Observability
Tools and platforms for comprehensive system observability including logs, metrics, and traces. Enables monitoring, troubleshooting, and performance analysis of applications and infrastructure.
MCP ServersBrowse all →
AlicenseBqualityBmaintenanceEnables AI assistants to interact with Rollbar error tracking and monitoring service, allowing them to diagnose issues, view item details, list deployments, retrieve session replays, and update item properties through natural language commands.Last updated82,09525MIT
AgentOps MCPofficial
AlicenseBqualityCmaintenanceThe AgentOps MCP server provides access to observability and tracing data for debugging complex AI agent runs. This adds crucial context about where the AI agent succeeds or fails.Last updated411014MIT- AlicenseAqualityBmaintenanceCryptographic accountability for AI agents. Ed25519-signed receipts for every MCP tool call. Constraints, chains, AI judgment, invoicing, and local dashboard included.Last updated824MIT

Scout Monitoring MCPofficial
AlicenseAqualityCmaintenanceEnables AI assistants to access Scout Monitoring performance and error data through Scout's API. Provides traces, errors, metrics, and insights for Rails, Django, FastAPI, Laravel and other applications to help identify and fix performance issues like N+1 queries, slow endpoints, and memory bloat.Last updated1328MIT
Logfire MCP Serverofficial
AlicenseAqualityFmaintenanceA Model Context Protocol server that enables LLMs to retrieve and analyze OpenTelemetry traces and metrics from Logfire, supporting exception tracking and custom SQL queries against telemetry data.Last updated4161MIT
LangSmith MCP Serverofficial
AlicenseAqualityDmaintenanceEnables language models to access LangSmith observability platform features including fetching conversation history, managing prompts, retrieving traces and runs, working with datasets and examples, and analyzing experiments.Last updated13107- AlicenseAqualityBmaintenanceAriadne's thread — a way out of the microservice maze. Local cross-service semantic chain hinter for microservices (GraphQL/HTTP/Kafka/frontend)Last updated145MIT
- AlicenseAqualityBmaintenanceProvides read-only access to Jaeger distributed tracing data through the Model Context Protocol. Enables Claude and other MCP-capable agents to search traces, inspect spans, and analyze service dependencies directly within conversations.Last updated25MIT
- AlicenseBqualityCmaintenanceMCP server for Portkey Admin API - 116 tools for prompts, configs, analytics & more.Last updated67100214MIT
- AlicenseAqualityBmaintenanceConnects AI assistants to Warpmetrics telemetry data to monitor AI agent performance, execution runs, and LLM costs. It allows users to query success rates, latency, and spend metrics directly through natural language interfaces.Last updated204MIT
- AlicenseAqualityBmaintenanceMCP-native agent evaluation and observability server. Log traces, evaluate output quality with 12 built-in rules (PII detection, prompt injection, cost thresholds), and track agent costs. Real-time dashboard, OTel-compatible spans. Self-hosted, MIT licensed.Last updated29586MIT

mcp-server-cloudflareofficial
AlicenseAqualityBmaintenanceLets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things on your Cloudflare account.Last updated23,3653,707Apache 2.0
Foreman MCP Serverofficial
AlicenseBqualityCmaintenanceEnables interaction with Foreman instances to manage systems through the Model Context Protocol. It provides access to Foreman resources and tools, such as security update reports, directly within AI-powered environments like VSCode and Claude Desktop.Last updated58GPL 3.0- AlicenseAqualityBmaintenanceEvery agent action is recorded in a SHA-256 hash chain. Prove to clients that your agent did what it said it did. Record, query, verify, and export agent activity.Last updated353151MIT
- AlicenseAqualityBmaintenanceMCP server for Kibana / Elasticsearch — log search, aggregations, index discovery, and dashboard browsing. Hits Elasticsearch REST API directly for log queries; falls back to Kibana Console proxy when no direct ES URL is configured. Supports ApiKey auth (best for agents), Basic auth, and anonymous access. All 5 tools are read-only (readOnlyHint: true). Returns structured JSON (outputSchema).Last updated5MIT
- AlicenseAqualityCmaintenanceEnables interaction with Beszel system monitoring tool to query system and container statistics, manage alerts, and monitor infrastructure through its PocketBase backend.Last updated61MIT
- AlicenseBqualityCmaintenanceAI-powered Kubernetes diagnostics that analyzes pod crashes, logs, and cluster health to provide root cause analysis and actionable solutions for common issues like CrashLoopBackOff, OOM kills, and connection errors.Last updated851MIT
- AlicenseBqualityCmaintenanceAn MCP server for perfSONAR that enables querying historical network measurements, discovering global testpoints, and scheduling active network tests. It provides tools for monitoring throughput, latency, and packet loss through integration with measurement archives and pScheduler.Last updated13MIT
- AlicenseAqualityCmaintenanceEnables real-time monitoring of F5 Cloud service status, including 148+ service components, active incidents, and scheduled maintenance windows with intelligent caching and dual data source reliability.Last updated6191MIT
- AlicenseAqualityCmaintenanceProvides seamless integration between AI assistants and Prometheus, enabling natural language interactions with your monitoring infrastructure. This server allows for effortless querying, discovery, and analysis of metrics.Last updated1037425MIT
- AlicenseAqualityBmaintenanceProvides access to Prometheus metrics and queries through standardized Model Context Protocol interfaces, allowing AI assistants to execute PromQL queries and analyze metrics data.Last updated6431
- AlicenseBqualityCmaintenanceThis project provides a Model Context Protocol (MCP) server that allows language models and other MCP clients to interact with a SuzieQ network observability instance via its REST API.Last updated24MIT
- AlicenseAqualityBmaintenanceEnables AI agents to build, test, debug, and interact with Kotlin Multiplatform Mobile (Android/iOS) applications through automated build pipelines, UI automation, crash analysis, and app state inspection.Last updated15371MIT
- AlicenseBqualityCmaintenanceEnables sending rich notifications to Discord and/or Slack webhooks with automatic service detection, retry logic, and support for embeds, blocks, and attachments. Provides secure webhook management with comprehensive input validation and rate limiting.Last updated3TypeScriptMIT
- AlicenseAqualityAmaintenanceAn MCP server that exposes GPU-accelerated anomaly detection to AI assistants via the Model Context Protocol. Provides two MCP tools: waveguard_scan (send training + test data in one call, returns per-sample anomaly scores and top explanatory features) and waveguard_health (check API and GPU status). Works on time series, JSON, numbers, text, and images — fully stateless.Last updated33MIT

