Monitoring
Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.
MCP ServersBrowse all →
- AlicenseAqualityAmaintenanceVerifies AI outputs in real-time across 6 dimensions, with automatic retry and failover to ensure correct, complete, and reliable LLM responses before they reach the user's editor.Last updated851,0431Apache 2.0

smplkit MCP Serverofficial
AlicenseAqualityBmaintenanceEnables AI agents to create, run, and monitor scheduled HTTP jobs on the smplkit platform via natural language commands.Last updated629MIT
Logly MCP serverofficial
AlicenseAqualityAmaintenanceQuery your Logly web analytics — traffic, breakdowns, funnels, real-time visitors — from Claude, Cursor or any MCP client.Last updated8262MIT
AlibabaCloud MCP Serverofficial
AlicenseBqualityBmaintenanceA server that provides access to Alibaba Cloud resources including ECS, VPC, and CloudMonitor through API and OOS implementations, enabling resource management and monitoring via a unified interface.Last updated34125Apache 2.0
Kong Konnect MCP Serverofficial
AlicenseAqualityCmaintenanceA Model Context Protocol server enabling AI assistants to interact with Kong Konnect's API Gateway, providing tools to query analytics data, inspect configurations, and manage control planes through natural language.Last updated1043Apache 2.0- AlicenseAqualityDmaintenanceEnables LLMs to query telemetry data via the Spyglass AI agent, providing intelligent insights about application performance, errors, and bottlenecks.Last updated1MIT

ALTR MCP Serverofficial
AlicenseBqualityAmaintenanceEnables AI assistants to manage data security on the ALTR platform for Snowflake, Databricks, and OLTP databases, offering 99 tools across 10 domains including tag masking, policies, classification, and access governance.Last updated100GPL 3.0
iTechSmart MCP Serverofficial
AlicenseBqualityAmaintenanceEnables AI agents to verify cryptographic ProofLink receipts, query UAIO platform status, and simulate infrastructure attacks, providing autonomous IT operations with audit trails.Last updated66711MIT
oncallhealth-mcpofficial
AlicenseBqualityCmaintenanceMCP server for On-Call Health burnout analysis. Connects AI assistants to your on-call data for workload insights.Last updated3Apache 2.0
@vskstudio/takt-mcpofficial
AlicenseAqualityFmaintenanceMCP server for querying privacy-friendly website analytics from a self-hosted Takt instance, supporting metrics like visitors, pageviews, realtime activity, and more.Last updated10106MIT
@inscada/mcp-serverofficial
AlicenseAqualityDmaintenanceEnables AI assistants to interact with inSCADA systems via the Model Context Protocol, providing 39 tools for live data, alarms, scripts, historical analysis, charts, and more.Last updated3917MIT
JoeSandboxMCPofficial
AlicenseAqualityDmaintenanceA Model Context Protocol (MCP) server for interacting with Joe Sandbox Cloud. This server exposes rich analysis and IOC extraction capabilities from Joe Sandbox and integrates cleanly into any MCP-compatible application (e.g. Claude Desktop, Glama, or custom LLM agents).Last updated1510MIT- AlicenseBqualityCmaintenanceFree remote MCP for Core Web Vitals metrics by CMS, CDN, and framework (Chrome field data + multi-site crawl). No auth. Endpoint: https://www.corewebvitals.io/api/state-of-cwv/mcpLast updated23MIT

AcuityScan MCP Serverofficial
AlicenseAqualityDmaintenanceEnables AI clients to run comprehensive website scans for security, accessibility, performance, and SEO using the AcuityScan API.Last updated107MIT- AlicenseBqualityBmaintenanceEnables natural language interaction with Connhex IoT platform APIs for managing devices, telemetry, rules, and resources via MCP tools.Last updated301MIT

kenda-ingestion-mcpofficial
AlicenseAqualityAmaintenanceLets AI hosts answer questions about Kenda token spend and waste directly from the terminal.Last updated2MIT- AlicenseAqualityAmaintenanceA Model Context Protocol (MCP) server for Chrome Enterprise Premium that exposes DLP rules, content detectors, connector policies, browser telemetry, and license management as MCP tools, enabling any MCP-compatible AI agent to inspect and configure a Chrome Enterprise environment.Last updated25459Apache 2.0
- AlicenseAqualityCmaintenanceEnables AI assistants to inspect, query, and diagnose problems within Octopus Deploy instances. Provides read-only access to deployments, releases, projects, environments, and other DevOps resources to transform AI into your ultimate DevOps wingmate.Last updated302,346100Mozilla Public 2.0
- AlicenseAqualityAmaintenancePoint your coding agent at a URL and get a real-browser QA audit: broken signup/login/checkout flows, JS console errors, missing analytics, consent + security headers, mobile tap targets, and accessibility — returned as machine-verified findings graded A-F.Last updated442Apache 2.0

