监控 MCP 服务器

Real-time infrastructure monitoring with metrics, logs, alerts, and ML-based anomaly detection.

MCP server for Firecrawl — web search, scraping, and biomedical/arXiv paper search.

An MCP server giving access to Grafana dashboards, data and more.

MCP server for Sentry - error monitoring, issue tracking, and debugging for AI assistants

Tells an agent what changed on a server since it last looked - status, Docker, backups, Proxmox.

Zabbix integration for hosts, items, triggers, templates, problems, data and more.

MCP Server for VictoriaMetrics. Provides integration with VictoriaMetrics API and documentation

Provides access to OpenTelemetry traces and metrics through Logfire

Query your MCPSpend usage: cost today, top tools, recent sessions, budget projections.

Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.

A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time…

Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security…

Google PageSpeed Insights and CrUX: six workflow tools for web performance.

Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster

Query and interact with kubernetes environments monitored by Metoro

An MCP server that allows querying Loki logs through the Grafana API.

Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.

Tamper-evident, SHA-256 hash-chained audit trail and observability for AI agents.

Investigate errors, track deployments, analyze performance, and manage application monitoring

MCP server bridging GenieACS TR-069 ACS instances to LLMs for CPE device management

Read-only MCP server for OpenObserve Community Edition via REST API. Search logs, traces, stream schemas, and dashboards without requiring…

AI cost tracking: 11 tools for spend, budgets, and Claude Code + Cursor + Cline costs

Internet speed testing with network performance metrics including download/upload speed, latency, jitter analysis, and CDN server…

Query Spanlens LLM observability from Cursor, Claude Desktop, or Continue via MCP.

Transparent proxy for any MCP server that intercepts all JSON-RPC messages, measures latency, and stores traces in SQLite, PostgreSQL, or…

Zero-config data-quality monitoring: profile a warehouse, detect anomalies, gate CI.

Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines.

Stop shipping agents on vibes. Score every agent output for quality, safety, and cost.

Fast and minimal Sentry MCP server written in Rust

Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop.

Tautulli (Plex media server monitoring) with 11 read-only tools for activity, history, library stats, user stats, transcode analysis, and…

MCP server for Umami Analytics API v2 — websites, stats, events, reports, and realtime

MCP server for Webmin with 61 tools for Linux system administration: services, users, storage, security, databases, and more.

An MCP server for querying Grafana Loki directly with a discovery-first workflow — labels, values, series, and LogQL queries without…

Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure,…

Full Datadog API access: monitors, logs, metrics, traces, dashboards, and observability tools

MCP server — read-only log access for AI assistants, without giving AI shell access.

Prices every Claude Code and Codex session already on disk and lets the agent ask what it's spending mid-session: cost by session,…

Local-first flight recorder for AI agents: sessions, costs, loop runs, and stuck-loop flags.

SEO, performance, and security audits for any URL — no API keys required

Comprehensive MCP server for Grafana, Prometheus, Kafka UI, and Datadog with a secure "Bring Your Own Key" or BYOK model.

Read-only MCP server for coding-agent traces, alerts, costs, usage, and budget health.

Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable…

A Prometheus Model Context Protocol Server.

Local-first, multi-provider tool that captures LLM API spend and exposes it to coding agents via MCP

Read-only Redis monitoring — queue depths by type, Celery queue status, connected clients, server/memory stats, and key counts per…

Local system monitoring — CPU, memory, swap, disk, network, and process management. Find resource-hungry processes, diagnose performance…

Unofficial FortiMonitor v2 API integration with 241 tools for server monitoring, outages, maintenance, metrics, notifications, and more.

Query Langfuse traces, debug exceptions, analyze sessions, scores, datasets, schema, observations and manage prompts. Full observability…

Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and…

Every tool a builder signs up for, on one tab: trials, burn, price drift. Local JSONL, zero deps.

Enterprise AI Control Plane: governance, guardrails, spend tracking, compliance & smart routing.

Live .NET runtime diagnostics for AI assistants. Ask Claude to diagnose memory leaks, GC pressure, LOH fragmentation, and thread…

Streams live progress from mcp-telemetry-sdk-instrumented tools to any connected MCP client.

AI-native web analytics. Query pageviews, top pages, referrers, countries, devices, and custom events. Create conversion funnels and alerts.

Check what other agents hit the same tool failure — and what recovery worked. Ask before retrying.

MCP server for Duplicacy — monitor backup status and Prometheus metrics

Privacy-first web analytics. Query pageviews, referrers, trends, and AI insights.

Track AI agent costs, detect waste, optimize models, and prove ROI. 23 MCP tools across 10 domains.

Data freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS…