Monitoring and Observability MCP servers
MCP servers in the Monitoring and Observability category. Logs, metrics, traces, alerting, error tracking and incident response. We have placed 536 here so far, listed below and ranked by their independent trust score.
536 catalogued · how we score
Monitoring and Observability at a glance
- Highest score
- 97 AnomalyArmor
- Median score
- 48
- Scored
- 536 of 536
- Rescanned in 7 days
- 523
remote 254 · npm 155 · pypi 72 · oci 65 · mcpb 30 · nuget 1 · figures as of 2026-10-17 02:37 UTC · how we score
Top 100 by trust score Trust score 0–100
- remote · pypi 97
Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality.
- npm 95
io.github.dockndevai/mcp-kafka
Apache Kafka monitoring & management for AI agents (with consumer lag) — governed.
- npm 95
MCP server for analyzing V8/Chrome CPU profiles with line-level tick attribution.
- pypi 94
io.github.mcpsmiths/tracehub-mcp
Query OTel traces across Jaeger, Tempo, Traceloop, Datadog, Sentry, X-Ray, New Relic, Honeycomb.
- npm 93
Lets your AI read a CI log far too big for its context. 11 tools, takes a file path.
- npm 93
ACR — Agent Composition Records
Interaction profile registry for AI agents. Log interactions, query behavioral lenses.
- npm 93
Website maintenance checks: domains, SSL, uptime, technical SEO and accessibility
- npm 92
Feature flags, A/B experiments, kill switches, dynamic config & i18n — Shipeasy MCP server.
- remote 92
Monitor uptime and incidents, run checks, and publish status updates from your Uptimepage org.
- npm 92
Query logs from Graylog: get streams, search messages, aggregate, and get full data.
- npm · oci 92
Inspect, create and adjust Healthchecks cron and uptime checks, and read why one failed
- npm 92
Java profiling MCP via jcmd/jfr/jps. Diagnose performance, analyze threads, inspect JFR recordings.
- remote 91
io.github.carlosofscience/bulk-url-checker
Validate up to 75,000 URLs per job (status, redirects, response times). OAuth 2.1.
- npm 91
RIPE Atlas network measurements — ping, traceroute, DNS, TLS, HTTP, NTP, and probes
- remote 90
Is GitHub, npm, Cloudflare or your AI provider down right now? 20 status pages, one call.
- npm 90
io.github.BetterDB-inc/monitor
BetterDB MCP server - Valkey observability for Claude Code and other MCP clients
- npm 90
Analyze Convai sessions, latency, reliability, usage, and provider telemetry via API key.
- remote 90
Know when cron jobs and AI agents stop running: create monitors and check in from your agent.
- remote 90
Signed internet telemetry, read-only: DNS, TLS, WHOIS, reachability. Every record Ed25519-signed.
- npm 90
Rank log patterns by volume and cost, then compact, tier down or offload the excess over each cap
- npm 90
io.github.solsolettidev/nats-trail
Read-only NATS and JetStream observability: trace a request across streams, rank what is broken.
- remote 89
io.github.HappyMealSteak/apizone
Real-time status & uptime monitoring for 294 popular APIs — is it down, and how reliable?
- remote 89
AI-ready vendor incident status with public active incidents and plan-scoped history.
- npm 89
Live runtime data from a running Flutter app: exceptions, logs, network, frames, diagnosis.
- pypi 88
Query and configure CheckMK monitoring: hosts, services, rules, downtimes, metrics
- remote 88
Read-only performance insights for your Boosthis projects: speed, crashes, traces, and fixes.
- remote 88
Uptime, API and server monitoring with outages, reporting, on-call and status pages.
- remote 88
Website monitoring: add sites, configure and run monitors, read health, review results, apply fixes.
- remote 86
Query and analyse your data from Bitmovin Observability
- remote · npm · pypi 86
Check what other agents hit the same tool failure — and what recovery worked. Ask before retrying.
- remote 86
Public read-only demo of Netmon's network monitoring tools over a recorded snapshot.
- remote · npm 86
io.github.cyanheads/devops-status-mcp-server
Vendor status pages, TLS cert inspection, DNS propagation checks, and incident-response playbooks.
