Logs, traces, alerts and incidents pulled into the assistant while you debug. 1238 servers in the registry match this topic; 21 of the top ones are answering right now, exposing 300 tools between them. Checked every 15 minutes.
1 238 in this topic 21 of the top answering checked every 15 min
MCP server for Sentry - error monitoring, issue tracking, and debugging for AI assistants
Scan, fix, verify and monitor DNS: SPF, DMARC, DKIM, propagation, health, expiry. Validated fixes.
Rank CS/AI/ML papers by citations, forecast impact, or code adoption; trace 23.2M citation edges.
Policy-gated, audited SSH for Linux and Windows hosts: roles, approvals, and an audit log.
Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.
200+ transparent financial metrics calculated from raw statements, not third-party endpoints.
Sourced carbon emission factors + audit-traced calculations an AI can cite.
Auth0 MCP Server: Manage Auth0 applications, APIs, actions, logs, and forms using natural language
AI job search MCP — fact-checked jobs, application tracker, alerts. ChatGPT, Claude, Cursor.
Get US weather forecasts, active alerts, and current observations.
Read-only VMware vCenter/ESXi monitoring with 27 MCP tools. Code-level safety.
Check if a repo will deploy, plan a deploy to your own cloud, and see status, logs and redeploys.
Find competitors, trace how they grew, watch what they ship — plus your Search Console.
Smarter Weather MCP: forecasts, alerts, outlooks, observations, AQI, grids, and map imagery.
Continuous website testing by Validoria — monitor security, SEO, performance, and accessibility.
17 weather tools, no API keys: forecasts, alerts, air quality, marine, radar, lightning, wildfires
MCP server for Prefect. Monitor and debug workflows, deployments, and automations.
Tamper-evident action logging for agents: hash-chained append/verify, one JSONL file, zero deps.
Ingest and search LogsLoom logs from coding agents.
NOAA SWPC space weather: storm scales, Kp index, aurora forecasts, solar wind, activity, alerts.
Manage products, EU Digital Product Passports, operator parties, and GS1 EPCIS supply-chain events.
Uptime monitoring: create and manage HTTP, API, SSL, ping, port and domain checks
Code graph MCP: 81 languages, 88 frameworks, 72.7% fewer PR-review tokens, comprehension at parity
MCP server for Google Lighthouse performance metrics
Manage AWS, Hetzner, OVH and SSH servers: status, logs, CloudWatch, IP bans, safe command exec.
VMware Aria Operations: metrics, alerts, capacity, anomaly detection — 18 MCP tools.
VMware NSX security: DFW policies, security groups, tags, Traceflow, IDPS — 21 MCP tools.
Vendor status pages, TLS cert inspection, DNS propagation checks, and incident-response playbooks.
Read your own DMARC aggregate and forensic reports: sources, alignment, alerts, CSV export.
Autonomous M2M log surgery, secret redaction, and token optimizer for AI agents.
Incident management, on-call scheduling, and intelligent analysis powered by Rootly.
Local-first MCP server for data-quality discovery, evidence, drift, and controlled repair.
Tools to rank log patterns by volume and cost and to compact, tier down or offload each pattern
Read-only VMware Aria Operations for Logs (Log Insight): search + aggregation. 7 MCP tools.
Search and trace US federal rules across the Federal Register, eCFR, and Regulations.gov.
Gives AI agents eyes and hands into running React Native apps: logs, REPL, tap, screenshots
Mock OpenAPI specs locally, or log in to deploy hosted mocks on mockzilla.org from your MCP client.
13 tools for AI agents: scrape, crawl, extract, map, search, papers, batch, research, monitor.
Read-only VMware incident correlation: timeline, spikes, root-cause routing. 2 MCP tools.
Full Datadog API access: monitors, logs, metrics, traces, dashboards, and observability tools
Source-traced evidence research for AI agents. We organise the evidence; you decide.
Find air-quality stations and read pollutant observations from government monitors via OpenAQ v3.
Monitor taken usernames and get alerted when they drop, plus handle, domain, and trademark checks.
MCP server for LibreNMS network monitoring - query devices, ports, alerts, and manage infrastructure
Rust MCP gateway with Code Mode, authentication, setup, logs, CLI, HTTP API, and operator web UI.
RoastPilot controls coffee roasting sessions through local stdio MCP tools and exports logs.
MCP server for Zabbix monitoring and automation
Lets your AI read a CI log far too big for its context. 11 tools, takes a file path.