Claude Directory

Claude Code setups for observability and incident response

Pull logs, metrics, and traces directly into Claude Code. MCP servers for Sentry, Datadog, Grafana, New Relic, Axiom, and PagerDuty — plus agents that triage production incidents and propose fixes with the data already in context.

112 items across skills, agents, plugins, MCP servers, prompts, hooks, and guides.

Example prompts

Concrete things you can type into Claude Code for observability & monitoring. Each example uses a real skill, agent, slash command, hook, or MCP server listed below.

Triage the top 5 unresolved Sentry issues

Connect the Sentry MCP server and walk through the top 5 unresolved production issues, grouping by likely root cause.

Investigate a latency spike on Grafana

Use the Grafana MCP server with the observability-engineer agent to find what changed at 14:03 UTC on the checkout dashboard.

Add structured logging to a Node service

Use the observability-engineer agent to wire pino with request IDs and OTEL trace correlation across the API.

Wire Claude into your on-call rotation

Connect the PagerDuty MCP, fetch the active incident, and have Claude propose the next runbook step.

Skills (16)

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Comprehensive DevOps skill for CI/CD, infrastructure automation, containerization, and cloud platforms (AWS, GCP, Azure). Includes pipeline setup, infrastructure as code, deployment automation, and monitoring. Use when setting up pipelines, deploying applications, managing infra…

awsgcpazuredeployment+3

Senior Ml Engineer

ML engineering skill for productionizing models, building MLOps pipelines, and integrating LLMs. Covers model deployment, feature stores, drift monitoring, RAG systems, and cost optimization. Use when the user asks about deploying ML models to production, setting up MLOps infras…

kubernetesdockerperformancedeployment+5

Quality Manager Qmr

Senior Quality Manager Responsible Person (QMR) for HealthTech and MedTech companies. Provides quality system governance, management review leadership, regulatory compliance oversight, and quality performance monitoring per ISO 13485 Clause 5.5.2.

goperformancemonitoring

Metrics Dashboard

Define and design a product metrics dashboard with key metrics, data sources, visualization types, and alert thresholds. Use when creating a metrics dashboard, defining KPIs, setting up product analytics, or building a data monitoring plan.

Api Error Handling

Implements standardized API error responses with proper status codes, logging, and user-friendly messages. Use when building production APIs, implementing error recovery patterns, or integrating error monitoring services.

Chrome Devtools

Browser automation with Puppeteer CLI scripts. Use for screenshots, performance analysis, network monitoring, web scraping, form automation, or encountering JavaScript debugging, browser automation errors.

javascriptperformancemonitoringbrowser+3

Cloudflare Workers Observability

Cloudflare Workers observability with logging, Analytics Engine, Tail Workers, metrics, and alerting. Use for monitoring, debugging, tracing, or encountering log parsing, metric aggregation, alert configuration errors.

cloudflaremonitoringai

Health Check Endpoints

Health check endpoints for liveness, readiness, dependency monitoring. Use for Kubernetes, load balancers, auto-scaling, or encountering probe failures, startup delays, dependency checks, timeout configuration errors.

kubernetesmonitoringai

Model Deployment

Deploy ML models with FastAPI, Docker, Kubernetes. Use for serving predictions, containerization, monitoring, drift detection, or encountering latency issues, health check failures, version conflicts.

kubernetesdockerdeploymentmonitoring+2

Recommendation System

Deploy production recommendation systems with feature stores, caching, A/B testing. Use for personalization APIs, low latency serving, or encountering cache invalidation, experiment tracking, quality monitoring issues.

testingmonitoringapi

Web Vitals Monitor

Monitor web vitals monitor operations. Auto-activating skill for Frontend Development. Triggers on: web vitals monitor, web vitals monitor Part of the Frontend Development skill category. Use when monitoring systems or services. Trigger with phrases like "web vitals monitor", "w…

Prediction Monitor

Monitor prediction monitor operations. Auto-activating skill for ML Deployment. Triggers on: prediction monitor, prediction monitor Part of the ML Deployment skill category. Use when monitoring systems or services. Trigger with phrases like "prediction monitor", "prediction moni…

godeploymentmonitoring

Pipeline Monitoring Setup

Configure pipeline monitoring setup operations. Auto-activating skill for Data Pipelines. Triggers on: pipeline monitoring setup, pipeline monitoring setup Part of the Data Pipelines skill category. Use when monitoring systems or services. Trigger with phrases like "pipeline mon…