- npm 86
Monitor MCP, CI, and HTTP targets with health history, TLS expiry, assertions, and diagnostics
- npm 85
io.github.Bishop81/imagedimensions-mcp
Audit a web page's images: natural vs rendered sizes, oversized detection, and formats.
- remote 85
ThousandEyes MCP Server for network intelligence: outages, anomalies, alerts, events, and tests.
- npm 85
Analyze JVM thread dumps with ThreadMine: deadlocks, CPU spikes, pool exhaustion, health score.
- npm 85
Canonical Agentry discovery for coding agents: analytics, errors, deploys, and automation.
- remote 85
io.github.jdhart81/agent-compute-ledger
Compute-is-carbon energy/carbon ledger for agent work with Landauer-limit validation.
- npm 85
io.github.kumarprobeops/probeops-mcp-server
Network diagnostics from 6 global regions. SSL, DNS, ping, whois, traceroute, port scan, latency.
- npm 85
io.github.oaslananka/infra-lens-mcp
SSH Linux metrics, baselines, anomaly detection, and plain-English infrastructure explanations.
- npm 85
Read-only local progress, usage, lock state, work lists, and verified run receipts.
- npm 85
StillOnline MCP: uptime, status pages, checks. REST API for Cursor and Claude Code.
- remote 85
Now part of GAIP Diagnose: diagnoses failed agent or API calls (gaip_diagnose).
- npm 85
Vantio Optics — read-only Sight Loop observe for agents. Proofs, hosts, upgrade path.
- remote 85
WordPress plugin release signals from public support threads, with evidence and explicit unknowns.
- npm 84
DebugBundle MCP: runtime error reporting, incident response, health checks, and product analytics.
- remote 84
Peppol market intelligence and network monitoring: migrations, provider churn, leads, and uptime.
- npm 84
io.github.Easton-OU/rootpilot-ssh-diagnose
Read-only SSH server diagnostics via a fixed 38-command whitelist; secrets redacted, no write path.
- npm · nuget 84
io.github.MarcelRoozekrans/memorylens-mcp
MCP server for .NET memory profiling — in-process heap snapshots via EventPipe with leak heuristics
- oci · pypi 84
Perseus Ledger — verifiable, hash-chained event provenance
Verifiable, hash-chained event provenance for autonomous systems. Local-first, MIT. 5 MCP tools.
- npm 84
Live OS ground truth for agents: running agent sessions, listening ports, daemons, system load.
- npm 84
io.github.vola-trebla/v8-cpu-profile-decoder-mcp
MCP server that decodes V8 CPU profiles into token-efficient bottleneck summaries for AI agents
- npm 83
Full website health audit — SSL, DNS, DMARC/SPF/DKIM, performance, uptime, links
- remote · npm 83
Uptime monitoring: create and manage HTTP, API, SSL, ping, port and domain checks
- remote 83
Core Web Vitals metrics by CMS, CDN, and framework — free remote MCP, no auth.
- npm 83
io.github.Musaraf-M/sentinal-mcp
Redis health, BullMQ queue monitoring, memory analysis, and slow query diagnostics
- npm 83
Live service outage data from 100+ status pages. Ask your AI if Cloudflare is down.
- npm 83
io.github.RobelDev/logclaw-mcp-server
Connect AI coding tools to LogClaw incidents, logs, and anomaly detections.
- npm 83
Log parse, filter, analyze for AI agents
- pypi 83
io.github.speedofred/ami-survey
Measures the cost, tokens and duration of a completed agent workflow from its session log.
- npm 82
Real-user Core Web Vitals from the Chrome UX Report (CrUX) API for any origin or URL.
- npm 82
Monitor GitHub repo health, DORA metrics and CI signals from your AI assistant.
- npm 82
Read-only MCP server for MuleSoft Anypoint: app logs, archive search, Runtime Manager, Exchange.
- remote 82
Live health and AI-readable metadata of invokera.com. Demo of an Invokera-hosted MCP server.
- oci · pypi 82
Manage dashboards, users, teams, alerts, data sources, and access control
- npm 82
Query your local super-log bench from an AI agent - read-only log tools over the hub.
