI | 42,495 | MIT | ||
| grafana-dashboards Create and manage production Grafana dashboards for real-time visualization of system and application metrics. Use when building monitoring dashboards SkillInstall · skills CLI | 42,495 | MIT | ||
| prometheus-configuration Set up Prometheus for comprehensive metric collection, storage, and monitoring of infrastructure and applications. Use when implementing metrics colle SkillInstall · skills CLI | 42,495 | MIT | ||
| python-observability Python observability patterns including structured logging, metrics, and distributed tracing. Use when adding logging, implementing metrics collection SkillInstall · skills CLI | 42,495 | MIT | ||
| service-mesh-observability Implement comprehensive observability for service meshes including distributed tracing, metrics, and visualization. Use when setting up mesh monitorin SkillInstall · skills CLI | 42,495 | MIT | ||
| slo-implementation Define and implement Service Level Indicators (SLIs) and Service Level Objectives (SLOs) with error budgets and alerting. Use when establishing reliab SkillInstall · skills CLI | 42,495 | MIT | ||
| appinsights-instrumentation Instrument a webapp to send useful telemetry data to Azure App Insights SkillInstall · skills CLI | 41,140 | MIT | ||
| arize-link Generates deep links to the Arize UI for traces, spans, sessions, datasets, labeling queues, evaluators, and annotation configs. Produces clickable UR SkillInstall · skills CLI | 41,140 | MIT | ||
| aws-cloudwatch-investigation Reusable investigation patterns for AWS CloudWatch: Logs Insights query templates, alarm-to-deployment correlation, blast-radius narrowing decision tr SkillInstall · skills CLI | 41,140 | MIT | ||
| incident-postmortem Use when an outage, production incident, or significant service degradation has occurred and the team needs a blameless post-mortem / RCA document in SkillInstall · skills CLI | 41,140 | MIT | ||
| building-cloud-siem-with-sentinel Deploy Microsoft Sentinel as a cloud-native SIEM/SOAR by configuring multi-cloud data connectors (AWS, Azure, GCP), writing KQL detection and hunting SkillInstall · skills CLI | 36,105 | Apache-2.0 | ||
| building-incident-response-dashboard Builds real-time incident response dashboards in Splunk, Elastic, or Grafana to provide SOC analysts and leadership with situational awareness during SkillInstall · skills CLI | 36,105 | Apache-2.0 | ||
| detecting-container-drift-at-runtime Detects unauthorized runtime drift in containers by monitoring binary execution, filesystem changes, and configuration deviation from the original imm SkillInstall · skills CLI | 36,105 | Apache-2.0 | ||
| detecting-container-escape-attempts Detects container escape at runtime across tooling - namespace manipulation, capability abuse, kernel exploits, sensitive host mounts, and anomalous s SkillInstall · skills CLI | 36,105 | Apache-2.0 | ||
| detecting-container-escape-with-falco-rules Writes and tunes Falco rule syntax for container escape detection - conditions, macros, lists, priorities, and output fields - covering host filesyste SkillInstall · skills CLI | 36,105 | Apache-2.0 | ||
| detecting-container-runtime-threats-with-falco Deploys and operates Falco with the modern eBPF driver in Kubernetes and Docker, covering driver selection, Helm installation, output channels, and th SkillInstall · skills CLI | 36,105 | Apache-2.0 | ||
| detecting-cryptomining-in-cloud This skill teaches security teams how to detect and respond to unauthorized cryptocurrency mining operations in cloud environments. It covers identify SkillInstall · skills CLI | 36,105 | Apache-2.0 | ||
| datadog-cli Datadog CLI for searching logs, querying metrics, tracing requests, and managing dashboards. Use this when debugging production issues or working with SkillInstall · skills CLI | 33,495 | MIT | ||
| observability-langsmith LLM observability platform for tracing, evaluation, and monitoring. Use when debugging LLM applications, evaluating model outputs against datasets, mo SkillInstall · skills CLI | 33,495 | MIT | ||
| observability-phoenix Open-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed traces, running e SkillInstall · skills CLI | 33,495 | MIT | ||
| add-dashboard Add a monitoring dashboard to NanoClaw. Installs @nanoco/nanoclaw-dashboard and a pusher that sends periodic JSON snapshots. SkillInstall · skills CLI | 31,114 | MIT | ||
| application-integration-troubleshooting Diagnoses failed, stuck, or silent Google Cloud Application Integration runs and Integration Connectors tasks using the REST API, Cloud Logging, and C SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| bigquery-observability Provides data-retrieval best practices, tool selection guidance, and performant SQL query syntax for BigQuery telemetry across INFORMATION_SCHEMA, Clo SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| bigquery-troubleshooting Provides diagnostic workflows and step-by-step root-cause analysis procedures for actively broken, failing, or slow BigQuery jobs, execution graph and SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| cloud-logging-configuration-basics Configure single-project Cloud Logging on Google Cloud: regional log buckets, log sinks, log views, restricting or hiding sensitive logs in the defaul SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| cloud-logging-cross-project-configuration Configure and troubleshoot Google Cloud cross-project centralized logging and read-time aggregation. Use when: - Setting up log routing from multiple SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| cloud-logging-query-generation Generates Logging Query Language (LQL) queries for Cloud Logging on Google Cloud from natural language. Use this skill when you need to query log data SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| cloud-monitoring-alert-configuration Configures Cloud Monitoring alerting policies using Terraform and PromQL across Cloud Run, Google Kubernetes Engine (GKE), Compute Engine, AI Hypercom SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| cloud-monitoring-chart-generation Generates Cloud Monitoring Server-Driven UI (SDUI) Widget and XyChart Protocol Buffer textprotos on Google Cloud from resolved PromQL or ListTimeSerie SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| cloud-monitoring-list-time-series-request Generates valid Cloud Monitoring ListTimeSeries requests and aggregation specifications from metric descriptors and resource parameters. Use when aske SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| cloud-monitoring-metric-selection Retrieve, query, and identify relevant Cloud Monitoring metric descriptors on Google Cloud for a service or resource (such as Compute Engine, Spanner, SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| cloud-monitoring-notification-channels-configuration Generates Terraform HCL configurations for Cloud Monitoring notification channels (`google_monitoring_notification_channel`) and adds notification cha SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| cloud-monitoring-promql-query Generates valid PromQL queries from Cloud Monitoring metric descriptors and resource parameters. Use when asked to create, generate, write, or format SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| cloud-network-insights Guides and automates setup, onboarding, and synthetic monitoring operations for Cloud Network Insights in Google Cloud and Broadcom AppNeta. Use when SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| cloud-run-alert-configuration Configures best-practice, high-signal alerting policies for Cloud Run resources on Google Cloud (services, jobs, and worker pools) based on seasoned S SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| cloud-trace-querying Query Cloud Trace spans, filter by latency thresholds or error status, correlate distributed traces with Cloud Logging, and diagnose latency bottlenec SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-ai-troubleshooting-handle-disruption-gpu-tpu Diagnoses, predicts, and mitigates node disruptions during Compute Engine host maintenance and hardware or software maintenance events for GPU and TPU SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-ai-troubleshooting-jobset-interruption Diagnoses GKE JobSet interruptions, restarts, and preemptions for AI/ML training workloads autonomously. Use when troubleshooting JobSet restart loops SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-ai-troubleshooting-node-unresponsive-timeout Diagnose and mitigate GKE TPU or GPU nodes stuck in NotReady / NodeStatusUnknown ("Kubelet stopped posting node status") due to host kernel panics, ha SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-ai-troubleshooting-tpu-dynamic-slices-monitoring Monitors, troubleshoots, and manages GKE TPU Dynamic Slices custom resources. Use when checking TPU slice lifecycle states, troubleshooting slice prov SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-ai-troubleshooting-tpu-metrics-monitoring Monitors and troubleshoots GKE TPU workloads, nodes, and node pools using GKE system metrics and PromQL. Use when monitoring TensorCore duty cycle, TP SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-ai-troubleshooting-tpu-mxla-hang