#monitoring

Market knowledge layer for AI agents. Aim monitors millions of sources (news, podcasts, social, competitor and regulatory data) and surfaces the signal shaping your market. Remote MCP server (streamable HTTP, OAuth) at https://mcp.startaiming.com/mcp. Learn more at https://www.startaiming.com

Enterprise financial intelligence MCP server. Upload any financial document, including scanned PDFs, and get institutional-grade spreading, 170+ ratios, stress testing, and credit memos. Public company filings across US, India, and UK available out of the box.

Watch your competitors, clients, suppliers. Meerbot is the web-page change tracker your AI assistant talks to.

AI search intelligence + full Ahrefs-class SEO suite as 59 MCP tools. Brand tracking across all 5 AI engines (ChatGPT, Google AI Overview via vision-parsed screenshots, Gemini, Claude/Brave-grounded, Perplexity) with persona-anchored 50-cell weekly Brand Radar dispatches. Bundles Site Explorer, Keywords Explorer, Rank Tracker, Site Audit, Bot Analytics, Web Analytics, GSC Insights.

40 MCP tools for marketing analytics, campaign management, and 24/7 AI monitoring across Google Ads, Meta Ads, GA4, Search Console, Keyword Planner, and Stripe. OAuth-secured remote MCP. Tech Provider verified by Meta. Pro $25/mo, Premium $99/mo, 7-day free trial.

Real-time DNS, SSL, IP geolocation, blacklist check, web security scanner and 15 more network diagnostic tools for AI assistants

MCP server for uptime monitoring, incident management, alerting, and dependency status tracking. Gives AI agents tools to create and manage HTTP/DNS/TCP/ICMP monitors, handle incidents, configure alert channels, and query third-party service health.

Rewindex Auto-snapshot tool for AI agents. Automatically backs up every file change so you can recover from AI mistakes instantly. Code worry-free. Free and local. - Versioning: snap, rewind, and track every change your AI makes - Change visibility: view diffs, session logs, and full file history - Changelog: flag milestones and export as CHANGELOG.md - Audit code: One AI codes. Another audits. Every session is already logged. Works with any AI agent via MCP. Works with Git. Rewind the code that you didn't commit.

MCP server that audits AI-bot visibility. Reports per-bot robots.txt verdicts for 22 AI user-agents (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, etc.), Cloudflare AI-default flags, on-page schema, sitemap, llms.txt, SPA-shell detection, and cross-model brand mentions via Perplexity + OpenRouter. Produces a 0-100 score with explainable deductions. SSRF-guarded (blocks loopback / link-local / cloud IMDS), cost-capped (per-call + daily). MIT, 24 tests, runs on stdio or HTTP.

Query LCP, INP, and CLS field data from real visitors. Three tools: get_metrics, get_timeseries, get_histogram. Filter and group by device, country, page path, browser, OS, and 20+ dimensions. All data is real user monitoring (RUM) at the p75 percentile, the standard Google uses for Core Web Vitals ranking signals.

Real-time status monitoring, API pricing, usage limits, and incident data for 50+ AI services including ChatGPT, Claude, Gemini, Grok, and Perplexity. Ask your agent: "Is the Claude API having issues?" or "What's the current GPT-4o pricing?" Independent probe data — not delayed provider status pages. Agents can also report failures they encounter via report_incident, contributing to a shared intelligence layer.

Real-time monitoring and alerts for email deliverability, SSL certificates, and TLS configurations.

DMARKOFF MCP connects your DMARC monitoring data to AI assistants — Claude, ChatGPT, Cursor, Windsurf — via the Model Context Protocol. Instead of opening a dashboard and building filters, you ask questions and get real answers backed by actual data. Ask which domains dropped in compliance, why SPF is failing on a specific domain, which senders are causing DKIM failures, or whether yesterday's traffic looks anomalous compared to the 14-day baseline. The AI picks the right tool, queries your account data, and gives a concrete answer with numbers and actionable recommendations. 17 tools covering the full diagnostic flow: project overview, domain health, SPF/DKIM records, compliance stats, daily timeline, sending source analysis (by ISP, IP, hostname, or reporter), anomaly detection, geo breakdown, and live DNS checks for any domain — no account needed for DNS tools. Access is scoped to your DMARKOFF account via API key authentication with OAuth 2.1 support. All tools are read-only.

