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maintenanceInspect and manage IONOS CLOUD infrastructure via MCP
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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 →
- 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 updated20157MIT
- 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 updated142751MIT
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 updated83,88128MIT
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 updated163262Apache 2.0
ThinkNEO MCP SMBofficial
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
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
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
mcp-server-cloudflareofficial
AlicenseAqualityCmaintenanceLets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things on your Cloudflare account.Last updated21,8083,930Apache 2.0
DevHelm MCP Serverofficial
AlicenseBqualityBmaintenanceMCP server for uptime monitoring, incidents, alerting, and dependency status.Last updated1001MIT- AlicenseAqualityCmaintenancePrivacy friendly, cookieless web analytics built MCP-first. "Add analytics to my Next.js app" → an AI agent runs the setup_analytics_for_site tool, picks the right install snippet, edits your layout file, and verifies the script is loading. OAuth onboarding, no API keys to paste.Last updated128681MIT
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
AlicenseBqualityBmaintenanceMCP server for On-Call Health burnout analysis. Connects AI assistants to your on-call data for workload insights.Last updated3Apache 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 updated13127MIT- AlicenseBqualityCmaintenanceEnables natural language management of Bluematador monitoring, including cloud integrations, alerts, notifications, and team management.Last updated4121MIT
- AlicenseAqualityDmaintenanceEnables LLMs to query telemetry data via the Spyglass AI agent, providing intelligent insights about application performance, errors, and bottlenecks.Last updated1MIT
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 updated4162MIT- AlicenseAqualityBmaintenanceEnables AI agents to access website analytics, including visitor sessions, UX friction, conversion funnels, and anomaly alerts.Last updated6MIT
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 updated42514MIT- MIT
- AlicenseBqualityCmaintenanceA read-only MCP server for OpenObserve Community Edition that works over the REST API. Provides tools for searching logs, traces, stream schemas, and dashboards - no Enterprise license required.Last updated814GPL 3.0
- AlicenseAqualityFmaintenanceEnables 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 updated681MIT
- AlicenseAqualityAmaintenanceMCP 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
- 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
- AlicenseBqualityDmaintenanceAI-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 updated8111MIT
- AlicenseAqualityBmaintenanceEnables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.Last updated5325Apache 2.0
- 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
- 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 updated92708MIT
- AlicenseAqualityCmaintenanceA self-contained, security-first, EU-sovereign unified AI-operations MCP server that fuses a live bitemporal fleet model, a drift engine, and a tiered audited actuator into one control plane.Last updated5Apache 2.0
- AlicenseBqualityDmaintenanceEnables AI assistants to interact with and manage Google Cloud Platform resources including Compute Engine, Cloud Run, Storage, BigQuery, and other GCP services through a standardized MCP interface.Last updated16MIT
MCP ConnectorsBrowse all →
290+ quality-scored API capabilities for AI agents across 27 countries via MCP.
Enterprise AI Control Plane: governance, guardrails, spend tracking, compliance & smart routing.
Diagnose AI workflows for failure, security, and handoff risks — RED/AMBER/GREEN per node.
Manage EchoRelay relay projects from any MCP client: lines, endpoints, keys, billing, logs, DLQ.
Ecosystem monitoring: service status and x402 activity metrics
Security gateway for AI agents: score tool calls, verify agent cards, enforce policy, audit.
Read-only MCP access to sessions, funnels, campaigns, errors, live visitors, and anomalies.
Proxy Gemini (Vertex AI) completions wrapped in OpenTelemetry trace spans; returns the answer plus t
Track cost, latency, and usage of every MCP tool call from any client (Claude, Cursor, Windsurf). Free 25K calls/month — open-source proxy, EU-hosted.
Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith
AI compute infrastructure intelligence: facilities, supply chains, sovereign AI, export controls.
Live status, API pricing and rate limits for ChatGPT, Claude, Gemini, Cursor and 42+ AI tools.
AI-ready vendor incident status with public active incidents and plan-scoped history.
Cloudflare Workers MCP server: agent-trace-auditor
EU-hosted website monitoring + 17-framework compliance MCP. One anonymous tool, four authenticated.
Cloudflare Workers MCP server: llm-output-quality-monitor
Cloudflare Radar MCP — internet observatory (traffic, attacks, BGP, quality)