Diagnose GKE Cloud TPU multi-slice training hangs (Megascale `HANG_DETECTED` logs and hang monitored events) using the ML Diagnostics `Megascale XLA ( SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-ai-troubleshooting-tpu-partition-overlap Diagnose and resolve GKE TPU slice creation failures (SliceCreationFailed) caused by partition overlap conflicts where requested TPU partitions or the SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-ai-troubleshooting-tpu-performance-degradation Diagnose GKE Cloud TPU training throughput drops and step-time regressions (15%+ TPU duty-cycle drop) using ML Diagnostics Workload Monitoring (`gclou SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-ai-troubleshooting-tpu-reservation-stockout Diagnose and resolve cluster-wide GKE TPU node pool creation or scale-up failures caused by Compute Engine reservation stockouts (GCE_STOCKOUT, ZONE_R SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-ai-troubleshooting-tpu-slice-mig-stuck-updating Diagnose and resolve GKE TPU Dynamic Slice creation and JobSet scheduling failures blocked by underlying Compute Engine managed instance groups (MIGs) SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-ai-troubleshooting-tpu-vbar-oom Diagnoses and prevents vbar_control_agent segfaults, out-of-memory (OOM) errors, and TPU device initialization failures on TPU v6e nodes in GKE caused SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-ai-troubleshooting-tpu-vm-repair-stuck Diagnose GKE TPU VM instances stuck in Compute Engine repair (REPAIRING state) after host errors, maintenance events, or faulty host reports in single SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-alert-configuration Configures alerting policies in Terraform for Google Kubernetes Engine (GKE) clusters, workloads, and services using PromQL and Google Cloud Managed S SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-cost-analysis Answer natural language questions and perform analysis on GKE cluster and workload costs using BigQuery billing exports, cost allocation data, and liv SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-node-notready Diagnoses GKE nodes reporting NotReady or Unknown status by inspecting node conditions, events, kubelet/containerd logs, and node metrics, then propos SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| gke-observability Configures GKE observability, including Cloud Logging, Cloud Monitoring, and managed Prometheus. Use when configuring GKE monitoring, setting up GKE l SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| google-cloud-filestore-autoscale Inspects Filestore capacity and utilization on Google Cloud, evaluates storage scaling rules, and performs capacity autoscaling (scale UP for low free SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| google-cloud-filestore-log-troubleshooting Diagnoses and resolves Filestore client mount failures on Google Cloud, permission errors (EACCES), and network timeouts (ETIMEDOUT). Use when an NFS SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| google-cloud-networking-observability Investigates Google Cloud networking issues by analyzing GCP logs, metrics, and diagnostics. Use when investigating dropped network traffic, packet dr SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| google-cloud-slo-alert-configuration Configures Cloud Monitoring PromQL-based Service Level Objective (SLO) alerting policies on Google Cloud for resources registered in App Hub or indivi SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| google-cloud-waf-cost-optimization Evaluates Google Cloud workloads for cost efficiency and FinOps alignment using the Google Cloud Well-Architected Framework Cost Optimization pillar. SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| google-cloud-waf-operational-excellence Generates operational guidance for CI/CD deployment pipelines, observability, monitoring, logging, and incident management on Google Cloud based on th SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| system-profile Profile a target (script, process, GPU, memory, interconnect) for performance analysis. Use when user says \"profile\", \"benchmark\", \"bottleneck\", SkillInstall · skills CLI | 19,162 | MIT | ||
| training-check Interactively monitor training metrics from the current Codex session, periodically checking WandB or fallback logs for NaN, divergence, plateaus, and SkillInstall · skills CLI | 19,162 | MIT | ||
| training-check Periodically check WandB metrics during training to catch problems early (NaN, loss divergence, idle GPUs). Avoids wasting GPU hours on broken runs. U SkillInstall · skills CLI | 19,162 | MIT | ||
| kubeeye Use when deploying KubeEye for cluster inspection, creating InspectRule/InspectPlan resources, or retrieving inspection results. Covers InstallPlan-ba SkillInstall · skills CLI | 17,078 | — | ||
| nightingale Open-source, self-hosted alerting for metrics, logs, and databases. Includes a built-in AI agent and MCP server. MCP server | 13,489 | — | ||
| chaos-engineer Designs chaos experiments, creates failure injection frameworks, and facilitates game day exercises for distributed systems — producing runbooks, expe SkillInstall · skills CLI | 12,355 | MIT | ||
| monitoring-expert Configures monitoring systems, implements structured logging pipelines, creates Prometheus/Grafana dashboards, defines alerting rules, and instruments SkillInstall · skills CLI | 12,355 | MIT | ||
| sre-engineer Defines service level objectives, creates error budget policies, designs incident response procedures, develops capacity models, and produces monitori SkillInstall · skills CLI | 12,355 | MIT | ||
| antinet-provenance 软件开发工程师与信息安全分析师在构建多智能体系统时，当需全链路可观测与安全审计，请用此技能。它自动收集操作日志，生成可追溯证据链与向量索引，开箱即用实现系统审计与精准回放，让Agent运行安全透明。 SkillInstall · skills CLI | 9,543 | — | ||
| provenance 收集系统全链路操作日志，生成可追溯的执行证据链与向量索引，是多智能体系统可观测性与安全审计的底座。 SkillInstall · skills CLI | 9,543 | — | ||
| openstatus Manage monitors, status pages, incidents and maintenances in your openstatus workspace. MCP serverVerified domain · openstatus.devRemoteSign-in needed | 9,259 | AGPL-3.0 | ||
| OneUptime Manage incidents, alerts, monitors, status pages, on-call and telemetry in OneUptime. MCP serverVerified domain · oneuptime.comRemote● LiveAPI key needed | 7,816 | — | ||
| sentry Inspect Sentry issues, summarize production errors, and pull health data via the Sentry API (read-only). Use when user says "check Sentry", "what erro SkillInstall · skills CLI | 7,167 | — | ||
| http-load-profiler Run stepped HTTP load tests with ab/wrk, ramping concurrency levels to collect p50/p90/p99 latency, detect performance inflection points, and recommen SkillInstall · skills CLI | 4,708 | MIT | ||
| log-error-digest Analyze log files to troubleshoot errors, identify peak error periods, and produce error clustering, frequency statistics, and time distribution repor SkillInstall · skills CLI | 4,708 | MIT | ||
| wireshark-analysis This skill should be used when the user asks to "analyze network traffic with Wireshark", "capture packets for troubleshooting", "filter PCAP files", SkillInstall · skills CLI | 4,708 | MIT | ||
| eas-observe Use for anything related to EAS Observe - adding `expo-observe` to an Expo project (AppMetricsRoot/ObserveRoot HOC, markInteractive and ObserveInterac SkillInstall · skills CLI | 4,131 | MIT | ||
| eas-update-insights Check the health of published EAS Update: crash rates, install/launch counts, unique users, payload size, and the split between embedded and OTA users SkillInstall · skills CLI | 4,131 | MIT | ||
| nemo-relay-plugin-observability Use this skill when choosing or configuring NeMo Relay 0.6 or 0.7 observability through the built-in plugin, subscribers, or exporters, including raw SkillInstall · skills CLI | 3,954 | Apache-2.0 | ||
| providing-performance-optimization-advice Produce a prioritized performance-optimization roadmap across frontend, backend, and infrastructure. Use as an explicit/manual helper after bottleneck SkillInstall · skills CLI | 3,816 | Apache-2.0 | ||
| sentry Use when the user asks to inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry API; pe SkillInstall · skills CLI | 3,816 | Apache-2.0 | ||
| datadog-automation Automate Datadog tasks via Rube MCP (Composio): query metrics, search logs, manage monitors/dashboards, create events and downtimes. Always search too SkillInstall · skills CLI | 3,743 | MIT | ||
| ops-fires Production incidents dashboard. Reads ECS health, Sentry errors, CI failures. Offers to dispatch fix agents for active fires. SkillInstall · skills CLI | 3,743 | MIT | ||
| ops-monitor Unified APM and monitoring surface. Polls Datadog, New Relic, and OpenTelemetry backends for active alerts, error traces, and entity health. Use --wat SkillInstall · skills CLI | 3,743 | MIT | ||
| ops-status Lightweight green/red status panel for every configured integration. No gather, no actions. SkillInstall · skills CLI | 3,743 | MIT | ||
| pagerduty-automation Automate PagerDuty tasks via Rube MCP (Composio): manage incidents, services, schedules, escalation policies, and on-call rotations. Always search too SkillInstall · skills CLI | 3,743 | MIT | ||
