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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 →
- AlicenseAqualityBmaintenanceTransparent Go proxy that intercepts, signs, rate-limits, redacts, and audits all MCP JSON-RPC tool calls without modifying client or server. Stores to JSONL or SQLite with HMAC-SHA256 signatures.Last updated2145Apache 2.0
- AlicenseAqualityAmaintenanceMCP server — read-only log access for AI assistants. Debug your Linux server with AI, without giving the AI shell access.Last updated671MIT
DevHelm MCP Serverofficial
AlicenseBqualityBmaintenanceMCP server for uptime monitoring, incidents, alerting, and dependency status.Last updated1001MIT- 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 updated2029MIT
- AlicenseAqualityBmaintenanceEnables AI agents to access website analytics, including visitor sessions, UX friction, conversion funnels, and anomaly alerts.Last updated6MIT
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 updated82,35928MIT
mcp-server-cloudflareofficial
AlicenseAqualityCmaintenanceLets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things on your Cloudflare account.Last updated23,4913,862Apache 2.0- AlicenseAqualityBmaintenanceA black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit, replay, and diff retrieval runs after the fact.Last updated8401MIT
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- AlicenseAqualityAmaintenanceReal-time cost observability for Model Context Protocol tool calls. Wraps any MCP server, attributesspend per tool/project/customer. Free 25K calls/month. EU-hosted, GDPR-ready, MIT.Last updated6666MIT
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 updated46914MIT
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 updated13122MIT
Foreman MCP Serverofficial
AlicenseBqualityDmaintenanceEnables 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
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
ThinkNEO MCP SMBofficial
AlicenseBqualityBmaintenance8 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- AlicenseAqualityDmaintenanceEnables LLMs to query telemetry data via the Spyglass AI agent, providing intelligent insights about application performance, errors, and bottlenecks.Last updated1MIT
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- FlicenseBqualityDmaintenanceProvides tools to communicate with a service dependency API, enabling users to query and interact with service relationship data and dependency mappings.Last updated7
- 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
- AlicenseAqualityCmaintenanceEnables AI assistants to query and analyze Alibaba Cloud SLS logs using natural language, supporting multiple log sources like Function Compute and ECS. It provides tools for searching logs, performing SQL analysis, and visualizing log distributions directly within Cursor or Claude.Last updated6475MIT
- AlicenseBqualityAmaintenanceUniFi semantic-analysis MCP — 54 tools on Site Manager API and Cloud Connector. 8 workflow Prompts (4 fleet-ops + 4 MSP). Read-only.Last updated19254MIT
- 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
- AlicenseAqualityCmaintenanceFast and minimal Sentry MCP server written in RustLast updated39MIT
- AlicenseAqualityBmaintenanceMCP server for querying and analyzing logs from VMware Aria Operations for Logs, enabling log search, incident detection, and vROps correlation.Last updated63MIT
- AlicenseAqualityCmaintenanceEnables agents to report and query performance metrics to build a community-driven quality database for MCP tools. This server helps agents discover and select the most reliable tools based on success rates and user-reported quality scores.Last updated4MIT
- AlicenseAqualityBmaintenancePrediction stability engine for AI agents. Evaluate model stability, detect ghosts, probe any LLM for instability, monitor fleet drift. 20 tools + 1 resource. Works with Claude, Cursor, VS Code.Last updated20201Unlicense - libtelnet variant
- AlicenseBqualityDmaintenanceAn 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
- AlicenseAqualityCmaintenanceIdentifies resource-intensive processes on macOS across CPU, memory, and network usage, with tools for detailed process filtering and system overview.Last updated321MIT
- 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
MCP ConnectorsBrowse all →
290+ quality-scored API capabilities for AI agents across 27 countries via MCP.
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.
Enterprise AI governance: spend, guardrails, policy, budgets, compliance, and provider health.
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.
Cloudflare Workers MCP server: agent-trace-auditor
Cloudflare Workers MCP server: llm-output-quality-monitor
AI-ready vendor incident status with public active incidents and plan-scoped history.
Cloudflare Radar MCP — internet observatory (traffic, attacks, BGP, quality)
EU-hosted website monitoring + 17-framework compliance MCP. One anonymous tool, four authenticated.
DORA OS Conductor — 16-tool meta-orchestrator for DORA compliance workflow automation.
ResilienceOracle - 10 operational resilience tools: BIA, RTO/RPO, scenario testing.