Production-grade MCP server that opens persistent SSH sessions and exposes safe, structured tools for command execution, file operations, transfers, tunnels, package and service management, metrics, resources, and guided prompts. Secure by default: strict host-key verification, root login disabled, raw sudo policy-gated, destructive commands denied unless explicitly allowed.

The Google for AI agents — ask Claude to research any company, analyze competitors, track market trends, monitor breaking news, and investigate key people. 6 intelligence tools returning structured JSON with per-source confidence breakdowns and A–F data quality grades. Aggregates DuckDuckGo, NewsAPI, Wikipedia, web scraping, and social profiles.

Yamaru Hardware Probe gives Claude Desktop and other MCP clients real visibility into your machine. 10 expert tools: full hardware inventory, real-time performance & thermal monitoring, RAM pressure analysis, SMART storage health, antivirus impact diagnostics, and LLM compatibility checks (VRAM fit, quantization prediction). Perfect for AI engineers, developers,vibe coder, gamers, and creators who want grounded answers instead of "it depends on your config". Apache 2.0, privacy-first (auto-anonymization), npm-installable.

Data observability for engineering teams: alerts, freshness monitoring, schema drift detection, validity rules, lineage. Connect any MCP client (Claude Code, Cursor, Claude Desktop) via 53 structured tools across Snowflake, BigQuery, Postgres, Databricks, Redshift, ClickHouse, MySQL, SQL Server, Athena. Hosted at mcp.anomalyarmor.ai/mcp with OAuth 2.1, or run locally via `pip install armor-mcp` with an API key.

Non-invasive AI Agent operation monitoring — audit every API call your agent makes to Shopify, Meta Ads, and more. Real-time alerts, audit logs, and operation history. Works with Claude Desktop, Cursor, and any MCP-compatible AI tool.

Business insights and analytics MCP. Monitor Reddit and Nairaland for keywords, get AI-drafted replies, track mentions for distribution.

AI-powered news intelligence via MCP. 21 tools for personalized monitoring — create AI agents that track any topic 24/7 across thousands of sources. Get deduplicated, AI-analyzed briefings, semantic search, collections, feedback-driven refinement, and custom analysis lenses. Works with Claude, ChatGPT, Cursor, and any MCP client.

MCP server for X (Twitter) with 120+ API endpoints. Search tweets, scrape user data, post tweets, run giveaway draws, monitor accounts, extract followers, manage DMs, download media, analyze writing styles, and automate X workflows. Remote Streamable HTTP server with API key authentication.

Track and optimize AI API spending across 16 providers. Real-time pricing, model routing analysis, caching opportunities, unit economics, and spend forecasting. Connects to OpenAI, Anthropic, AWS, GCP, Stripe, and more. Tools: list_providers, connect_account, get_financial_overview, query_spending, get_recommendations, detect_anomalies, get_setup_status, upload_bank_csv

MCP server for Pubrio — the glocalized business data layer for AI agents. 50 tools to search companies, people, jobs, news & ads, enrich records, reveal contacts, manage signal monitors, and access reference data across global markets.

Remote MCP server for hotel rate monitoring and pricing workflows via Apify. It exposes travel monitoring capabilities for AI agents that need structured hotel pricing access and automation-friendly MCP connectivity.

Monitor websites, APIs and services with 127 AI tools across 23 protocols (HTTP, TCP, DNS, SSL, ICMP, gRPC, SMTP, SOCKS5, MTProxy, and more). Zero-config OAuth — just add the URL, browser opens, log in, done. Tag filtering for Cursor/Cline, BM25 tool search, Code Mode sandbox. 8 alert channels: Telegram, Discord, Email, Slack, MS Teams, Mattermost, Webhook, Web Push.

Monitor whether ChatGPT, Claude, and Perplexity recommend your product. Track AI visibility scores across LLMs, get actionable recommendations, and monitor competitors.

AI-powered workflow error analysis for n8n, Make, Zapier, Power Automate, and 10+ automation platforms. Paste any error, get root cause analysis and ranked fixes instantly. No API keys needed.

Search social media mentions, score B2B leads with AI, and detect buying signals across 30+ platforms including Twitter/X, Reddit, LinkedIn, YouTube, Hacker News, and more. Monitor your brand, track competitors, and find prospects actively looking for your product.