| sentry-automation Automate Sentry tasks via Rube MCP (Composio): manage issues/events, configure alerts, track releases, monitor projects and teams. Always search tools SkillInstall · skills CLI | 3,743 | MIT | ||
| datadog Use when the user says "check Datadog", "查 Datadog", "查日志", "check logs", "crash logs", "查 crash", "gateway crash", "查告警", "check alerts", "check metr SkillInstall · skills CLI | 3,296 | MIT | ||
| appinsights-instrumentation Guidance for instrumenting webapps with Azure Application Insights. Provides telemetry patterns, SDK setup, and configuration references. WHEN: how to SkillInstall · skills CLI | 3,203 | MIT | ||
| applicationinsights-web-ts Instrument browser/web apps with the Application Insights JavaScript SDK (@microsoft/applicationinsights-web). Use for Real User Monitoring (RUM) — pa SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-diagnostics Debug Azure production issues using AppLens, Azure Monitor, resource health, and safe triage, including evidence-only diagnosis without live access. W SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-eventgrid-java Build event-driven applications with Azure Event Grid SDK for Java. Use when publishing events, implementing pub/sub patterns, or integrating with Azu SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-eventgrid-py Azure Event Grid SDK for Python. Use for publishing events, handling CloudEvents, and event-driven architectures. Triggers: "event grid", "EventGridPu SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-eventhub-java Build real-time streaming applications with Azure Event Hubs SDK for Java. Use when implementing event streaming, high-throughput data ingestion, or b SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-messaging-webpubsub-java Build real-time web applications with Azure Web PubSub SDK for Java. Use when implementing WebSocket-based messaging, live updates, chat applications, SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-mgmt-applicationinsights-dotnet Azure Application Insights SDK for .NET. Application performance monitoring and observability resource management. Use for creating Application Insigh SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-monitor-ingestion-java Azure Monitor Ingestion SDK for Java. Send custom logs to Azure Monitor via Data Collection Rules (DCR) and Data Collection Endpoints (DCE). Triggers: SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-monitor-ingestion-py Azure Monitor Ingestion SDK for Python. Use for sending custom logs to Log Analytics workspace via Logs Ingestion API. Triggers: "azure-monitor-ingest SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-monitor-opentelemetry-exporter-java Azure Monitor OpenTelemetry Exporter for Java. Export OpenTelemetry traces, metrics, and logs to Azure Monitor/Application Insights. Triggers: "AzureM SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-monitor-opentelemetry-exporter-py Azure Monitor OpenTelemetry Exporter for Python. Use for low-level OpenTelemetry export to Application Insights. Triggers: "azure-monitor-opentelemetr SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-monitor-opentelemetry-py Azure Monitor OpenTelemetry Distro for Python. Use for one-line Application Insights setup with auto-instrumentation. Triggers: "azure-monitor-opentel SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-monitor-opentelemetry-ts Instrument applications with Azure Monitor and OpenTelemetry for JavaScript (@azure/monitor-opentelemetry). Use when adding distributed tracing, metri SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-monitor-query-java Azure Monitor Query SDK for Java. Execute Kusto queries against Log Analytics workspaces and query metrics from Azure resources. Triggers: "LogsQueryC SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-monitor-query-py Azure Monitor Query SDK for Python. Use for querying Log Analytics workspaces and Azure Monitor metrics. Triggers: "azure-monitor-query", "LogsQueryCl SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-reliability Assess and improve the reliability posture of PaaS Applications (Azure Functions and Azure App Service). Scans deployed resources for zone redundancy, SkillInstall · skills CLI | 3,203 | MIT | ||
| vigil Observability and reliability engineer — SLOs, alerting, instrumentation, and incident response. SkillInstall · skills CLI | 2,919 | MIT | ||
| vigil-alert Write SLO-based alert rules with burn rate thresholds and paired runbooks. Outputs actual alert configs, not a strategy doc. Use when asked to "set up SkillInstall · skills CLI | 2,919 | MIT | ||
| vigil-check Verify observability posture — audit monitoring coverage, find blind spots, prioritize gaps. Use when asked "is monitoring sufficient", "observability SkillInstall · skills CLI | 2,919 | MIT | ||
| vigil-incident Incident response — diagnose production issues, find root cause, propose fix with rollback. Use when asked about "something is broken", "production is SkillInstall · skills CLI | 2,919 | MIT | ||
| vigil-instrument Instrument a service with OpenTelemetry — RED metrics, structured logs, distributed tracing, and health checks. Outputs actual code and config, not a SkillInstall · skills CLI | 2,919 | MIT | ||
| vigil-recon Observability reconnaissance — inventory what monitoring exists, map coverage, highlight blind spots. Use when asked "what monitoring exists", "observ SkillInstall · skills CLI | 2,919 | MIT | ||
| monitoring-observability Monitoring and observability with OpenTelemetry, Prometheus, Grafana dashboards, and structured logging SkillInstall · skills CLI | 2,838 | Apache-2.0 | ||
| devops-troubleshooter Expert DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability. Masters log analysis, distributed SkillInstall · skills CLI | 2,009 | MIT | ||
| distributed-debugging-debug-trace Set up debugging environments, distributed tracing, and diagnostic tools, and establish troubleshooting practices for development and production. Use SkillInstall · skills CLI | 2,009 | MIT | ||
| error-debugging-error-analysis Analyze errors in distributed systems by debugging production incidents, tracing root causes, and implementing observability that surfaces failures ea SkillInstall · skills CLI | 2,009 | MIT | ||
| error-debugging-error-trace Implement error monitoring with error tracking systems, alerts, and structured logging so teams can quickly identify and resolve production issues. Us SkillInstall · skills CLI | 2,009 | MIT | ||
| error-detective Search logs and codebases for error patterns, stack traces, and anomalies. Correlates errors across systems and identifies root causes. Use when debug SkillInstall · skills CLI | 2,009 | MIT | ||
| error-diagnostics-error-analysis Analyze errors in distributed systems by debugging production incidents, tracing root causes, and implementing observability that surfaces failures ea SkillInstall · skills CLI | 2,009 | MIT | ||
| error-diagnostics-error-trace Implement error tracking, structured logging, grouping, and alert routing. Use when improving production error detection, triage, or integration with SkillInstall · skills CLI | 2,009 | MIT | ||
| error-diagnostics-smart-debug Diagnose software failures using observability data, ranked hypotheses, and targeted instrumentation. Use when the cause is unclear or an issue requir SkillInstall · skills CLI | 2,009 | MIT | ||
| incident-responder Expert SRE incident responder specializing in rapid problem resolution, modern observability, and comprehensive incident management. Masters incident SkillInstall · skills CLI | 2,009 | MIT | ||
| incident-response-incident-response Coordinate production incident triage, mitigation, investigation, recovery, and follow-up. Use when responding to outages or other incidents that requ SkillInstall · skills CLI | 2,009 | MIT | ||
| incident-response-smart-fix Investigate production issues, isolate root causes, implement focused fixes, and verify recovery with regression tests. Use when resolving failures ac SkillInstall · skills CLI | 2,009 | MIT | ||
| incident-runbook-templates Create structured incident response runbooks with step-by-step procedures, escalation paths, and recovery actions. Use when building runbooks, respond SkillInstall · skills CLI | 2,009 | MIT | ||
| observability-engineer Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident r SkillInstall · skills CLI | 2,009 | MIT | ||
| observability-monitoring-monitor-setup Set up metrics, dashboards, distributed tracing, log aggregation, and alerting. Use when implementing observability or improving visibility into appli SkillInstall · skills CLI | 2,009 | MIT | ||
| observability-monitoring-slo-implement Implement SLOs (Service Level Objectives) and error budgets by defining SLIs, designing SLO frameworks, and building monitoring that balances reliabil SkillInstall · skills CLI | 2,009 | MIT | ||
| performance-engineer Expert performance engineer specializing in modern observability, application optimization, and scalable system performance. Masters OpenTelemetry, di SkillInstall · skills CLI | 2,009 | MIT | ||
| Superlog Open-source agent that observes and fixes your application. Query logs, traces, metrics, incidents. MCP serverVerified domain · superlog.shRemoteSign-in needed | 1,480 | Apache-2.0 | ||
