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 →
AlicenseAqualityAmaintenance8 standalone MCP servers for SMBs — Guardrails (prompt injection, PII, secrets detection), FinOps (AI cost tracking and budgets), Observability (agent tracing), Smart Router (17+ models, 9 providers), Trust Score (governance scoring 0-100), Memory (persistent agent memory), ThinkSecure (runtime security + SOC2/GDPR audit), and A2A Lite (agent-to-agent protocol). 37 tools total, TNC creditsLast updated4MIT
Yamaru Hardware Probeofficial
AlicenseAqualityBmaintenanceExpert system hardware probe and performance diagnostic engine for AI, Gaming, and High-Performance workflows. Provides deep system insights such as real-time monitoring, thermal diagnostics, and LLM optimization.Last updated11565Apache 2.0- AlicenseAqualityCmaintenanceMCP server that reads Spark profiler files to give accurate Minecraft server tuning advice, parsing binary protobuf directly and diagnosing TPS, MSPT, GC, heap, and call-tree issues.Last updated14161MIT
- AlicenseBqualityBmaintenanceInspect and manage IONOS CLOUD infrastructure via MCPLast updated1006Apache 2.0

freeplay-mcpofficial
AlicenseAqualityAmaintenanceEnables AI agents to interact with Freeplay, an ops platform for AI engineering teams, to analyze production logs, identify quality issues, iterate on prompts and agents using real data, and run experiments before deploying.Last updated92Apache 2.0
Rollbar MCP Serverofficial
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 updated83,72229MIT
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 updated1329MIT
oncallhealth-mcpofficial
AlicenseBqualityCmaintenanceMCP server for On-Call Health burnout analysis. Connects AI assistants to your on-call data for workload insights.Last updated3Apache 2.0
DevHelm MCP Serverofficial
AlicenseBqualityBmaintenanceMCP server for uptime monitoring, incidents, alerting, and dependency status.Last updated1001MIT- AlicenseBqualityCmaintenanceEnables natural language management of Bluematador monitoring, including cloud integrations, alerts, notifications, and team management.Last updated415MIT
- AlicenseAqualityBmaintenanceLets agents query their own usage ledger captured by the Agentic Ledger proxy: sessions with full call traces, costs, loop runs, and stuck-loop flags. Tools include list_sessions, get_session, search, list_runs, get_run_status, and explain.Last updated263MIT

Logfire MCP Serverofficial
AlicenseAqualityAmaintenanceA 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 updated4162MIT
mcp-server-cloudflareofficial
AlicenseAqualityBmaintenanceLets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things on your Cloudflare account.Last updated257,0984,003Apache 2.0
LangSmith MCP Serverofficial
AlicenseAqualityCmaintenanceEnables 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 updated13129MIT
pagerduty-mcpofficial
AlicenseBqualityCmaintenanceEnables management of PagerDuty incidents, services, schedules, and more directly from MCP-enabled clients, with embedded interactive UIs for incident command center, on-call management, and other features.Last updated6373Apache 2.0
AgentOps MCPofficial
AlicenseBqualityDmaintenanceThe 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 updated42614MIT- AlicenseAqualityCmaintenanceConnects 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 updated2057MIT

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- AlicenseAqualityBmaintenanceEnables AI agents to access website analytics, including visitor sessions, UX friction, conversion funnels, and anomaly alerts.Last updated6MIT

Drumbeats MCPofficial
AlicenseAqualityAmaintenanceMCP server for Drumbeats monitoring. Enables creating monitors, triaging incidents, and running HTTP/SSL/DNS checks using natural language from any AI client.Last updated161862Apache 2.0- AlicenseAqualityDmaintenanceEnables LLMs to query telemetry data via the Spyglass AI agent, providing intelligent insights about application performance, errors, and bottlenecks.Last updated1MIT

@verlon-ai/mcpofficial
AlicenseAqualityBmaintenanceModel Context Protocol server for Verlon AI that exposes gates, logs, recommendations, and experiments as MCP tools, enabling coding agents to inspect and manage AI infrastructure natively.Last updated5350MIT- AlicenseAqualityAmaintenanceAriadne's thread — a way out of the microservice maze. Local cross-service semantic chain hinter for microservices (GraphQL/HTTP/Kafka/frontend)Last updated252MIT

spanlens-mcpofficial
AlicenseAqualityCmaintenanceMCP-native LLM observability. Query your Spanlens traces, stats, cost anomalies, and savings from Cursor, Claude Desktop, or any MCP client. Open source (MIT).Last updated79MIT- AlicenseBqualityBmaintenanceAn MCP server that exposes Proxmox VE node/cluster as tools for MCP clients, enabling management of VMs and containers including power control, resource reconfiguration, snapshots, and backups.Last updated20MIT
- AlicenseAqualityCmaintenanceData freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS certificate health, DNS timing, and redirect chains. Returns deterministic FRESH/STALE/UNKNOWN JSON verdicts with policy evaluation and NIST AI RMF mapping.Last updated31MIT
- AlicenseBqualityAmaintenanceDatadog MCP — 165 tools for metrics, monitors, logs, APM, RUM, incidents, CI/CD, fleet automation. Includes incident-triage-snapshot aggregation tool and 4 workflow Prompts.Last updated1003722MIT
- AlicenseAqualityFmaintenanceServer for interacting with Honeycomb observability data. This server enables LLMs like Claude to directly analyze and query your Honeycomb datasets.Last updated14243MIT
- AlicenseAqualityCmaintenanceMCP server for the beacon log analytics platform, exposing beacon's REST API as MCP tools and resources for AI agents to query and analyse AI-assistant usage data.Last updated11MIT
- AlicenseAqualityDmaintenanceMCP server enabling AI assistants to interact with your LogicMonitor, providing 125 tools for comprehensive monitoring and management operations.Last updated702512AGPL 3.0
MCP ConnectorsBrowse all →
290+ quality-scored API capabilities for AI agents across 27 countries via MCP.
Read-only triage for n8n, MCP, webhook, and AI agent workflow production failures.
AI compute infrastructure intelligence: facilities, supply chains, sovereign AI, export controls.
Proxy Gemini (Vertex AI) completions wrapped in OpenTelemetry trace spans; returns the answer plus t
Real-time status for 75+ AI services (OpenAI, Anthropic, Cursor). No auth, CORS-enabled.
Measured latency & uptime for AI inference APIs, by region. Exposes a get_ai_api_latency tool.
Live status and health checks for AI coding providers: Claude, Cursor, Copilot, Codex and more.
Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith
Read Spike.sh incidents, on-call, escalations and services; acknowledge, resolve, set priority.
Manage status pages: components, incidents and maintenances; set live component status.
Core Web Vitals metrics by CMS, CDN, and framework — free remote MCP, no auth.
Read incidents, services, teams, on-call schedules; acknowledge, resolve and note incidents.
Manage incidents and on-call: list/create/update incidents, who is on call, on-call overrides.
Manage Cronitor monitors and send telemetry pings — list, inspect, create, update, delete.
Public MCP digital twin with synthetic systems and an agent firewall. No customer data.
Read-only Increase banking observability plus one safe non-money-moving write, for AI agents.
Query Checkly synthetic monitoring — checks, statuses, results, alerts, reporting and dashboards.
Vantaj uptime monitoring via MCP - manage monitors, heartbeats, incidents, and status pages.
Uptime and website monitoring for AI agents. Query monitor status, incidents, heartbeats, domain expiry, and status pages in your Vantaj Uptime workspace.
Diagnose AI workflows for failure, security, and handoff risks — RED/AMBER/GREEN per node.