Cloud Monitoring Alert

Monitor cloud monitoring alert operations. Auto-activating skill for GCP Skills. Triggers on: cloud monitoring alert, cloud monitoring alert Part of the GCP Skills skill category. Use when monitoring systems or services. Trigger with phrases like "cloud monitoring alert", "cloud…

gogcpmonitoring

Sla Monitor Setup

Configure sla monitor setup operations. Auto-activating skill for Enterprise Workflows. Triggers on: sla monitor setup, sla monitor setup Part of the Enterprise Workflows skill category. Use when monitoring systems or services. Trigger with phrases like "sla monitor setup", "sla…

Post-deploy canary monitoring — checks site health, detects regressions, monitors for errors after deployment. Use after deploying to verify production is healthy.

deploymentmonitoring

Agents (4)

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DevOps Incident Responder

Production incident management specialist for rapid triage, root cause analysis, and preventive measures

Infrastructuredevopsincident-response+3

Machine learning operations specialist for model training pipelines, deployment, and monitoring

Data & AImlopsmachine-learning+4

Site Reliability Engineering specialist for observability, incident response, SLOs, and production system reliability

Infrastructuresrereliability+4

Observability Engineer

Instrumentation specialist who adds meaningful metrics, logs, and traces — and designs dashboards and alerts that surface the right signal at the right time

Infrastructureobservabilitymonitoring+6

Plugins (31)

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Datadog observability platform integration. Query metrics, view logs, analyze traces, and monitor application performance directly from Claude Code.

monitoringobservabilityapmlogs+1

Sentry error monitoring integration. Track errors, view stack traces, analyze crash reports, and get real-time alerts for application issues.

monitoringerrorsdebuggingobservability+1

Use Amplitude as an expert analyst — instrument Amplitude, discover product opportunities, analyze charts, create dashboards, manage experiments, and understand users and accounts.

OpenTelemetry observability for Claude Code sessions. Captures tool calls, LLM invocations, token usage, and errors as OTel traces. Send telemetry to Dash0 or any OpenTelemetry-compatible backend.

Datarobot Agent Skills

DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and external agent monitoring.

developmentdeploymentmonitoringai+1

Connect Claude to Fullstory to query behavioral analytics, session replays, and customer experience insights.

Add Logfire observability to Python applications with auto-instrumentation for FastAPI, httpx, asyncpg, SQLAlchemy, and more

monitoringpythonapi

Enhance code quality and security through PagerDuty risk scoring and incident correlation. Score pre-commit diffs against historical incident data and surface deployment risk before you ship.

monitoringsecuritydeploymentai

Access PostHog analytics, feature flags, experiments, error tracking, and insights directly from Claude Code.

Agent skills for Qdrant vector search covering scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, and Java.

databasepythontypescriptrust+5

Deploy and manage apps, databases, and infrastructure on Railway. Covers project setup, deploys, environment configuration, networking, troubleshooting, and monitoring.

deploymentmonitoringai

Zilliz Cloud management plugin with 14 skills covering cluster lifecycle, collection schema, vector search, index tuning, bulk import, RBAC, backups, and monitoring.

databasemonitoring

Alerting Rule Creator

Create intelligent alerting rules for performance monitoring

performancemonitoring

Api Monitoring Dashboard

Create monitoring dashboards for API health, metrics, and alerts

api-developmentmonitoringapi

Apm Dashboard Creator

Create Application Performance Monitoring dashboards

performancemonitoring

Fairdb Operations Kit

Complete operations kit for FairDB PostgreSQL as a Service - VPS setup, PostgreSQL management, customer provisioning, monitoring, and backup automation

devopspostgresmonitoringautomation+1

Mempool Analyzer

Advanced mempool analysis for MEV opportunities, pending transaction monitoring, and gas price optimization

cryptomonitoring

Monitoring Stack Deployer

Deploy monitoring stacks (Prometheus, Grafana, Datadog)

devopsmonitoring

Real User Monitoring

Implement Real User Monitoring for actual performance data

performancemonitoring

Synthetic Monitoring Setup

Set up synthetic monitoring for proactive performance tracking

performancemonitoring

Complete Sentry integration skill pack with 30 skills covering error monitoring, performance tracking, session replay, and observability. Flagship+ tier vendor pack.