| Measure Get to the root cause of mobile app crashes, errors & slow traces with Measure MCP MCP serverVerified domain · measure.shRemoteSign-in needed | 1,445 | Apache-2.0 | ||
| io.github.BetterDB-inc/monitor BetterDB MCP server - Valkey and Redis observability for Claude Code and other MCP clients MCP serverGitHub-verified authorLocal · npm | 1,314 | — | ||
| ongrid An ops AI Agent that understands your infrastructure, finds the root cause, and fixes it — right from Slack, Telegram, Lark or DingTalk. MCP server | 1,278 | — | ||
| cloudwatch AWS CloudWatch monitoring for logs, metrics, alarms, and dashboards. Use when setting up monitoring, creating alarms, querying logs with Insights, con SkillInstall · skills CLI | 1,175 | MIT | ||
| asc-analytics-reports Collect, download, and verify App Store Connect Analytics reports with asc. Use when users need to discover analytics report requests, select report i SkillInstall · skills CLI | 1,136 | MIT | ||
| asc-crash-triage Triage TestFlight crashes, beta feedback, and performance diagnostics using asc. Use when the user asks about TF crashes, TestFlight crash reports, be SkillInstall · skills CLI | 1,136 | MIT | ||
| Sentry MCP server for Sentry - error monitoring, issue tracking, and debugging for AI assistants MCP serverGitHub-verified authorLocal · npm | 961 | — | ||
| Sessy — Amazon SES observability Read-only Amazon SES observability: search events, inspect bounces, pull delivery stats. MCP serverGitHub-verified authorRemoteSign-in needed | 945 | — | ||
| oci-functions-troubleshoot Diagnose OCI Functions setup, control-plane, deployment, invocation, and observability issues using a deterministic triage workflow. Use when asked to SkillInstall · skills CLI | 931 | UPL-1.0 | ||
| log-analyzer 日志分析助手 — 智能解析日志文件，识别异常模式，定位问题根因 SkillInstall · skills CLI | 909 | MIT | ||
| troubleshooting-dbt-job-errors Diagnoses dbt Cloud/platform job failures by analyzing run logs, querying the Admin API, reviewing git history, and investigating data issues. Use whe SkillInstall · skills CLI | 763 | Apache-2.0 | ||
| kuvasz Kuvasz (pronounce as [ˈkuvɒs]) is an open-source uptime and SSL monitoring service, with multiple notification channels, status pages, IAC support via MCP server | 674 | — | ||
| clickstack-otel-collector Use when a user wants to wire an OpenTelemetry collector into a Managed ClickStack service on ClickHouse Cloud, either by deploying a new local collec SkillInstall · skills CLI | 565 | Apache-2.0 | ||
| maintenant Docker monitoring for AI agents: logs, history, alerts. Can ack alerts; never touches containers. MCP serverGitHub-verified authorLocal · Docker | 547 | Apache-2.0 | ||
| log-summarizer Summarise a long application log: error counts by type, first occurrence and the likely cause. SkillInstall · skills CLI | 502 | MIT | ||
| flydsl-kernel-trace-analysis Profile GPU kernels using rocprofv3 to collect ATT instruction-level traces, then analyze the trace data using hotspot_analyzer.py to identify top-K s SkillInstall · skills CLI | 490 | MIT | ||
| rocprofiler-pc-sampling Profiles a target application using rocprofv3 with program counter sampling enabled and then analyzes the results. Use when the user has a program tha SkillInstall · skills CLI | 490 | MIT | ||
| rocprofiler-systems-choosing-a-profiling-preset Recommends which rocprofiler-systems runtime profiling preset (balanced, trace-gpu, trace-hpc, sys-trace, workload-trace, etc.) to pass to `rocprof-sy SkillInstall · skills CLI | 490 | MIT | ||
| rocprofiler-systems-discovering-profiling-options Answers questions about what rocprofiler-systems configuration options exist and how to use them — e.g. "what hardware counters are available on my sy SkillInstall · skills CLI | 490 | MIT | ||
| rocprofiler-systems-instrumenting-binaries Guides instrumentation with `rocprof-sys-instrument` - choosing runtime instrumentation vs binary rewrite (`-o`), including or excluding functions and SkillInstall · skills CLI | 490 | MIT | ||
| aws-cost-operations AWS cost optimization, monitoring, and operational excellence expert. Use when analyzing AWS bills, estimating costs, setting up CloudWatch alarms, qu SkillInstall · skills CLI | 378 | MIT | ||
| linux-perf Profile and fix Linux performance problems using `perf`. Workflows: (A) hardware counters -- IPC, cache-miss, branch mispredictions; (B) hotspot profi SkillInstall · skills CLI | 354 | — | ||
| phoronix-test-suite Install, run, parse, and optimize benchmarks from the Phoronix Test Suite (PTS). Use this skill whenever the user mentions "phoronix", "pts/", or "pho SkillInstall · skills CLI | 354 | — | ||
| zabbix-mcp-server 🔌 Complete MCP server for Zabbix integration — Connect AI assistants to Zabbix monitoring with a single unified tool covering 100% of Zabbix APIs. Inc MCP server | 263 | — | ||
| cx-alerts This skill should be used when the user asks to "manage alerts", "create alert", "list alerts", "delete alert", "check alert status", "enable alert", SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| cx-cases Triage and manage Coralogix Cases with the `cx cases` CLI — e.g. acknowledge, assign, resolve, or re-prioritize a case, or inspect its event timeline SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| cx-cli This skill should be used whenever the user runs any cx command, uses the cx CLI, Coralogix CLI, or mentions cx in the context of Coralogix observabil SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| cx-cost-optimization Use this skill when the user asks to "check data usage", "list TCO policies", "reduce Coralogix costs", "optimize observability spend", "lower our log SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| cx-dashboards Build and deploy a Coralogix dashboard for a given service from its logs, spans, metrics, and service specs. Discovers telemetry via cx CLI commands, SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| cx-data-pipeline Use this skill when the user asks to "set up parsing", "create parsing rule", "extract fields from logs", "regex extraction", "log parsing", "enrich l SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| cx-infra Query Coralogix infrastructure resources with the `cx infra` CLI: resource types, filterable attributes, resource lists, health, raw data and configur SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| cx-observability-setup Use this skill when the user asks to "set up monitoring", "configure observability", "onboard new service", "create saved view", "set up notifications SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| cx-platform-admin Use this skill when the user asks "who has access", "audit permissions", "check user roles", "list API keys", "review access controls", "rotate API ke SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| cx-profiling Query Coralogix continuous-profiling data with the `cx profiling` CLI — find which services use the most CPU or memory, which profile types a service SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| cx-rum-setup Use this skill when the user asks to "add RUM", "set up RUM", "install the RUM SDK", "add Coralogix RUM to my app", "create a RUM API key", "RUM publi SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| cx-search-dashboard This skill should be used when the user asks to "find a dashboard", "search dashboards", "does a dashboard exist for X", "find widgets that query Y", SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| cx-service-catalog Query Coralogix's Service Catalog (APM v2 entities) with the `cx service-catalog` CLI — discover entity types, list known entities, check their schema SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| cx-slos Manage Coralogix SLO (Service Level Objective) definitions with the `cx slos` CLI — list and inspect SLOs, check whether targets and error budgets are SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| cx-telemetry-querying Use this skill for any question involving telemetry data: "investigate an issue", "debug a problem", "find out why something is slow", "check error ra SkillInstall · skills CLI | 243 | Apache-2.0 | ||
| HomeLab Monitor Self-hosted homelab dashboard with a built-in read-only MCP server (hosts, Docker, GPU, services). MCP serverGitHub-verified authorLocal · Docker | 236 | MIT | ||
| runtime-debug Debug broken runtime/environments by checking logs and observability first, then code. Use when a URL, deploy, or ephemeral/CI environment fails at ru SkillInstall · skills CLI | 215 | MIT | ||
| monitoring-observability Monitoring and observability strategy, implementation, and troubleshooting. Use this skill whenever the user mentions monitoring, observability, metri SkillInstall · skills CLI | 206 | — | ||
| opentelemetry-mcp-server Unified MCP server for querying OpenTelemetry traces across multiple backends (Jaeger, Tempo, Traceloop, etc.), enabling AI agents to analyze distribu MCP server | 205 | — | ||
| hm-performance Profiling com metas concretas e fix por gargalo. Use antes de shippar feature performance-critical (chat, lista grande, dashboard), quando user reclam SkillInstall · skills CLI | 197 | MIT | ||
