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 →
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.1326,159 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- AlicenseAqualityAmaintenanceTells an agent what went wrong with its own Ollama calls, in sentences with the fix: lost prompt cache and where the prompt stopped matching, context overflow, a model running partly on CPU, tool schemas crowding the prompt. Also the last turn in numbers and which local models fit in video memory. Local, read-only, nothing leaves the machine.47533 npm28Apache 2.0

Sentry MCP Serverofficial
AlicenseBqualityDmaintenanceA Model Context Protocol server that lets AI assistants interact with the Sentry API to retrieve and analyze error data, manage projects, and monitor application performance.1112ISC- AlicenseAqualityDmaintenanceEnables AI agents to access website analytics, including visitor sessions, UX friction, conversion funnels, and anomaly alerts.637 PyPIMIT
- AlicenseAqualityAmaintenanceRecords and rewinds AI coding agents (Claude Code, Codex, Cursor, Gemini CLI and others) locally. Its tools take a checkpoint, show the session timeline, preview and apply a rewind with a confirm code, list the tests the agent ran and whether the code changed since, write a handoff, verify the hash-chained log, and check a tool call against your guardrails.760 npmApache 2.0

WSAI FixCenterofficial
AlicenseAqualityBmaintenanceEvidence-first MCP server for diagnosing problems with hooks, plugins, skills and configuration, returning ranked probable causes and reviewable fixes without modifying the workspace.10MIT- 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

mcp-server-cloudflareofficial
AlicenseAqualityAmaintenanceLets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things on your Cloudflare account.23,675 npm4,434Apache 2.0- AlicenseBqualityBmaintenanceA chaos-engineering and resilience-testing toolkit for Model Context Protocol servers, enabling deterministic fault injection and testing of reliability scenarios.910255 npm4MIT
- AlicenseAqualityAmaintenanceRead-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.6MIT
- AlicenseAqualityAmaintenanceChecks what local coding agents such as Claude Code, Codex and Cursor really did: files changed, commands run and test results read from test output, not the agent's word. Unclear test results can be double-checked by Laya (on your computer) or TypeSafe's Jev (cloud, your own API key). Read-only.210105 npm56MIT

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.1013 npm1MIT- AlicenseAqualityCmaintenanceEnables Claude to discover and understand infrastructure-as-code drift by listing projects with drift, analyzing Terraform plan outputs, and providing remediation information.4MIT
- AlicenseAqualityAmaintenanceEnables interaction with the Mackerel monitoring platform, providing tools to manage alerts, hosts, dashboards, services, monitors, and traces.17319 npm7Apache 2.0
- AlicenseAqualityDmaintenanceEnables LLMs to query telemetry data via the Spyglass AI agent, providing intelligent insights about application performance, errors, and bottlenecks.1MIT
- AlicenseAqualityAmaintenanceAsk your AI agent about your MCP servers: which tools fail, how a release compares, what clients look for and do not find. Reads from mcpspan with a read token.101121MIT

ictpbx-mcpofficial
AlicenseAqualityAmaintenanceThis 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.5222 npm16MIT- AlicenseBqualityAmaintenanceEnables LLM clients to access DevSecOps tooling such as CI/CD pipeline status, vulnerability triage, log search, and dependency scanning through MCP, turning AI copilots into security-aware engineering partners.46MIT
- AlicenseAqualityCmaintenanceMCP server that exposes plugin crash reports from a crash reporting site to Claude, enabling querying and managing crash data via tools like listing frequent crashes, searching, adding comments, and managing plugins.12MIT
- 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.2328AGPL 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.149 npm6MIT
- AlicenseAqualityAmaintenanceA Linux system monitoring MCP server that provides real-time information on CPU, memory, disk, network, processes, Docker, security, and more via MCP tools.10653MIT

UTMStack MCP Serverofficial
AlicenseBqualityBmaintenanceEnables 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.2562 PyPI1Apache 2.0

sifflet-mcpofficial
AlicenseAqualityDmaintenanceEnables 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.2537 PyPI11MIT- 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
MCP ConnectorsBrowse all →
Read LogBrew errors, slow traces, logs, and product analytics, and triage issues with consent.
Connect AI assistants to your Tedix organization’s tasks, knowledge, apps, and results through MCP.
Uptime monitoring: monitors, incidents, alerts, maintenance, on-call, status pages and telemetry.
Monitor metric streams with control charts and alert only on statistically real drift.
Uptime monitoring, status pages and on-call in one place. Create and tune monitors for HTTP, TCP, DNS, ping, TLS certificates, domain expiry, heartbeats and scripted browser logins. Run a check on demand, read uptime and response-time history, acknowledge and resolve incidents, post incident updates, schedule maintenance windows and edit public status pages. Read-only until you grant write access.
Project context, backlog tasks, and controlled workflows for coding agents. OAuth sign-in.
Live vendor incidents in your AI assistant. Hundreds of status pages, one feed. Free active-outage checks with no signup; sign in for history, watchlists, and monitoring tools. Setup: https://www.huntertech.io/vendor-mcp
Manage cron/heartbeat checks, read pings and flips, pause/resume/delete on Healthchecks.io.
Read Dead Man's Snitch monitors and status; create, tag, pause and unpause snitches.
Ask your AI about your product's events, delivery health and usage
Query your AI agents' traces, errors, cost and alerts in Rius, the agent observability platform.
Hundreds of pay-per-call tools for agents: company records, screening, validation, web reading.
Catch process drift and quality problems before they become defects.
Relia tells your AI assistant what broke in production, who it hit and how to fix it.
Game observability for Three.js, Phaser, Babylon.js, PlayCanvas, Unity, Godot, Unreal and GameMaker games. Ask what's wrong with your game and get ranked findings from real players' sessions: frame-time spikes by level, errors with the gameplay just before them, where players die, version comparisons, store reviews and each game's own dashboard. Sign in with your Glitchless account (OAuth); a new workspace can start on a demo game.
Trace events to function runs to the failing step, and bulk-cancel runs.
Read-only MCP server for diagnosing any WordPress site — security, performance, forms, logs, downtime — with evidence. The connector exposes no write operations and your AI never sees the site's credentials (secrets are redacted before output). Built for agencies managing many client WordPress sites. Free for 1 site.
Read AI-gateway analytics, configs, virtual keys, workspaces and users; log request feedback.
Rudow's mcp server lets your AI assistant — Claude, Cursor, Windsurf, VS Code and others — query your Rudow projects directly: logs, metrics, incidents and semantic search.
Live behavioral security verifier, schema auditor, and trust oracle for A2A, MCP & x402 agents.