- remote 82
Error tracking for small teams and their coding agents.
- npm 82
io.github.jaredhobbs/cronalert
Manage CronAlert uptime monitors, check results, and incidents from any MCP client.
- remote 82
Live status probes plus published uptime and incident history for 280+ APIs and cloud services.
- npm 82
ACR — Agent Composition Records
Interaction profile registry for AI agents. Log interactions, query behavioral lenses.
- pypi 82
VMware Aria Operations: metrics, alerts, capacity, anomaly detection — 46 MCP tools.
- npm 82
io.github.vola-trebla/ndjson-local-log-triage-mcp
Streams NDJSON log triage: query patterns, detect anomalies, summarize timelines without full load.
- npm 82
io.github.vola-trebla/sourcemap-retrace-mcp
Decodes minified production stack traces back to original TypeScript source using source maps.
- oci · pypi 81
Run network tests (ping, traceroute, DNS) from probes worldwide
- oci · pypi 81
Track errors, manage performance alerts, and configure dashboards and monitors
- remote 81
Live status for 172 cloud and SaaS vendors from their official feeds. Is it you, or is it them?
- npm 81
Java profiling with AI agent integration. Profile CPU, memory, JDBC, HTTP and more.
- npm 81
io.github.lhf552004/cloudpulse
Cross-cloud observability for AI agents. Covers AWS, GCP, Vercel, and Cloudflare.
- npm 80
Tamper-evident, SHA-256 hash-chained audit trail and observability for AI agents.
- npm 80
Self-healing proxy for MCP servers with retry, circuit breaker, and observability
- remote 80
Vantaj uptime monitoring via MCP - manage monitors, heartbeats, incidents, and status pages.
- remote 80
Check if any website is down, from two continents, with uptime history and TLS expiry
- remote · pypi 80
Read and score Opik traces, experiments, datasets and prompts from your AI assistant.
- npm 80
io.github.erikirby/brand-monitor
Monitor domain expiry, SSL certs, and social handle availability across platforms.
- pypi 80
io.github.jaimenbell/vllm-ops-mcp
Read-only ops/health MCP server for a local vLLM instance: health tiers, GPU/VRAM, service status.
- npm 80
Phoenix Zero — L2 Health Oracle
Pre-flight L2 health check using kernel-level eBPF telemetry. PASS/DEGRADED/FAIL verdict.
- remote 80
Experimental MCP server for current empirical verification of explicit public HTTPS endpoint claims.
- npm 80
io.github.tracelane/tracelane-mcp
Read-only, tenant-scoped access to Tracelane agent traces and guardrail verdicts
- npm 80
Cross-vendor SaaS status aggregator for AI agents (Anthropic/OpenAI/AWS/GH/Stripe/CF).
- remote 79
Gain visibility into the performance, availability, and health of your apps and infrastructure.
- npm 79
io.github.mdfifty50-boop/trace-forge
Structured execution trace and span logging for AI agents
- npm 79
Find out which MCP servers you actually use: local, read-only audit of Claude Code transcripts.
- remote 79
Restaurant fire-safety & service-interval tracking (NFPA 96/17A) — read-only demo tools.
- remote 78
Can I Vibe? — AI coding provider status
Live status and health checks for AI coding providers: Claude, Cursor, Copilot, Codex and more.
- remote 78
ai.getvda/observable-backend-stack-generator
Observable Backend Stack Generator
- remote 78
Heartbeat — dead-man switch for cron jobs & AI agents
Dead-man switch monitors for cron & AI agents with dependency-cascade alerts. No account needed.
- npm 78
Observability MCP server: query LLM cost/errors/latency & operate alerts/evals from Claude/Cursor
- remote 78
Independent health, price and history for x402/MPP endpoints. Metered over x402; free grade on web.
- remote 78
Ask an agent why a PHP site is slow: every request with its SQL, HTTP calls, errors and N+1.
- remote 78
Monitoring for the agent economy — liveness, latency, trust scoring for MCP endpoints
Every server here has been scored. A server is placed in this category because its description and tool definitions say what it is for. That is what the server declares about itself, not something we have tested, so check the score breakdown before you trust one.