| Dynatrace Connect AI assistants to Dynatrace to query observability data and analyze problems. MCP serverGitHub-verified authorRemoteDown | 180 | Apache-2.0 | ||
| dynatrace Dynatrace observability skills: DQL query patterns, application and infrastructure monitoring, log analysis, problem investigation, and incident respo PluginAnthropic marketplace | 180 | Apache-2.0 | ||
| at-usage Query and display the current API provider balance and recent usage. SkillInstall · skills CLI | 179 | MIT | ||
| alibabacloud-observability-mcp-server MCP server | 173 | — | ||
| prometheus_skill 当用户问题涉及 Prometheus 采集、PromQL、告警规则、联邦或性能问题时加载本技能。 SkillInstall · skills CLI | 173 | MIT | ||
| server-patrol Linux 与网络设备只读健康巡检；直接运行 scripts/patrol.sh，配置由平台侧信道注入，Agent 不读取环境变量 SkillInstall · skills CLI | 173 | MIT | ||
| zabbix_skill 当用户问题涉及 Zabbix Server/Proxy、模板、触发器、采集项或性能问题时加载本技能。 SkillInstall · skills CLI | 173 | MIT | ||
| Log-Analyzer-with-MCP A Model Context Protocol (MCP) server that provides AI assistants access to AWS CloudWatch Logs for analysis, searching, and correlation MCP server | 171 | — | ||
| bicho Self-hosted error tracking on Cloudflare Workers, with OTLP ingestion and MCP tools for investigating errors. MCP server | 167 | — | ||
| logfire Add Logfire observability to Python applications with auto-instrumentation for FastAPI, httpx, asyncpg, SQLAlchemy, and more PluginAnthropic marketplace | 153 | MIT | ||
| analytics-tracking-automation Use when you need GA4 + GTM tracking delivery from site discovery through publish, or when the right phase entry point is still unclear. SkillInstall · skills CLI | 145 | Apache-2.0 | ||
| tracking-group Use when the work starts from `site-analysis.json` and the user wants page-group authoring, grouping adjustments, or page-group approval. SkillInstall · skills CLI | 145 | Apache-2.0 | ||
| tracking-live-gtm Use when the user wants to inspect the real live GTM runtime before schema generation or compare multiple live GTM containers. SkillInstall · skills CLI | 145 | Apache-2.0 | ||
| tracking-schema Use when the user wants schema preparation, event design, selector validation, schema review, or event-spec generation. SkillInstall · skills CLI | 145 | Apache-2.0 | ||
| mcp-server-datadog MCP server | 143 | — | ||
| Prometheus MCP Server An API-complete MCP server to manage Prometheus-compatible backends. MCP serverGitHub-verified authorLocal · Docker | 142 | Apache-2.0 | ||
| SigNoz MCP Server SigNoz MCP server: access metrics, traces, logs, alerts, and dashboards via AI assistants MCP serverGitHub-verified authorLocal · Docker | 132 | Apache-2.0 | ||
| observability This skill should be used when the user asks about "observability" or "monitoring", what "metrics, logs, and traces" to collect, "health checks" (live SkillInstall · skills CLI | 131 | MIT | ||
| aws-cost-explorer-mcp-server MCP server for understanding AWS spend MCP server | 127 | — | ||
| otel-browser OpenTelemetry browser/RUM mechanics for SPAs and MPAs. Use for “browser OTel,” “frontend observability,” “Web Vitals,” `sdk-trace-web`, `WebTracerProv SkillInstall · skills CLI | 126 | Apache-2.0 | ||
| otel-collector OpenTelemetry Collector component configuration. Use when authoring, reviewing, or debugging Collector YAML for a specific receiver, processor, export SkillInstall · skills CLI | 126 | Apache-2.0 | ||
| otel-collector-builder Build custom OpenTelemetry Collector distributions with OCB (OpenTelemetry Collector Builder). Use when authoring or debugging a builder manifest (bui SkillInstall · skills CLI | 126 | Apache-2.0 | ||
| otel-declarative-config OpenTelemetry declarative YAML configuration for SDK setup. Use when configuring OpenTelemetry SDK providers (tracer, meter, logger), setting up OTLP SkillInstall · skills CLI | 126 | Apache-2.0 | ||
| otel-dotnet OpenTelemetry in .NET — DI/builder SDK setup (OpenTelemetry.Extensions.Hosting, AddOpenTelemetry, UseOtlpExporter, OpenTelemetrySdk.Create), native .N SkillInstall · skills CLI | 126 | Apache-2.0 | ||
| otel-go OpenTelemetry in Go — SDK setup, API surface, breaking changes, contrib instrumentation libraries (otelhttp, otelgrpc, otelmongo), compile-time zero-c SkillInstall · skills CLI | 126 | Apache-2.0 | ||
| otel-java OpenTelemetry in Java — Javaagent zero-code instrumentation, Spring Boot Starter, manual autoconfigure SDK, declarative YAML configuration, BOM depend SkillInstall · skills CLI | 126 | Apache-2.0 | ||
| otel-js OpenTelemetry in Node.js / JavaScript / TypeScript — NodeSDK, declarative YAML configuration, auto-instrumentations, ESM vs CJS import patterns. Use w SkillInstall · skills CLI | 126 | Apache-2.0 | ||
| otel-ottl OpenTelemetry Transformation Language (OTTL) expert for writing and debugging telemetry transformations in the OpenTelemetry Collector. Use when autho SkillInstall · skills CLI | 126 | Apache-2.0 | ||
| otel-profiles OpenTelemetry profiles signal and the eBPF profiler (otelcol-ebpf-profiler, `profiling` receiver). Use when setting up continuous profiling with OpenT SkillInstall · skills CLI | 126 | Apache-2.0 | ||
| otel-python OpenTelemetry in Python — SDK setup, declarative config, zero-code instrumentation (opentelemetry-instrument, opentelemetry-distro), contrib auto-inst SkillInstall · skills CLI | 126 | Apache-2.0 | ||
| otel-ruby OpenTelemetry in Ruby — SDK setup, manual tracing, experimental metrics and logs, Bundler integration, contrib instrumentation for Rails/Rack/Sinatra/ SkillInstall · skills CLI | 126 | Apache-2.0 | ||
| otel-sdk-versions OpenTelemetry release version lookup for SDKs across languages and for the Collector (core, contrib, distributions, builder/OCB), the declarative conf SkillInstall · skills CLI | 126 | Apache-2.0 | ||
| lightweight-monitoring Add lightweight application monitoring, health checks, and request metrics with minimal dependencies and operational overhead. Inspect existing framew SkillInstall · skills CLI | 118 | MIT | ||
| neon-realtime Neon Realtime makes any SQL query live. Build realtime, reactive apps and agents on Lakebase Postgres with live SQL queries and reactivity primitives. SkillInstall · skills CLI | 113 | Apache-2.0 | ||
| Pitot Investigate OpenTelemetry traces, metrics, and logs, and manage personal dashboards. MCP serverGitHub-verified authorRemoteDown | 109 | Apache-2.0 | ||
| HitKeep Stateless 2026-07-28 read-only MCP server for aggregate HitKeep analytics and official docs. MCP serverGitHub-verified authorRemoteDown | 106 | MIT | ||
| splunk-mcp [ARCHIVED] Community Splunk MCP server — use the official Splunk MCP Server on Splunkbase (app 7931) MCP server | 106 | — | ||
| render-monitor Monitor Render services in real-time. Check health, performance metrics, logs, and resource usage. Use when users want to check service status, view m SkillInstall · skills CLI | 105 | MIT | ||
| otel-collector Expert guidance for configuring and deploying the OpenTelemetry Collector. Use when setting up a Collector pipeline, configuring receivers, exporters, SkillInstall · skills CLI | 102 | Apache-2.0 | ||
| otel-instrumentation Configures trace spans, defines custom metrics, sets up log exporters, and optimizes sampling strategies for OpenTelemetry instrumentation. Use when i SkillInstall · skills CLI | 102 | Apache-2.0 | ||
| Kibana Kibana MCP Server with dynamic API discovery and comprehensive Elastic Stack integration MCP serverGitHub-verified authorLocal · npm | 86 | Apache-2.0 | ||
| com.pulsemcp/appsignal MCP server for AppSignal — get alert details, search logs, and retrieve logs within time ranges. MCP serverVerified domain · pulsemcp.comLocal · npm | 81 | MIT | ||
| Acronis MCP The first real CLI for the Acronis Cyber Protect Cloud platform - every tenant, agent, and usage MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| Action1 MCP Every Action1 endpoint, plus fleet-wide patch and vulnerability views across all your organizations. MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| Afi MCP The first CLI for Afi SaaS backup - full public-API coverage plus the fleet-wide coverage MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| Domotz MCP Every Domotz endpoint, plus a local SQLite fleet mirror that answers cross-site questions. MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| Dropsuite (NinjaOne) MCP Every Dropsuite (NinjaOne SaaS Backup) read, plus fleet-wide backup health, coverage gaps and MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| Liongard MCP Liongard config visibility: sync your estate offline, then drift-check and search it from one CLI. MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| N-able N-central MCP N-central REST API with an offline org-tree mirror, cross-tenant search, and a JWT-expiry guardian. MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| PRTG Network Monitor MCP Every PRTG API v2 endpoint, plus a fleet view across every client's PRTG core: alarms, status MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| RocketCyber MCP CLI and MCP server for RocketCyber Managed SOC: triage, MTTR, and posture analytics. MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| Rootly MCP Every Rootly incident, alert, and on-call object as a typed command - plus a local SQLite mirror MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| SaaS Alerts MCP SaaS Alerts alerts, Respond rule triggers and response across every customer tenant. MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| Servosity MCP Fleet-wide backup triage, stale-backup detection, and cross-engine analytics for any MCP agent. MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| SkyKick MCP Fleet backup posture, stale snapshots, and coverage gaps for SkyKick Cloud Backup. MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| Synology MCP Active Backup for Business jobs and storage health from every client Synology NAS, in one database MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| Veeam VSPC MCP Sync Veeam Service Provider Console tenants to local SQLite; cross-company backup answers offline. MCP serverGitHub-verified authorLocal · MCPB | 79 | — | ||
