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 →
- AlicenseAqualityAmaintenanceOfficial MCP server for the openITCOCKPIT monitoring platform: host and service state, check and state history, log entries, downtimes, acknowledgements, software inventory and pending security updates.420MIT

LangSmith MCP Serverofficial
AlicenseAqualityFmaintenanceEnables 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.1351,686 PyPI131MIT
pagerduty-mcpofficial
AlicenseBqualityFmaintenanceEnables 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.6379Apache 2.0- AlicenseAqualityDmaintenanceEnables AI agents to access website analytics, including visitor sessions, UX friction, conversion funnels, and anomaly alerts.639 PyPIMIT
- AlicenseAqualityCmaintenanceEnables AI agents to query OriginChain's telemetry agent for log patterns, semantic incident analysis, distributed traces, service graphs, and read-only SQL queries over telemetry data.104 npmMIT
- AlicenseAqualityAmaintenanceModel Context Protocol (MCP) server for debugging, analyzing, and diagnosing Kubernetes clusters directly from AI agents.66MIT

mcp-server-cloudflareofficial
AlicenseAqualityAmaintenanceLets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things on your Cloudflare account.21,929 npm4,343Apache 2.0- AlicenseBqualityCmaintenanceA chaos-engineering and resilience-testing toolkit for Model Context Protocol servers, enabling deterministic fault injection and testing of reliability scenarios.98393 npm1MIT
- AlicenseAqualityBmaintenanceRead-only PostgreSQL performance auditing via MCP. Collects metrics from PostgreSQL system views, applies deterministic checks for index, query, vacuum, configuration, and connection issues, and returns structured findings for MCP clients.5MIT

traceorb-mcpofficial
AlicenseBqualityBmaintenanceEnables MCP clients to query an organization's Traceorb telemetry data through the same GETs the panel uses, using a read key for authentication.1073 npm1MIT- AlicenseAqualityDmaintenanceEnables LLMs to query telemetry data via the Spyglass AI agent, providing intelligent insights about application performance, errors, and bottlenecks.1MIT

ictpbx-mcpofficial
AlicenseAqualityBmaintenanceThis MCP server enables AI assistants to read PBX state—extensions, DID numbers, SIP trunk providers, tenants, and live statistics—from ICTPBX via the ICTCore REST API, without placing calls or changing configuration.529 npm16MIT- AlicenseAqualityAmaintenanceUptime monitoring from your AI agent: create and diagnose checks (40 types: HTTP, TCP, DNS, SSL, ICMP, databases, message queues and more), read results and incidents, and manage status pages and maintenance windows. Built into the self-hostable SolidPing server, served over streamable HTTP at /api/v1/mcp.4211AGPL 3.0
- AlicenseAqualityDmaintenanceMCP 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.1420 npm5MIT
- AlicenseAqualityAmaintenanceA Linux system monitoring MCP server that provides real-time information on CPU, memory, disk, network, processes, Docker, security, and more via MCP tools.26691MIT

UTMStack MCP Serverofficial
AlicenseBqualityAmaintenanceEnables AI assistants to drive the UTMStack SIEM/XDR platform for triaging alerts, searching logs, running SQL, managing incidents, inspecting agents, creating/deleting correlation rules, managing data filters, and running commands on endpoints.44MIT- AlicenseAqualityBmaintenanceEnables secure, governed interaction with DMTF Redfish-compliant BMCs (iDRAC, iLO, etc.) via MCP, with read-only default and write operations gated behind explicit write-mode elevation and dry-run confirmations.251Apache 2.0

sifflet-mcpofficial
AlicenseAqualityCmaintenanceEnables data observability operations with the Sifflet platform. Supports exploring assets, monitors, incidents, generating monitor-as-code YAML from descriptions, and performing impact analysis.107MIT
Inference AIopsofficial
AlicenseBqualityAmaintenanceEnables governance-grade AIops for GPU inference clusters with root-cause analysis, metrics, and policy-governed operations for vLLM and Ray.39MIT
DBOS MCP Serverofficial
AlicenseAqualityAmaintenanceEnables LLMs to analyze and manage DBOS workflows, including introspection, workflow management, and authentication, to help debug applications in development or production.2511MIT- AlicenseAqualityAmaintenanceProvides read-only, governance-audited operations for OLVM and oVirt 4.5 engines, enabling inventory, health, capacity, and diagnosis queries over MCP and CLI with audit logging and budget guards.17MIT