@arizeai/phoenix-mcpofficial
AlicenseBqualityAmaintenancePhoenix MCP Server is an implementation of the Model Context Protocol for the Arize Phoenix platform. It provides a unified interface to Phoenix's capabilites. You can use Phoenix MCP Server for: Prompts Management: Create, list, update, and iterate on prompts Datasets: Explore datasets, and synteLast updated273,10210,936Apache 2.0
DevHelm MCP Serverofficial
AlicenseBqualityBmaintenanceMCP server for uptime monitoring, incidents, alerting, and dependency status.Last updated1001MIT- AlicenseAqualityBmaintenanceSix-layer website monitoring (uptime, performance, SSL, DNS, visual regression, content change) from Claude, Cline, and Cursor. Free tools (DNS lookup, SSL check, speed test, website checker) work without an account; monitor, incident, alert, and status-page tools use a personal API key.Last updated1671MIT
- AlicenseAqualityAmaintenanceEnables Claude to authenticate with TuringMind cloud, upload code review results, fetch repository context and memory, and submit feedback on identified issues through type-safe tools.Last updated34MIT
- AlicenseAqualityBmaintenanceEnables AI agents to access website analytics, including visitor sessions, UX friction, conversion funnels, and anomaly alerts.Last updated6MIT

hackle-mcpofficial
AlicenseBqualityCmaintenanceA Model Context Protocol server for Hackle API providing tools and resources for querying A/B Test data.Last updated193052MIT- 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 updated2037MIT

wireboard-mcpofficial
AlicenseAqualityAmaintenanceEnables LLM agents to query real-time and historical analytics from WireBoard, allowing natural language questions about visitors, events, and site metrics.Last updated10313MIT- AlicenseAqualityAmaintenanceOfficial Google Analytics MCP ServerLast updated92,884Apache 2.0

astro-airflow-mcpofficial
AlicenseAqualityFmaintenanceAn MCP server that enables AI assistants to interact with Apache Airflow's REST API for DAG management, task monitoring, and system diagnostics. It provides comprehensive tools for triggering workflows, retrieving logs, and inspecting system health across Airflow 2.x and 3.x versions.Last updated3113Apache 2.0
Mallory MCP Serverofficial
AlicenseAqualityFmaintenanceA robust Model Control Protocol server that enables AI agents to access real-time cyber threat intelligence and detailed information about vulnerabilities, threat actors, malware, and other cyber-security entities.Last updated108Apache 2.0
MCP ConnectorsBrowse all →
Website QA for your coding agent: audit SEO, performance, security, accessibility over MCP.
Live internet-censorship signals and tamper-evident, pre-registered, hash-chained AI model evals.
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/
Find your AI agent's likely failure mode, get runtime settings, and clarify ambiguous prompts.
Read-only Amazon SES observability: search events, inspect bounces, pull delivery stats.
SSRF-safe web intelligence: 4 outcomes, 32 paid x402 tools, 3 free tools and a URL preview.
290+ quality-scored API capabilities for AI agents across 27 countries via MCP.
AI agent infrastructure: dedup, cost prediction, validation, governance, failure intelligence.
SupplyMaven supply chain risk management data including manufacturing, port and airport congestion, border, materials and macro indexes
Free uptime monitoring: HTTP/TCP/TLS/DNS checks, cron heartbeats, status pages, incident tools.
Measured readings on open-source dependencies: health, end-of-life, model prices, incidents.
Stateful WebSocket session registry with per-connection Shannon entropy delta tracking for schema di
Anomaly detection API powered by physics simulation. Scan any data for outliers.
Reproducible benchmarks and reliability evidence for agent tools.
Read-only IT Health Check, domain security, recommendations, resources, and indicative pricing.
Verifier-grounded AI promotion gates, disposable report cards, and signed PASS/HOLD/BLOCK receipts.
Monitoring for agencies — uptime, SSL, DNS, blocklists, AI visibility, MCP health. 8 no-auth tools.
Uptime watchdog and dead man switch for AI agents and cron jobs. Alerts you when a job goes silent.
Give AI coding agents access to your Vynix visual feedback, bug reports, and AI diagnosis.
Query analyzed WebRTC sessions: observations, deductions, experience scores, and AI summaries.