| Cloud FinOps Skill & MCP Cloud cost + FinOps knowledge for AI agents: AWS/Azure/GCP optimisation, AI spend, waste playbooks. MCP serverGitHub-verified authorLocal · PyPI | 72 | CC-BY-SA-4.0 | ||
| MCP Server for Uptime Kuma Manage your Uptime Kuma 2 instance from an LLM: monitors, status pages, notifications, maintenance MCP serverGitHub-verified authorLocal · npm | 70 | MIT | ||
| Uptimepage Monitor uptime and incidents, run checks, and publish status updates from your Uptimepage org. MCP serverVerified domain · uptimepage.devRemote● LiveAPI key needed | 55 | AGPL-3.0 | ||
| Rootly Incident management, on-call scheduling, and intelligent analysis powered by Rootly. MCP serverVerified domain · rootly.comLocal · PyPI | 45 | Apache-2.0 | ||
| SolidPing Self-hostable uptime monitoring: create checks, read incidents, manage status pages. MCP serverGitHub-verified authorRemoteSign-in needed | 33 | AGPL-3.0 | ||
| app.openuptime/mcp Manage uptime monitors, incidents and status pages from any MCP client. MCP serverVerified domain · openuptime.appRemoteSign-in needed | 32 | MIT | ||
| com.mcparmory/datadog Monitor infrastructure, manage agents and deployments, track metrics, logs, and events MCP serverVerified domain · mcparmory.comLocal · PyPI | 32 | — | ||
| com.mcparmory/rootly Manage incident alerts, events, and workflows with custom automations MCP serverVerified domain · mcparmory.comLocal · PyPI | 32 | — | ||
| com.mcparmory/sentry Track errors, manage performance alerts, and configure dashboards and monitors MCP serverVerified domain · mcparmory.comLocal · PyPI | 32 | — | ||
| MCP Registry Monitor Monitor MCP registry for new servers - Discord Slack notifications alerts MCP serverGitHub-verified author | 32 | — | ||
| Staygreen Uptime monitoring and status pages for apps built with coding agents: status, incidents, setup. MCP serverGitHub-verified authorLocal · npm | 32 | — | ||
| Raygun Investigate errors, track deployments, analyze performance, and manage application monitoring MCP serverGitHub-verified authorRemoteSign-in needed | 31 | — | ||
| langfuse-observability Langfuse observability plugin for Claude Code — captures and exports traces, spans, and session telemetry from Claude Code to Langfuse for LLM monitor PluginAnthropic marketplace | 30 | MIT | ||
| Scout Monitoring (local) Run Scout Monitoring's MCP tools locally with an API key: endpoints, traces, errors, N+1 insights. MCP serverVerified domain · scoutapm.comLocal · PyPI | 30 | MIT | ||
| honeycomb Skills, agents, and workflows for Honeycomb observability — query patterns, production investigations, SLOs, OpenTelemetry instrumentation, and Beelin PluginAnthropic marketplace | 28 | MIT | ||
| Honeybadger Debug errors, query logs, create alarms, and monitor cron jobs from your agent MCP serverVerified domain · honeybadger.ioRemoteDown | 25 | MIT | ||
| Statuser Monitor services, manage incidents and status pages in Statuser.cloud from your AI assistant. MCP serverGitHub-verified authorLocal · npm | 24 | MIT | ||
| UptimeRobot Monitor websites, APIs, and servers: create monitors, triage incidents, and query uptime stats. MCP serverVerified domain · uptimerobot.comRemoteSign-in needed | 24 | MIT | ||
| vibeMK Query and configure CheckMK monitoring: hosts, services, rules, downtimes, metrics MCP serverGitHub-verified authorLocal · PyPI | 23 | GPL-3.0 | ||
| datadog Use Datadog directly in Claude Code through a preconfigured Datadog MCP server. Query logs, metrics, traces, dashboards, and more through natural conv PluginAnthropic marketplace | 20 | Apache-2.0 | ||
| grafana-cloud-mcp Hosted MCP server for AI-assisted Grafana Cloud observability — no local installation required. PluginAnthropic marketplace | 20 | Apache-2.0 | ||
| grafana-mcp MCP server for AI-assisted Grafana dashboard, datasource, alerting, and incident management. PluginAnthropic marketplace | 20 | Apache-2.0 | ||
| NetsCLI Network scanner for AI agents: discover hosts, scan TCP and UDP ports, query DNS and mDNS. MCP serverGitHub-verified authorLocal · npm | 19 | MIT | ||
| OtlpDashboard Query OpenTelemetry logs, traces and metrics from a self-hosted OTLP dashboard MCP serverGitHub-verified authorLocal · Docker | 19 | GPL-3.0 | ||
| notifyd Operate a self-hosted notifyd instance: digest, jobs, retries, suppressions, projects, test sends. MCP serverGitHub-verified authorLocal · Docker | 18 | MIT | ||
| VMware Monitor Read-only VMware vCenter/ESXi monitoring, 33 MCP tools; vSphere calls allowlist-gated in tests. MCP serverGitHub-verified authorLocal · PyPI | 18 | MIT | ||
| AdGuard Home MCP Server Manage AdGuard Home through AI assistants MCP serverGitHub-verified authorLocal · npm | 15 | MIT | ||
| GPU MCP Server NVIDIA GPU metrics as MCP tools — utilization, memory, temperature, power. Supports MIG. MCP serverGitHub-verified authorLocal · Docker | 15 | Apache-2.0 | ||
| Industrial-AIOps Read-first OT data collection and cross-protocol diagnostics with audited MCP tools and CLI. MCP serverGitHub-verified authorLocal · PyPI | 11 | MIT | ||
| Lumino MCP Server AI-powered SRE observability for Kubernetes/OpenShift with 40+ Tekton debugging tools MCP serverGitHub-verified authorLocal · PyPI | 11 | Apache-2.0 | ||
| com.mintmcp/gcal A MCP server that works with Google Calendar to manage event listing, reading, and updates. MCP serverVerified domain · mintmcp.comRemoteSign-in needed | 9 | — | ||
| com.mintmcp/outlook-calendar A MCP server that works with Outlook Calendar to manage event listing, reading, and updates. MCP serverVerified domain · mintmcp.comRemoteSign-in needed | 9 | — | ||
| io.github.HewlettPackard/greenlake-audit-logs-mcp HPE GreenLake audit-logs MCP Server MCP serverGitHub-verified authorLocal · PyPI | 9 | Apache-2.0 | ||
| io.github.HewlettPackard/greenlake-reporting-mcp HPE GreenLake reporting MCP Server MCP serverGitHub-verified authorLocal · PyPI | 9 | Apache-2.0 | ||
| io.github.HewlettPackard/greenlake-users-mcp HPE GreenLake users MCP Server MCP serverGitHub-verified authorLocal · PyPI | 9 | Apache-2.0 | ||
| DebugBundle DebugBundle MCP: runtime error reporting, incident response, health checks, and product analytics. MCP serverVerified domain · debugbundle.comLocal · npm | 7 | Apache-2.0 | ||
| io.github.ThoTischner/observability-mcp Unified observability gateway for AI agents — Prometheus, Loki & more, with anomaly detection. MCP serverGitHub-verified authorLocal · npm | 7 | Apache-2.0 | ||
| dash0 OpenTelemetry observability for Claude Code sessions. Captures tool calls, LLM invocations, token usage, and errors as OTel traces. Send telemetry to PluginAnthropic marketplace | 6 | Apache-2.0 | ||
| io.github.kascada/logmcp MCP server — read-only log access for AI assistants, without giving AI shell access. MCP serverGitHub-verified author | 6 | MIT | ||
| io.github.TANTIOPE/datadog-mcp Full Datadog API access: monitors, logs, metrics, traces, dashboards, and observability tools MCP serverGitHub-verified authorLocal · npm | 6 | Apache-2.0 | ||
| Netra eBPF network observability and safe emergency control for Linux and Kubernetes. MCP serverGitHub-verified authorLocal · Docker | 5 | — | ||
| Proxmox AIops Governed Proxmox VE VM/container ops — 43 MCP tools with audit, budget, undo & risk-tier guards. MCP serverGitHub-verified authorLocal · PyPI | 5 | MIT | ||
| Cortex Syslog receiver and MCP server for homelab log intelligence. MCP serverVerified domain · tootie.tvLocal · Docker | 4 | AGPL-3.0 | ||
| Cortex RMCP Self-hosted homelab log intelligence over MCP, CLI, and REST with SQLite/FTS. MCP serverVerified domain · dinglebear.aiLocal · npm | 4 | AGPL-3.0 | ||
| Cortex RMCP Rust MCP server for homelab logs, syslog, Docker logs, FTS search, and AI transcript correlation. MCP serverVerified domain · dinglebear.aiLocal · npm | 4 | AGPL-3.0 | ||
| Datto RMM MCP server for Datto RMM — devices, alerts, sites, jobs, and audit data. MCP serverGitHub-verified authorLocal · Docker | 4 | Apache-2.0 | ||
| LightShip Governed access to production AI-agent traces in an existing ClickHouse store. MCP serverGitHub-verified authorRemoteDown | 4 | Apache-2.0 | ||
| newrelic New Relic observability intelligence for Claude Code. Investigate APM performance, analyze cloud costs, debug Kubernetes, write NRQL queries, and resp PluginAnthropic marketplace | 4 | — | ||
| sentry Sentry error monitoring integration. Access error reports, analyze stack traces, search issues by fingerprint, and debug production errors directly fr PluginAnthropic marketplace | 4 | MIT | ||
