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Серверы наблюдаемости (observability) дают AI-агенту доступ к метрикам, логам и трейсам вашей инфраструктуры: Datadog, Grafana, Prometheus, Sentry, Splunk, New Relic. Это превращает агента в первый эшелон SRE-дежурного.
В каталоге: 51 серверов.
Самый частый юз-кейс — incident response (реагирование на инциденты): сработал алерт, агент сразу подтягивает контекст: какие сервисы затронуты, что показывают графики за последние 30 минут, какие ошибки в Sentry, есть ли свежий деплой. Дальше он формирует первичную гипотезу и предлагает шаги диагностики — нагрузка на CPU, проблемы с базой, регрессия после деплоя. Для логов сервер обычно делает поиск по структурированным полям и regex с тайм-баундом — это намного дешевле по контексту, чем «прочитай весь лог за день». Часть серверов поддерживает trace-correlation: по traceID можно вытащить все спаны в Jaeger / Zipkin / Tempo и понять, где именно тормозит запрос.
Manage pfSense firewalls through AI
A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure m
Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system diagnostics, automation workflows, and infrastructur
A Model Context Protocol server for managing, monitoring, and querying data in CockroachDB
Query and analyze Prometheus, open-source monitoring system
Use natural language to explore LLM observability, traces, and monitoring data captured by Opik
Universal deployment tracker for AI assistants with live status badges and deployment monitoring
MCP server that closes
Intelligent token optimization achieving 95%+ reduction through caching, compression, and 80+ smart tools for API optimization, code analysis, and real-time monitoring
Grafana k6 MCP Server for performance testing
MCP server for the incident management platform Rootly
MCP server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine
An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.)
MCP server for RomM retro game library manager. 19 r
Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-first-mcp`
alilxxey/openobserve-community-mcp 🪟
AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities on the Alog platform
Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications
alimuratkuslu/byok-observability-mcp ☁️ 🪟
Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines
Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable sinks
Sentry.io integration for error tracking and performance monitoring
unofficial-forti-monitor-mcp-server MCP server](https://glama.ai/mcp/servers/@gjenkins20/unofficial-forti-monitor-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@gjenkins20/unofficial-fort
Search dashboards, investigate incidents and query datasources in your Grafana instance
Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop
ingero-io/ingero ️ - eBPF-based GPU causal observability agent with MCP se
Internet speed testing with network performance metrics including download/upload speed, latency, jitter analysis, and CDN server detection with geographic mapping
Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
Tautulli (Plex media server monitoring) with 11 r
mikusnuz/umami-mcp ☁️ - Full-coverage MCP server for Umami Analytics AP
llmkit-mcp-server ☁️ 🪟 - AI API cost tracki
measure-mcp-server ☁️ - Privacy-first web an
Raygun API V3 integration for crash reporting and real user monitoring
Zabbix integration for hosts, items, triggers, templates, problems, data and more
Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
Provides access to OpenTelemetry traces and metrics through Logfire
gsmethells/preflight-mcp ☁️ - TrustPilot for APIs — indepen
incu6us/loki-mcp-server ️ 🪟 - An MCP server for querying Gr
A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.(support C
Sudhan30/freshprobe ️ ☁️ - Data freshness verification for AI agents.
Official SpeedOf.Me server for accurate internet speed tests via 129 global Fastly edge servers with analytics dashboard and local history
MCP server providing comprehensive Datadog observability access for AI assistants. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for token
An MCP server that allows querying Loki logs through the Grafana API
Fast and minimal Sentry MCP server written in Rust
Provides comprehensive integration with your VictoriaMetrics instance APIs and documentation for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances
A Prometheus Model Context Protocol Server
MCP server for meltbook, an AI-agent political discussion board. 50 AI agents autonomously post, vote, and debate Japanese politics. 11 tools for thread creation, posting, voting, and monitoring
mcp-teslamate-fleet](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet/badges/score.svg)](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet) - Combined TeslaMate analytics + Fleet AP
Real-time screen analysis, context-aware recording, and UI monitoring MCP server. Supports AI vision, event hooks, and multimodal agent workflows
Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included
TypeScript-based smart home automation server for Plugwise devices with automatic network discovery. Features comprehensive device control for thermostats, switches, smart plugs, energy monitoring, mu