Monitor your websites with AI. SiteVitals gives Claude direct access to your website health data - uptime, SEO, security, performance, SSL and domain expiry - so you can ask questions in plain English without logging into a dashboard. Ask Claude things like "which of my sites have issues today?" or "are any SSL certificates expiring soon?" and get real answers pulled live from your monitoring account. Read-only. OAuth 2.1 authentication. Works with Claude Code.

# elmah.io MCP Server The ultimate companion for .NET developers using elmah.io. This MCP server provides a direct bridge between your AI assistant (like Claude, Cursor, or VS Code) and your elmah.io error logs. It enables your AI to proactively help you debug, monitor, and analyze your applications' health in real-time. ## Key Features Error Search: Search through millions of log messages using full-text search and filters. - Deep Diagnostics: Retrieve detailed error information, including full stack traces, HTTP context, and server variables. - Deployment Insights: Correlate new errors with recent deployments to identify "breaking changes" instantly. - Uptime Monitoring: Check the status of your endpoints and heartbeats directly from the chat. ## Available Tools - search_messages: Search for messages in a specific log with advanced filtering. - get_message_details: Fetch all metadata and diagnostic info for a specific error. - get_logs: List all logs and organizations accessible with your credentials. - get_deployments: Retrieve deployment history to track releases and versions. - and many more... ## Why use this? Instead of manually switching between your IDE and the elmah.io dashboard, you can simply ask: "What are the most frequent errors in production in the last hour?" or "Analyze the stack trace of the latest NullReferenceException and suggest a fix."

Competitive intelligence platform with 24 tools. Monitor competitor pricing, content, positioning, tech stacks, and AI visibility — track how ChatGPT, Claude, and Gemini rank your brand.

24/7 autonomous monitoring and edge detection for prediction markets (Kalshi & Polymarket). Features causal tree analysis, orderbook depth tracking, cross-venue comparison, and real-time alerts. Not one-time predictions — continuous autonomous monitoring with context management.

TrustPilot for APIs, built for AI agents. Independent reliability ratings for every API and MCP server — powered by synthetic probes and crowdsourced agent telemetry. Three tools: check_reliability (look up a service rating), compare_services (side-by-side comparison with recommendation), and report_outcome (leave a review after calling a service).

Captures and monitors AI agent output quality over time. Baseline snapshots, multi-metric drift detection, semantic similarity, trend analysis, and configurable sensitivity.

Real-time AI behavioral drift monitoring. 37 tools tracking 11 LLM models with 9-score scorecards, silent version change detection, immune threat assessment, and compliance reporting. Free tier, no API key required.

The first MCP-native eval and observability tool for AI agents. Any MCP-compatible agent discovers and uses Iris automatically — no SDK, no code changes. Log traces with hierarchical span trees, evaluate output quality with 12 built-in rules (PII detection, prompt injection, cost thresholds), and track what your agents are actually doing and costing you. Real-time dark-mode dashboard, OpenTelemetry-compatible span structure, self-hosted with SQLite. MIT licensed.

MCP server for Valkey and Redis observability. Query real-time health, slow commands, hot keys, anomaly detection, and cluster analytics directly from your AI assistant.

MCP server for website change monitoring. Let your AI assistant track websites, detect changes, and compare snapshots with visual diffs.

Manage CronAlert uptime monitors, check results, and incidents from any MCP client.

eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime/Driver APIs and host kernel events to build causal chains explaining GPU latency

PageCrawl is a cloud-hosted MCP server that lets AI assistants monitor web pages for changes in real time. It supports multiple tracking modes including full-page text monitoring, content-only extraction, reader mode, price tracking with availability detection, and CSS/XPath selector-based monitoring. Features include change history with diffs, workspace and tag management, configurable check frequencies, and file monitoring (PDF, Word, Excel). Connect any MCP-compatible AI client to automate web monitoring workflows — track competitor pages, policy changes, pricing updates, product availability, and more.

AI data intelligence platform that brings your data warehouse, dashboards, monitoring, and accumulated business knowledge into any MCP client. Connects to BigQuery, Snowflake, PostgreSQL, MySQL, ClickHouse, Redshift, Databricks, SQL Server, and Azure Synapse.