saas-packsperformancemonitoring

Observability Monitoring

Metrics collection, logging infrastructure, distributed tracing, SLO implementation, and monitoring dashboards

operationsmonitoring

Data Validation Suite

Schema validation, data quality monitoring, streaming validation pipelines, and input validation for backend APIs

datamonitoringapi

Api Testing Observability

API testing automation, request mocking, OpenAPI documentation generation, observability setup, and monitoring

apitestingmonitoringautomation

Seo Analysis Monitoring

Content freshness analysis, cannibalization detection, and authority building for SEO

marketingmonitoring

Context optimization, bloat detection, CPU/GPU monitoring, and token conservation for efficient Claude Code sessions

Api Error Handling

Implements standardized API error responses with proper status codes, logging, and user-friendly messages. Use when building production APIs, implementing error recovery patterns, or integrating error monitoring services.

Health Check Endpoints

Health check endpoints for liveness, readiness, dependency monitoring. Use for Kubernetes, load balancers, auto-scaling, or encountering probe failures, startup delays, dependency checks, timeout configuration errors.

architecturekubernetesmonitoringai

Model Deployment

Deploy ML models with FastAPI, Docker, Kubernetes. Use for serving predictions, containerization, monitoring, drift detection, or encountering latency issues, health check failures, version conflicts.

aikubernetesdockerdeployment+2

Recommendation System

Deploy production recommendation systems with feature stores, caching, A/B testing. Use for personalization APIs, low latency serving, or encountering cache invalidation, experiment tracking, quality monitoring issues.

datatestingmonitoringapi

Web Performance Optimization

Optimizes web application performance through code splitting, lazy loading, caching strategies, and Core Web Vitals monitoring. Use when improving page load times, implementing service workers, or reducing bundle sizes.

webperformancemonitoring

MCP Servers (61)

Browse all MCP servers

Retrieve and analyze issues, errors, and stacktraces from Sentry

sentryerrorsmonitoringdebugging+1

Query Grafana dashboards, alerts, and datasources for observability and monitoring workflows

monitoringgrafanaobservabilitydashboards+1

Elasticsearch Server

Search, index, and analyze data in Elasticsearch clusters with natural language queries

searchelasticsearchanalyticslogging+1

Query metrics, logs, and traces from Datadog for observability and monitoring insights

datadogmonitoringobservabilitylogs+2

Access crash reporting and real user monitoring data for debugging and performance analysis

raygunmonitoringcrash-reportingapm+1

PagerDuty Server

Manage incidents, on-call schedules, and alerts through PagerDuty's incident management platform

pagerdutyincidentson-callalerting+2

Query and analyze Axiom logs, traces, and event data using natural language with APL (Axiom Processing Language)

observabilityaxiomlogsmonitoring+1

Query telemetry data, investigate alerts, analyze application performance, and manage dashboards in New Relic

monitoringnewrelicapmobservability+1

Unified API gateway and marketplace for 300+ AI agents. One API key, REST + streaming, 90% creator revenue share, health monitoring. Self-hostable (MIT).

aggregatorsmonitoringapirest+2

Firefox Devtools

Firefox browser automation via WebDriver BiDi for testing, scraping, and browser control. Supports snapshot/UID-based interactions, network monitoring, console capture, and screenshots.

browser-automationtestingmonitoringbrowser+3

Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring.

browser-automationmonitoringbrowseragent

A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.

cloud-platformsdeploymentmonitoringai

AI-powered SRE observability for Kubernetes and OpenShift with 40+ tools for Tekton pipeline debugging, log analysis, root cause analysis, and predictive monitoring.

cloud-platformskubernetesmonitoringai

Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring, and pod log streaming

cloud-platformskubernetesmonitoring

Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system diagnostics, automation workflows, and infrastructure management with AI-powered operational insights.

coding-agentsmonitoringautomationai

Console Automation

Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications.

coding-agentstestingmonitoringautomation+1

A Model Context Protocol server for managing, monitoring, and querying data in [CockroachDB](https://cockroachlabs.com).

databasesmonitoring

Query and analyze Prometheus, open-source monitoring system.

databasesmonitoring

Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline monitoring, artifact management, and batch operations. Features 21 MCP tools for job management, build status tracking, and queue management with CSRF protection and 2FA support.