| Syslog MCP Syslog receiver and MCP server for homelab log intelligence. MCP serverVerified domain · tootie.tvLocal · Docker | 4 | AGPL-3.0 | ||
| TacticalRMM Read your TacticalRMM fleet; run commands only after per-command human approval. MCP serverGitHub-verified authorLocal · PyPI | 4 | AGPL-3.0 | ||
| Hackle Remote MCP server for the Hackle Admin API: experiments, feature flags, remote config, messaging. MCP serverGitHub-verified authorRemoteSign-in needed | 3 | MIT | ||
| incident-io Work with incident.io from Claude: respond to and investigate incidents, check on-call schedules and escalations, and author the runbooks, skills and PluginAnthropic marketplace | 3 | MIT | ||
| io.github.us-all/datadog Datadog MCP — 165 tools for metrics, monitors, logs, APM, RUM, incidents, CI/CD, fleet MCP serverGitHub-verified authorLocal · npm | 3 | MIT | ||
| Iran Cloud Status Read-only status, incidents and prices of Iranian clouds: Arvan, Hamravesh, Chabokan, Liara, more. MCP serverGitHub-verified authorLocal · PyPI | 3 | MIT | ||
| Kafka Sentinel Read-only Kafka observability MCP server: cluster health, consumer lag, and replay-readiness. MCP serverGitHub-verified authorLocal · PyPI | 3 | MIT | ||
| lastwords Heap histograms, Go profiles, crash logs and core dumps from Kubernetes pods before they died. MCP serverGitHub-verified authorLocal · Docker | 3 | Apache-2.0 | ||
| Linux MCP Linux MCP server for real-time system monitoring - CPU, memory, disk, network, processes, Docker. MCP serverGitHub-verified authorLocal · MCPB | 3 | MIT | ||
| Paqtra Read-only Cilium and Hubble network observability and flow investigation for Kubernetes. MCP serverGitHub-verified authorLocal · Docker | 3 | Apache-2.0 | ||
| Tideways Read-only access to Tideways PHP performance monitoring: performance, issues, traces, history. MCP serverGitHub-verified authorLocal · npm | 3 | MIT | ||
| VMware Aria Operations VMware Aria Operations: metrics, alerts, capacity, anomaly detection — 46 MCP tools. MCP serverGitHub-verified authorLocal · PyPI | 3 | — | ||
| Datto SaaS Protection MCP server for Datto SaaS Protection — M365/GWS backups, restores, seats. MCP serverGitHub-verified authorLocal · Docker | 2 | Apache-2.0 | ||
| Graylog MCP Server Query logs from Graylog: get streams, search messages, aggregate, and get full data. MCP serverGitHub-verified authorLocal · npm | 2 | MIT | ||
| Incident Response MCP for Apache Airflow Diagnose Airflow failures from UI links with bounded logs and optional recovery actions. MCP serverGitHub-verified authorLocal · PyPI | 2 | Apache-2.0 | ||
| io.github.clm-cloud-solutions/uptimebolt-mcp-server AI-powered infrastructure monitoring — health, incidents, predictions, RCA, deploy safety MCP serverGitHub-verified authorLocal · npm | 2 | MIT | ||
| io.github.drumbeats-io/mcp Manage Drumbeats cron, heartbeat and uptime monitors, report job runs and handle incidents. MCP serverGitHub-verified authorLocal · npm | 2 | Apache-2.0 | ||
| io.github.mshegolev/jaeger-mcp Jaeger MCP — search traces, inspect spans, map service dependencies (read-only). MCP serverGitHub-verified authorLocal · PyPI | 2 | MIT | ||
| io.github.Musaraf-M/sentinal-mcp Redis health, BullMQ queue monitoring, memory analysis, and slow query diagnostics MCP serverGitHub-verified authorLocal · npm | 2 | MIT | ||
| io.github.ryanmat/logicmonitor LogicMonitor REST API v3 in 273 tools: alerts, devices, metrics, dashboards, logs and Edwin AI. MCP serverGitHub-verified authorLocal · PyPI | 2 | MIT | ||
| io.github.vdineshk/dominion-observatory Runtime behavioral trust scoring for MCP servers. Check reliability before calling unknown tools. MCP serverGitHub-verified authorRemote● LiveFree to try | 2 | — | ||
| logrocket Connect Claude Code to LogRocket to query session replays, metrics, issues, and user behavior using natural language. PluginAnthropic marketplace | 2 | — | ||
| MCP Observatory: one read only walk over every https endpoint in the official registry Public record of one read only walk over the official MCP registry: who answered, tools, who pays. MCP serverGitHub-verified authorRemote● Live | 2 | MIT | ||
| OctoWatch DLP Read-only OctoWatch DLP Cloud MCP: risks, idle time, productivity, monitoring. MCP serverGitHub-verified authorLocal · PyPI | 2 | MIT | ||
| Scouter MCP Query Scouter APM (objects, counters, XLog transactions) over stdio via a Scouter collector. MCP serverGitHub-verified authorLocal · MCPB | 2 | Apache-2.0 | ||
| Vytrix Read-only host activity, history, anomalies and evidence from a Vytrix collector. MCP serverGitHub-verified authorLocal · Docker | 2 | — | ||
| Airbrake MCP by usefulapi Read Airbrake projects, error groups, notices, deploys and stats; mute or unmute error groups. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| API Status Check Live status probes plus published uptime and incident history for 280+ APIs and cloud services. MCP serverGitHub-verified authorRemote● LiveFree to try | 1 | MIT | ||
| Auvik MCP by usefulapi Read devices, networks, alerts and statistics; dismiss alerts in Auvik. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| Better Stack MCP by usefulapi Read monitors, incidents, heartbeats, on-call and status pages; acknowledge or resolve incidents. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| camsentry-mcp A local vision model watches your Wyze cameras, remembers what it saw and alerts you. Read-only. MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| Checkly MCP by usefulapi Query Checkly synthetic monitoring — checks, statuses, results, alerts, reporting and dashboards. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| com.hyperping/hyperping Uptime, API and server monitoring with outages, reporting, on-call and status pages. MCP serverVerified domain · hyperping.comRemote● LiveAPI key needed | 1 | MIT | ||
| com.super-log/super-log Query your local super-log bench from an AI agent - read-only log tools over the hub. MCP serverVerified domain · super-log.comLocal · npm | 1 | — | ||
| Comet Backup MCP by usefulapi Read backup jobs, job logs, users, live devices and storage sizes in Comet Backup. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| CometBFT validator ops Read-only health, jail-risk, halt and upgrade checks for CometBFT validators and nodes MCP serverGitHub-verified authorLocal · Docker | 1 | Apache-2.0 | ||
| Container Host AIops Governed Docker + Portainer container-host ops: reads, RCA analyses, guarded writes. 38 tools. MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| Coralogix Query logs, metrics, traces, dashboards and alerts on the Coralogix platform. MCP serverVerified domain · coralogix.comRemoteDown | 1 | Apache-2.0 | ||
| Cronitor MCP by usefulapi Manage Cronitor monitors and send telemetry pings — list, inspect, create, update, delete. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| Dead Man's Snitch MCP by usefulapi Read Dead Man's Snitch monitors and status; create, tag, pause and unpause snitches. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| DevHelm MCP Server Monitor uptime, manage incidents, configure alerting, and query dependency status via DevHelm MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| ellmos ServerCommander Server operations MCP: HTTP health checks, log analysis, deploy dry-runs, mail diagnostics. MCP serverGitHub-verified authorLocal · npm | 1 | MIT | ||
| Fixzi — MCP & API Schema Drift Monitor Monitor MCP servers, API contracts and AI outputs for schema drift. Alerts on breaking changes. MCP serverGitHub-verified authorRemoteSign-in needed | 1 | — | ||
| Grafana MCP Read-only project-level Grafana MCP: Loki logs, metrics, traces, alerts, test/prod switching MCP serverGitHub-verified authorLocal · npm | 1 | MIT | ||
| Healthchecks.io MCP by usefulapi Manage cron/heartbeat checks, read pings and flips, pause/resume/delete on Healthchecks.io. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| HostTracker Website uptime monitoring: run checks from 300+ locations, manage monitors, alerts and incidents MCP serverGitHub-verified authorRemoteSign-in needed | 1 | MIT | ||
| Inngest MCP by usefulapi Trace events to function runs to the failing step, and bulk-cancel runs. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| io.github.Ankit512/itsoc-mcp Read-only MCP server over a local log-analysis backend; a client that computes no verdicts. MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| io.github.dockndevai/mcp-kafka Apache Kafka monitoring & management for AI agents (with consumer lag) — governed. MCP serverGitHub-verified authorLocal · npm | 1 | MIT | ||
| io.github.dotmoosehosting/dotmoose-tools Public DNS, mail, TLS, and web diagnostics plus Looking Glass probes via remote MCP. MCP serverGitHub-verified authorRemote● LiveFree to try | 1 | MIT | ||
| io.github.lhf552004/cloudpulse Cross-cloud observability for AI agents. Covers AWS, GCP, Vercel, and Cloudflare. MCP serverGitHub-verified authorLocal · npm | 1 | MIT | ||
| io.github.mcpsmiths/tracehub-mcp Query OTel traces across Jaeger, Tempo, Traceloop, Datadog, Sentry, X-Ray, New Relic, Honeycomb. MCP serverGitHub-verified authorLocal · PyPI | 1 | Apache-2.0 | ||