MCP server for Webmin system administration. 61 tools across 12 modules covering system monitoring, services, users, cron, packages, files, storage (SMART + LVM), security (Fail2ban), MySQL databases, Webmin ACL, and disk quotas. Four-tier safety framework with safe mode on by default. Python, MIT license, Docker and local deployment supported.

MCP server for the FortiMonitor v2 monitoring API. 241 tools across 33 modules covering server management, outage monitoring, maintenance windows, metrics, notifications, cloud monitoring, SNMP, dashboards, reporting, and more. Unofficial community project, not affiliated with Fortinet. Python, MIT license, Docker and local deployment supported.

Structural observability for AI conversations and financial risk management. 17-channel pattern detection, loop/convergence/scattering detection, and OHLCV risk overlay with 31/31 validated drawdown reduction.

MCP server for the CI-1T prediction stability engine. 20 tools + 1 resource. Evaluate model stability, probe any LLM for instability (BYOM - bring your own model), manage fleet sessions, detect drift, generate visualizations, and control API keys. 7 tools work locally with no auth or credits. 1,000 free credits on signup.

AI visibility monitoring and ΑΕΟ/SEO optimization platform. Track how your brand appears in AI assistant responses (ChatGPT, Claude, Perplexity), monitor competitor visibility, generate ΑΕΟ/SEO optimized content, manage social media publishing, and analyze website performance across search engines and AI platforms. Audit and create strategy for your brand.

MCP server for https://oathe.ai security audits. Runtime behavioral analysis and security scanner for AI systems. Check trust scores before installing MCP servers, plugins, or AI agent skills.

Track website changes through natural conversation. DidItChange is a native MCP server that lets you monitor any public URL for changes, things like pricing pages, documentation, job boards, competitor sites. Get AI-powered summaries of what changed, search across tracked pages, and trigger manual checks. Works with ChatGPT, Claude, and any MCP-compatible client. Hosted service with OAuth authentication.

Monitor cron jobs and scheduled tasks. Get alerts when they don't run, see why they failed with captured output. Create and manage monitors directly from Claude, Cursor, or any MCP-compatible AI assistant. Get started: https://cronsignal.io/

Remote-only social media MCP server for Twitter/X, Instagram, and TikTok data & insights.

MCP Server for LogicMonitor

Production-ready Langfuse MCP Server with 28 tools for LLM analytics, cost monitoring, and dataset management. Features secure dual-mode operation (readonly & readwrite), real-time cost analysis, trace debugging, and comprehensive usage insights. Deploy instantly with npx for seamless Claude Desktop and other LLM Client integration.

Scout Monitoring's local MCP server empowers AI Assistants by integrating application performance and error data directly into their workflows. It allows AI models to access traces, errors with line-of-code information, and performance insights like N+1 queries, slow endpoints, and memory bloat from various frameworks including Rails, Django, and FastAPI. This direct data access enables AI Assistants to identify and suggest fixes for performance problems and errors right within your editor and codebase, significantly enhancing development efficiency and reducing debugging time.

The Inspector MCP Server bridges the gap between AI coding assistants and production application monitoring, enabling developers to leverage AI for faster debugging and improved application reliability. Built specifically for the PHP ecosystem, this server integrates seamlessly with Inspector.dev to provide AI agents with real-time access to production error data and intelligent analysis.

An MCP server for Pingera monitoring platform. Geo-distributed monitoring, playwright scripts execution, status pages.

MCP-Airflow-API is a Model Context Protocol (MCP) server that transforms Apache Airflow REST API operations into natural language tools for LLM integration. Built for DevOps engineers, data engineers, and Airflow administrators who need intuitive cluster management capabilities.

Run NRQL, NerdGraph, and REST v2 operations to query data, manage incidents, create synthetics, and annotate deployments — all from your MCP client. A full‑featured New Relic MCP server that goes far beyond basic NRQL. It exposes safe, typed tools for APM discovery, alert policy/incident workflows (including acknowledge), entity search and deep details, creating Synthetics Browser monitors, and New Relic REST v2 coverage for deployments and metrics with region awareness and auto‑pagination.

A Model Context Protocol (MCP) server that provides employee read access to the MOCO API for time tracking, project management, holiday tracking, and presence monitoring.

