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 →
AlicenseAqualityBmaintenanceEnables 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 updated13109MIT- 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 updated353181MIT
- AlicenseAqualityBmaintenanceMCP server for Portkey Admin API - 116 tools for prompts, configs, analytics & more.Last updated44100214MIT

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- 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

mcp-server-cloudflareofficial
AlicenseAqualityBmaintenanceLets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things on your Cloudflare account.Last updated22,2493,737Apache 2.0- 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

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
Foreman MCP Serverofficial
AlicenseBqualityBmaintenanceEnables 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 updated57GPL 3.0
Rollbar MCP Serverofficial
AlicenseBqualityCmaintenanceEnables 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 updated81,99225MIT- 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 updated2015MIT

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 updated47314MIT- AlicenseBqualityDmaintenanceAn MCP server for searching and visualizing SolarWinds Observability logs, allowing users to query log data with filtering options and generate visual representations of log events over time.Last updated2653MIT
- AlicenseAqualityCmaintenanceCross-cloud observability for AI agents. Discover resources, correlate logs, and diagnose infrastructure issues across AWS, GCP, Vercel, and Cloudflare — without leaving your editor.Last updated4101MIT
- 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
- AlicenseAqualityCmaintenanceA professional-grade MCP server that enables AI assistants to monitor web services, APIs, and HTTP endpoints with enterprise-level security.Last updated11MIT
- FlicenseAqualityCmaintenanceProvides tools for accessing Alibaba Cloud observability products including SLS (Log Service) and ARMS (Application Real-time Monitoring Service), allowing any MCP-compatible AI assistants to quickly interact with these services.Last updated9112
- AlicenseAqualityCmaintenanceEnables interaction with Beszel system monitoring tool to query system and container statistics, manage alerts, and monitor infrastructure through its PocketBase backend.Last updated61MIT
- 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
- 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
- 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
- AlicenseAqualityCmaintenanceA comprehensive MCP server providing over 26 tools for querying, monitoring, and analyzing NewRelic data through NRQL queries and entity management. It enables interaction with NewRelic's NerdGraph API for managing alerts, logs, and incidents directly within Claude Code sessions.Last updated24181MIT
- 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 updated2331MIT
- AlicenseBqualityBmaintenanceProbe LLM API endpoints and report health metrics including time to first token, latency, and throughput.Last updated2MIT
- AlicenseAqualityBmaintenanceAriadne's thread — a way out of the microservice maze. Local cross-service semantic chain hinter for microservices (GraphQL/HTTP/Kafka/frontend)Last updated5MIT
- AlicenseBqualityBmaintenancea typescript mcp to a langfuse MCP that enables you to see and connect agents to lanfuse dataLast updated27MIT
- AlicenseBqualityCmaintenanceEnables AI assistants to interact with New Relic monitoring and observability data through programmatic access to New Relic APIs. Supports APM management, NRQL queries, alert policies, synthetic monitoring, dashboards, infrastructure monitoring, and deployment tracking.Last updated265MIT
- AlicenseBqualityCmaintenanceEnables unified management of maintenance windows and incidents across Atlassian Statuspage and Uptime Kuma. It allows AI assistants to schedule maintenance, update service statuses, and list monitors through a single MCP-compatible interface.Last updated9MIT
- FlicenseBqualityFmaintenanceProvides tools to communicate with a service dependency API, enabling users to query and interact with service relationship data and dependency mappings.Last updated7
- AlicenseBqualityCmaintenanceRun NRQL, NerdGraph, and REST v2 operations to query data, manage incidents, create synthetics, and annotate deployments — all from your MCP client.Last updated1842412MIT
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.
AI-ready vendor incident status with public active incidents and plan-scoped history.
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.
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.
Cloudflare Radar MCP — internet observatory (traffic, attacks, BGP, quality)
- 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
performance-review MCP — wraps StupidAPIs (requires X-API-Key)
DORA OS Conductor — 16-tool meta-orchestrator for DORA compliance workflow automation.
DriftOracle - 15 tools for model/data drift monitoring: PSI, KS-test, alerts, evidence packs.