| io.github.rog0x/log Log parse, filter, analyze for AI agents MCP serverGitHub-verified authorLocal · npm | 1 | — | ||
| io.github.ronniechong/healthchecks-io-mcp Unofficial MCP server for managing Healthchecks.io checks via the Management API MCP serverGitHub-verified authorLocal · npm | 1 | MIT | ||
| io.rootstuff/sentinel Uptime, SSL, DNS and domain monitoring you can talk to from Claude or any MCP client. MCP serverVerified domain · rootstuff.ioRemoteSign-in needed | 1 | — | ||
| Journald MCP Server Incident forensic with log files analyzing MCP serverGitHub-verified authorLocal · PyPI | 1 | — | ||
| Kafka MCP Debug Kafka from an agent: find messages, measure consumer lag, unblock consumers, compare clusters. MCP serverGitHub-verified authorLocal · Docker | 1 | MIT | ||
| Log10x MCP Rank log patterns by volume and cost, then compact, tier down or offload the excess over each cap MCP serverGitHub-verified authorLocal · npm | 1 | MIT | ||
| MCP Trace Query OpenTelemetry traces from agent runs through MCP. MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| mcp-trace-inspector Read local agent-run JSONL traces through MCP for failures, approvals, and run comparisons. MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| Metal GPU Trace Measure Wine and macOS programs' GPU use on Apple silicon with Metal System Trace MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| nimo Monitoring that tells you the fix: uptime, Core Web Vitals, cron check-ins, Journey Watch. MCP serverGitHub-verified authorRemote● LiveAPI key needed | 1 | MIT | ||
| NodePing MCP by usefulapi Read NodePing checks, uptime, results and events; mute checks, manage maintenance and schedules. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| ntfy Publish ntfy notifications, read the message cache, and manage users and topic access MCP serverGitHub-verified authorLocal · npm | 1 | MIT | ||
| Pingfyr Schedule reminders for AI agents via email, webhook, Slack, Discord, Telegram, or Google Calendar. MCP serverVerified domain · pingfyr.comRemoteSign-in needed | 1 | MIT | ||
| Pulseway MCP by usefulapi List devices, alerts, antivirus status and audit logs, and run scripts on devices in Pulseway. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| Rius Query your AI agents' traces, errors, cost and alerts in Rius, the agent observability platform. MCP serverVerified domain · glassflow.aiRemoteSign-in needed | 1 | MIT | ||
| RoboShadow MCP server for RoboShadow's Rubicon Platform Data API. MCP serverGitHub-verified authorLocal · Docker | 1 | — | ||
| RudderStack Inspect RudderStack workspaces, pipelines, and schemas, and manage transformations and audiences. MCP serverGitHub-verified authorRemoteSign-in needed | 1 | MIT | ||
| Rudow Query your app's logs, metrics and incidents from your AI assistant. MCP serverGitHub-verified authorLocal · npm | 1 | MIT | ||
| Sensorist MCP by usefulapi Read gateways, sensor measurements and alarm history in Sensorist. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| Shipbook Debug production issues using Shipbook logs and Loglytics error insights. MCP serverVerified domain · shipbook.ioRemoteSign-in needed | 1 | MIT | ||
| SpanHound Capture local agent traces and inspect failures, approvals, and run comparisons. MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| StatusPal MCP by usefulapi Read status-page status, services, incidents and metrics; create, update and publish incidents. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| StillOnline StillOnline MCP: uptime, status pages, checks. REST API for Cursor and Claude Code. MCP serverGitHub-verified authorLocal · npm | 1 | MIT | ||
| super-log Cloud Read your team's hosted journal from an AI agent: every machine's streams, in hub order. MCP serverVerified domain · super-log.comRemoteSign-in needed | 1 | — | ||
| Svix MCP by usefulapi Send and debug webhooks — applications, endpoints, messages, delivery attempts and replays. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| Trigger.dev MCP by usefulapi Debug background jobs — runs, traces, spans, schedules, queues and deployments. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| TrueNAS AIops Governed TrueNAS SCALE storage ops — 25 MCP tools with audit, budget, undo guards. MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| updown.io MCP by usefulapi Check updown.io uptime checks, downtimes, response metrics and status pages, and create checks. MCP serverBulk publisher · 968 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| VMware Debug VMware incident timeline, root-cause routing, local case ledger; no vSphere access. 14 MCP tools. MCP serverGitHub-verified authorLocal · PyPI | 1 | — | ||
| Watchgoose Monitor cron jobs and recurring work through a project-scoped Watchgoose connection. MCP serverGitHub-verified authorLocal · npm | 1 | MIT | ||
| Xitoring Connect AI assistants to Xitoring monitoring: servers, uptime, incidents, metrics, SSL, and alerts. MCP serverGitHub-verified authorRemoteSign-in needed | 1 | — | ||
| af360 Watches your local projects and sites read-only and names what would be lost. MCP serverVerified domain · afeleos.comLocal · npm | — | — | ||
| AgentViva Is an AI tool, agent or MCP server alive, and since when? Checks from the outside, with proof. MCP serverVerified domain · agentviva.devRemoteSign-in needed | — | — | ||
| ai.getvda/dynamic-health-monitor Give it one seed; it finds every service and checks HTTP, TCP, SSL and DNS. MCP serverVerified domain · getvda.aiRemote● Live | — | — | ||
| ai.getvda/kafka-and-postgres-monitoring-stack Kafka and Postgres Monitoring Stack MCP serverVerified domain · getvda.aiRemote● Live | — | — | ||
| AIStatusDashboard Read-only MCP server for AIStatusDashboard status, incidents, metrics, and fallback recommendations. MCP serverGitHub-verified authorRemoteDown | 0 | MIT | ||
| Alchemist Cloud Tickets Dispatch and track Alchemist Cloud tickets, watch deploys, read logs, and query your project DB. MCP serverVerified domain · chipp.aiRemoteSign-in needed | — | — | ||
| All's Well Set up uptime, SSL and heartbeat monitors, alert contacts and incidents for an All's Well team. MCP serverVerified domain · alls-well.ioRemoteSign-in needed | — | — | ||
| Apache HTTP Server AIops Governed Apache HTTP Server operations — 17 MCP tools with audit. MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT | ||
| app.internetmonitor/internet-monitor Ask your AI about your internet: uptime, outages and latency from Internet Monitor for Mac. MCP serverVerified domain · internetmonitor.appLocal · MCPB | 0 | — | ||
| AutoPilot IT Small-business IT monitoring and Windows device security. MCP serverVerified domain · autopilotit.netRemote● LiveFree to try | — | — | ||
| AWS Billing AWS Cost Explorer cost, forecast, and anomaly reporting through user-connected IAM credentials. MCP serverBulk publisher · 1,115 entriesGitHub-verified authorRemoteDown | 0 | MIT | ||
| AxoWatch Uptime, page speed, app errors and user-flow runs for your sites, plus fix tasks for coding agents. MCP serverVerified domain · axowatch.comRemoteSign-in needed | — | — | ||
| Azure FinOps MCP Server Azure FinOps MCP: cost, budgets, forecasting and optimization for Claude, VS Code and Cursor. MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT | ||
| BadgerBell Uptime monitoring and status pages: set up monitors, read incidents, draft status updates. MCP serverVerified domain · badgerbell.comRemoteSign-in needed | — | — | ||
| BIND 9 AIops Governed BIND 9 DNS operations — 23 MCP tools with audit. MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT | ||
| Bitmovin Observability MCP Query and analyse your data from Bitmovin Observability MCP serverVerified domain · analytics.mcp.bitmovin.comRemote● LiveFree to try | — | — | ||
| blueberry Search hub knowledge and memories, read saved context, and create or update hub content. MCP serverVerified domain · withblueberry.comRemote● Live | — | — | ||
| BrainBrainBrains Persistent memory + context layer for AI dev teams. 17 tools via MCP. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| Bugfender Access Bugfender logs, crashes, devices, and user feedback from MCP-enabled clients. MCP serverGitHub-verified authorLocal · npm | 0 | Apache-2.0 | ||
| bunny.net CDN and Shield Debug bunny.net CDN pull zones and manage bunny Shield: WAF, rate limits, bot detection, event logs MCP serverGitHub-verified authorLocal · npm | 0 | MIT | ||
| Ceph AIops Governed Ceph mgr ops: HEALTH_WARN RCA, OSD/PG/pool/RBD/CephFS/RGW, 37 tools. MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT | ||
| Chipp Observability Chipp: a deployed project's database (read), logs, errors, analytics, CI status, custom actions. MCP serverVerified domain · chipp.aiRemoteSign-in needed | — | — | ||
| Clamp Analytics Clamp Analytics MCP server: traffic, revenue, funnels, cohorts, errors, and search, for AI agents. MCP serverVerified domain · clamp.shRemoteSign-in needed | — | — | ||
| Cloud Armor WAF Patrol MCP MCP server for Google Cloud Armor WAF log patrol: deny summaries and false-positive checks MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT |
Filters apply to the top 400 of 701 tools by stars. Full list for agents: cloud-observe.json