ThinkNEO MCP SMBofficial
AlicenseAqualityCmaintenance8 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 credits41MIT
wireboard-mcpofficial
AlicenseAqualityCmaintenanceEnables LLM agents to query real-time and historical analytics from WireBoard, allowing natural language questions about visitors, events, and site metrics.1035 npm3MIT
oncallhealth-mcpofficial
AlicenseBqualityCmaintenanceMCP server for On-Call Health burnout analysis. Connects AI assistants to your on-call data for workload insights.3Apache 2.0
Rollbar MCP Serverofficial
AlicenseBqualityAmaintenanceEnables 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.85,211 npm28MIT
FreeLLM-MCPofficial
AlicenseAqualityBmaintenanceEnables AI coding assistants and agent workflows to query live measured free-LLM performance and availability, including throughput, uptime, tool-calling success, and model diagnostics.4MIT- AlicenseAqualityBmaintenanceLocal, payload-free AI cost visibility for agents. Track spend by model, route, customer, or tagged work without storing prompt or response bodies.424,110 PyPIApache 2.0
- AlicenseAqualityCmaintenanceA Model Context Protocol server for the AVEQ Surfmeter management API. It exposes typed tools for clients, measurements, anomalies, groups, ISPs, users, keys, capabilities, settings, license usage, and the built-in AI assistant.108 npm1MIT

F6 XDR MCP Serverofficial
AlicenseAqualityAmaintenanceGives AI assistants access to F6 XDR alerts, incidents, emails, files, hosts, and audit logs via query-language search, with tools for counting records, inspecting available fields and filters, and marking events.41Apache 2.0- AlicenseAqualityAmaintenanceEnables AI assistants to manage a Statuser account directly, including monitoring servers, handling incidents, publishing status page updates, and configuring notifications.871,112 npm22MIT
MCP ConnectorsBrowse all →
290+ quality-scored API capabilities for AI agents across 27 countries via MCP.
Read your team's hosted journal from an AI agent: every machine's streams, in hub order.
Meter, cap, and block AI agent spend before the provider is charged.
Now part of GAIP Witness: verifies GAIP receipts; evidence packs and incident bundles.
Ask your AI about your EventSend events, delivery health and usage.
Warm CDN and reverse-proxy caches: manage sites, run warms, read cache-hit stats.
Uptime, SSL, domain, and Core Web Vitals monitoring for websites and APIs. List, create, update, and pause monitors; read incident history with AI-generated diagnosis; pull Lighthouse and CrUX page speed data. OAuth 2.0 with dynamic client registration — works out of the box with Claude Desktop connectors. Free plan: 20 monitors, read-only MCP.
Real-time error logging for Cloudflare Workers, Next.js & Vercel. Catch silent crashes, $500 cost spikes, and every AI call with logs inside Cursor & Claude.
Fixter's MCP provides a stream-lined agentic way to onboard, setup and use the Fixter monitoring and observability platform. Check out more at https://fixter.dev/
Free-trial AI fleet spend meter. Quote agent fleet spend from token usage. 100 calls or 14 days. No auth. Official MCP Registry: io.github.mtardy90-sudo/bootlace-ai-spendmap.
Is GitHub, npm, Cloudflare or your AI provider down right now? 20 status pages, one call.
Oviond brings data from 100+ marketing platforms into one reporting platform. Through the Oviond MCP server, AI assistants can securely access and work with Oviond clients, projects, reports, dashboards, widgets, and marketing data. Ask questions about your reporting data, analyze marketing performance, and manage reporting workflows directly through your AI assistant.
Build branded agency client reports from 100+ marketing datasources.
Website traffic, human vs bot split, realtime visitors, breakdowns and site health for your DevDome sites. Hosted remote MCP server (streamable HTTP), authenticated with a DevDome API key.
Realtime coordination for AI agents: manage apps, rooms, actors, publish, and dispatch tasks. Visit https://nolag.app and setup your account.
Your team's shipping standards, org map and delivery metrics, inside your coding agent.
Scan/purge hidden text & score web domains: TLS, DNS, headers, speed. Free scans, $0.01 actions.
Read-only Amazon SES observability: search events, inspect bounces, pull delivery stats.
Free anonymous website, DNS, email and TLS checks, plus monitor read and opt-in write access.
CVE intelligence: exploitation (KEV/EPSS), detection coverage, fixed versions, CPE configurations.