developer-toolsmonitoring

Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.

developer-toolsmonitoringllm

Universal deployment tracker for AI assistants with live status badges and deployment monitoring

developer-toolsdeploymentmonitoringai

MCP server that closes the feedback loop for AI coding agents — CI monitoring, process watching, file changes, HTTP polling.

developer-toolsmonitoringaiagent

Token Optimizer

Intelligent token optimization achieving 95%+ reduction through caching, compression, and 80+ smart tools for API optimization, code analysis, and real-time monitoring.

developer-toolsmonitoringapi

MCP server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine.

environment-naturegomonitoring

Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across mul…

finance-fintechsecuritymonitoringai+1

MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network.

finance-fintechmonitoring

Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-first-mcp`

knowledge-memorymonitoringrag

SSE-enabled MCP server for remote Obsidian vault management with 29 tools for notes, directories, frontmatter, tags, search, and link operations. Docker-ready with health monitoring.

knowledge-memorydockermonitoring

AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities on the Alog platform.

monitoringaiagent

Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.

Leverage AI-driven observability, security, and automation to analyze anomalies, logs, traces, events, metrics.

monitoringsecurityautomationai+1

Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines.

Agent Breadcrumbs

Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable sinks.

monitoringagent

Sentry.io integration for error tracking and performance monitoring

monitoringperformance

Search dashboards, investigate incidents and query datasources in your Grafana instance

Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities

monitoringsecurityai

Status Observer

Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop.

Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.

monitoringkubernetesai

Internet Speed Test

Internet speed testing with network performance metrics including download/upload speed, latency, jitter analysis, and CDN server detection with geographic mapping

monitoringtestingperformance

Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster

Query and interact with kubernetes environments monitored by Metoro

monitoringkubernetes

Raygun API V3 integration for crash reporting and real user monitoring

Zabbix integration for hosts, items, triggers, templates, problems, data and more.

Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections

Provides access to OpenTelemetry traces and metrics through Logfire

All-in-one homelab management MCP server. Monitor system resources, manage Docker containers, Wake-on-LAN, scan networks, check open ports, and run alerts — across multiple servers via SSH. Single 10MB binary, zero dependencies.

monitoringdockerai

A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process）

Data freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS health, DNS timing, and redirect chains. Returns deterministic FRESH/STALE/UNKNOWN verdicts with NIST AI RMF mapping. CLI + MCP server + HTTP AP…

monitoringapiaiagent

MCP server providing comprehensive Datadog observability access for AI assistants. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for token efficiency, and cross-correlation between logs, traces, and metrics.

An MCP server that allows querying Loki logs through the Grafana API.

Fast and minimal Sentry MCP server written in Rust

Victoriametrics

Provides comprehensive integration with your [VictoriaMetrics instance APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics …

A Prometheus Model Context Protocol Server.

Cybersec Watchdog

Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with anomaly detection across 23 analyzers: firewall, SSH, fail2ban, Docker, CVE, rootkit, SSL/TLS, filesystem, network, and more.

securitydockermonitoringai

Ciphertrust Manager

MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.

securityrustmonitoringai

Thales Cdsp Cakm

MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.

securitymonitoringai

MCP server for meltbook, an AI-agent political discussion board. 50 AI agents autonomously post, vote, and debate Japanese politics. 11 tools for thread creation, posting, voting, and monitoring.

social-mediamonitoringaiagent

All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API.

social-mediamonitoringapi

Screenmonitormcp

Real-time screen analysis, context-aware recording, and UI monitoring MCP server. Supports AI vision, event hooks, and multimodal agent workflows.

other-tools-and-integrationsmonitoringaiagent

🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included

other-tools-and-integrationsmonitoringaiagent

TypeScript-based smart home automation server for Plugwise devices with automatic network discovery. Features comprehensive device control for thermostats, switches, smart plugs, energy monitoring, multi-hub management, and real-time climate/power consumption tracking via local …

other-tools-and-integrationstypescriptmonitoringautomation

Other use cases

Code Review Testing Security Git Workflows Documentation Debugging Performance Deployment & CI/CD Databases API Development Refactoring Frontend Development Codebase Onboarding AI & Agent Development Mobile Development Refactoring Frontend Development Codebase Onboarding