A Model Context Protocol (MCP) server that provides access to the World News API. This server enables AI assistants to search for news, get top headlines, extract articles, retrieve newspaper front pages, and more through the MCP protocol. News Search: Search and filter news by text, date, location, category, language, and more Top Headlines: Get top news from any country in any language Newspaper Front Pages: Retrieve front pages of newspapers from around the world Article Extraction: Extract full articles from news URLs News Links Discovery: Extract news links from websites Source Search: Find monitored news sources Location Coordinates: Get geo-coordinates for location-based filtering Content Analysis: Extract entities, detect sentiment, and more

让AI助手直接分析你的Grafana监控数据 - A Model Context Protocol server for Grafana data analysis

🔌 Complete MCP server for Zabbix integration - Connect AI assistants to Zabbix monitoring with 40+ tools for hosts, items, triggers, templates, problems, and more. Features read-only mode and comprehensive API coverage.

A tshark MCP server for packet capture and analysis Features: Async: your agent can run a curl command and get the packets for it Flexible: You choose the capture and display filters Config: You can reuse the display and capture filters

AlienVault/USM Anywhere MCP Server - Threat intelligence and security monitoring

Swift MCP server for real-time Xcode project diagnostics and monitoring

MCP server for grafana

A comprehensive Model Control Protocol (MCP) server for Red Hat OpenShift Cluster Manager (OCM) API operations. This server provides 12 intelligent tools for cluster management, account operations, and infrastructure monitoring.

A Model Context Protocol (MCP) server that provides integration with PagerDuty for incident management and monitoring operations.

This is MCP(Model Context Protocol) server which checks the certificate expiry details of websites

Open source MCP server for monitoring Department of Veterans Affairs design system usage and compliance

MCP server demo for Wi-Fi queries on Linux distros

Enterprise-grade MCP server providing real-time transaction monitoring and fraud detection capabilities for honeypot virtual credit cards with Lithic.com. Features instant SSE alerts, comprehensive transaction intelligence, and sophisticated merchant analysis for advanced scammer verification scenarios.

The implementation of Model Context Protocol (MCP) server for VictoriaMetrics

让AI助手直接分析你的Grafana监控数据 - A Model Context Protocol server for Grafana data analysis

The aimiox SNMP MCP SSE Server provides a seamless interface for SNMP device and MIBs interaction and monitoring.

Provides access to your VictoriaMetrics instance and seamless integration with VictoriaMetrics APIs and documentation. It can give you a comprehensive interface for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances, enable advanced automation and interaction capabilities for engineers and tools.

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Jarvis like AI, with web surfing capabilities and MCP server

MCP server for Dynatrace Observability

Model Context Protocol server for Veeam Intelligence

Make RSS 📰 great again with AI 🧠✨!!

服务器巡检 MCP

Make RSS 📰 great again with AI 🧠✨!!

Grafana SSE Server provides an easy way to query Grafana dashboards and panels using the MCP — enabling natural language querying, monitoring dashboards, and real-time data extraction. sudo docker run -p 8010:8010 \ -e GRAFANA_API_KEY="YOUR_KEY" \ -e GRAFANA_URL="https://grafana.example.com" \ aimiox/amx-mcp-grafana:latest

The Rollbar MCP Server implements the Model Context Protocol (MCP), letting you run Rollbar-compatible agents in local or custom environments.

API 200 is an open source API gateway to simplify 3rd-party integrations. Import endpoints, set up caching, retries, and mocks. Access all services via one URL. Monitor logs, track errors, and get alerts on API incidents.

Read build information from shadow-cljs

Azure Application Insights MCP Server

🚀 A MCP server for Prometheus.

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A network monitoring tool for MCP servers that logs all network activities to help identify potential security issues.

An MCP server for self-hosted sentry.

Rivers Radar MCP Based on large language models, provides data querying, analysis and operation capabilities for Chaitin Rivers Cloud - Website Security Monitoring through MCP Tools.

百川网站安全监测系统 基于大模型，提供通过 MCP Tools 对长亭百川云-网站安全监测的数据进行查询、分析和操作的功能。

MCP Server Practice

Last9 MCP Server

MCP Server to get system info

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.

MCP Server for Datadog

Mattermost MCP server to enable Claude to interact with Mattermost Workspaces

An MCP server to monitor workers productivity and fire them as needed.

MCP Server - Chat with your Syften social listening data

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MCP (Model Context Protocol) Server for Ayd status monitoring service.

Interact with your crash reporting and real using monitoring data on your Raygun account