Observability MCP Servers
Logs, traces, alerts and incidents pulled into the assistant while you debug. 2023 servers in the registry match this topic; 42 of the top ones are answering right now, exposing 1 541 tools between them. Checked every 15 minutes.
2 023 in this topic 42 of the top answering checked every 15 min
Ranked by uptime and installs
how the ranking worksMCP server for Sentry - error monitoring, issue tracking, and debugging for AI assistants
Uptime monitoring — monitors, incidents, heartbeats, maintenance windows, status page incidents
Projects, estimates, daily logs and invoices in Contractor Foreman.
crt.sh — Certificate Transparency log search
Scan, fix, verify and monitor DNS: SPF, DMARC, DKIM, propagation, health, expiry. Validated fixes.
EPA AQS MCP — the Air Quality System, EPA's regulatory-grade air monitoring archive
FRA Rail Safety — US railroad accidents and highway-rail grade crossing incidents reported to the…
GDACS MCP — Global Disaster Alert and Coordination System.
BatchData MCP — wraps the BatchData property-data + skip-trace API (batchdata.com)
OFR Short-Term Funding Monitor API — data.financialresearch.gov/v1, keyless, no auth wall. The…
NTSB Investigations — aviation accident/incident investigations by registration (tail) number or…
historical-baseball -- MLB history from Retrosheet game logs and the SABR Lahman Baseball Database…
MHRA drug and device safety alerts, recalls and Drug Safety Update bulletins, sourced from the…
Manage products, EU Digital Product Passports, operator parties, and GS1 EPCIS supply-chain events.
Get US weather forecasts, active alerts, and current observations.
arb-alerts — persisted Polymarket/Kalshi cross-venue spread alerts.
AI Incident Database (AIID) MCP
511 SF Bay Transit MCP — live departures, vehicle positions and service alerts for every transit…
US Drought Monitor
Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.
NASA Aviation Safety Reporting System (ASRS) — de-identified aviation safety incident narratives.
RealEstateAPI MCP — property search, detail, and skip-trace (realestateapi.com)
Lake and reservoir water levels from satellite radar altimetry — NASA GSFC Global Water Monitor…
Transport for NSW MCP — journey planning, live departures, service alerts and commuter car-park…
TriMet MCP — live arrivals, stop lookup, vehicle positions and service alerts for Portland…
200+ transparent financial metrics calculated from raw statements, not third-party endpoints.
Auth0 MCP Server: Manage Auth0 applications, APIs, actions, logs, and forms using natural language
Policy-gated, audited SSH for Linux and Windows hosts: roles, approvals, and an audit log.
Rank CS/AI/ML papers by citations, forecast impact, or code adoption; trace 23.2M citation edges.
Water Quality Portal (WQP) MCP — US ambient water-chemistry monitoring
UK Environment Agency real-time flood-monitoring MCP.
Sigstore Rekor — the public transparency log for software signatures.
Search and trace US federal rules across the Federal Register, eCFR, and Regulations.gov.
Read chain data on 200+ networks and Sui: transactions, logs, balances, objects, ABI-decoded.
Research keywords, track rankings, audit sites, monitor backlinks and AI-search visibility — from…
Code graph MCP: 81 languages, 91 frameworks, 72.7% fewer PR-review tokens, comprehension at parity
NOAA SWPC space weather: storm scales, Kp index, aurora forecasts, solar wind, activity, alerts.
Plan US National Park Service trips — parks, alerts, campgrounds, things to do, events.
Search and resolve Zenodo datasets, software, and publications by DOI; trace versions and funding.
Query U.S. Drought Monitor severity, DSCI, population, and drought duration.
Query and manage PacketFabric NaaS: ports, virtual circuits, cloud routers, pricing, metrics.
Manage AWS, Hetzner, OVH and SSH servers: status, logs, CloudWatch, IP bans, safe command exec.
Investigate Internet outages with IODA events, alerts, and connectivity signals via MCP.
Bitbybit 3D parametric CAD API, version-exact, for coding agents: search, describe, examples, guide
BMW E46 M3 DME and SMG II: VE and rf_korr from Testo logs, decode SMG calibrations. Local.
Search INSPIRE-HEP papers, authors, experiments, HEPData records; get citation metrics and BibTeX.
Smarter Weather MCP: forecasts, alerts, outlooks, observations, AQI, grids, and map imagery.
MCP server for Microsoft Entra ID sign-in and audit-log triage (read-only by default)