Sentry MCP Serverofficial
FlicenseBqualityDmaintenanceA Model Context Protocol server that lets AI assistants interact with the Sentry API to retrieve and analyze error data, manage projects, and monitor application performance.Last updated1110- AlicenseAqualityBmaintenanceA comprehensive Model Context Protocol (MCP) server for Grafana, Prometheus, Kafka UI, and Datadog. Features a secure "Bring Your Own Key" (BYOK) architecture where credentials stay local. Provides tools for metrics querying, dashboard inspection, Kafka lag monitoring, and unified health checks.Last updated23211MIT
- AlicenseAqualityCmaintenanceMCP server for CronAlert uptime monitoring — manage monitors, check results, and incidents from any MCP-compatible AI client.Last updated917MIT
- AlicenseAqualityBmaintenanceMCP server for Prometheus metrics and observability. Give Claude (or any MCP-capable agent) read access to your Prometheus instance — query metrics with PromQL, inspect active alerts, and explore scrape targets without leaving the conversation. Tools: prometheus_list_metrics, prometheus_query, prometheus_query_range, prometheus_list_alerts, prometheus_list_targets.Last updated5MIT
- AlicenseAqualityBmaintenanceAn MCP server for AI-powered log analysis that enables parsing, searching, and debugging across nine log formats directly within Claude. It features automated error extraction, sensitive data scanning, and streaming support for large log files.Last updated145MIT
MCP ConnectorsBrowse all →
EU-hosted website monitoring + 17-framework compliance MCP. One anonymous tool, four authenticated.
290+ quality-scored API capabilities for AI agents across 27 countries via MCP.
Connect engineering metrics, DORA performance, and deploy risk scoring to any AI assistant. Score PRs for deployment risk using a 36-signal model, query team health, incidents, coverage, and more.
Service level agreement monitoring for the Hive agent fleet
Enable secure connectivity between Sentry issues and debugging data, and LLM clients, using a Model Context Protocol (MCP) server.
Free MCP tools: the only MCP linter, health checks, cost estimation, and trust evaluation.
performance-review MCP — wraps StupidAPIs (requires X-API-Key)
The Google GKE MCP server is a managed Model Context Protocol server that provides AI applications with tools to manage Google Kubernetes Engine (GKE) clusters and Kubernetes resources. It exposes a structured, discoverable interface that allows AI agents to interact with GKE and Kubernetes APIs, enabling them to inspect cluster configurations, retrieve Kubernetes resource YAMLs, monitor operations like cluster upgrades, diagnose issues, and optimize costs—all without needing to parse text output or use complex kubectl commands.
- mcpA
Gain visibility into the performance, availability, and health of your apps and infrastructure.
Live status, API pricing and rate limits for ChatGPT, Claude, Gemini, Cursor and 42+ AI tools.
ThousandEyes MCP Server for network intelligence: outages, anomalies, alerts, events, and tests.
Enterprise AI governance: spend, guardrails, policy, budgets, compliance, and provider health.
RUM platform for web performance analytics, Core Web Vitals, and third-party script monitoring.
Real-time health monitoring and heartbeat tracking for agent services
The Cortex MCP server provides read-only access to real-time engineering context from the Cortex developer portal, allowing AI coding assistants to answer natural language questions about your organization's catalog (microservices, libraries, domains, teams, infrastructure), scorecards (engineering standards and best practices), initiatives (goals and deadlines), and Engineering Intelligence metrics. It includes tools for querying documentation, tracking personal entities, and accessing AI-assisted insights across the entire Cortex ecosystem.
Read-only MCP server for AIStatusDashboard status, incidents, metrics, and fallback recommendations.
Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality.
The Buildkite MCP server exposes Buildkite product data (pipelines, builds, jobs, and test data) to AI tools, editors, and agents through the Model Context Protocol. It provides capabilities including pipeline creation and management, build monitoring with specialized tools like 'wait_for_build', efficient log querying using Apache Parquet conversion and caching, and OAuth-based authentication for both read-write and read-only access to Buildkite's REST API.