API ATLAS

Analytics & Monitoring: 89 MCP servers

Metrics, product analytics, log and uptime monitoring, validation and tracking. Every record below links to its repository or documentation.

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Servers in this category

89 of 89
tp322d/lastping-app Dead man's switch for AI agents, cron jobs and CI/CD pipelines. An agent creates its own monitor, asks for its ping commands and reports its runs in one conversation; LastPing alerts when a run goes silent, stalls, fails or loops, and listopenincidents hands back what broke with the recurrence count, failing step and exit code. 36 tools. Hosted at https://mcp.lastping.dev/mcp (via mcp-remote), or go install github.com/tp322d/lastping-app/cmd/lastping-mcp@latest. Free for individuals.
uptybots/mcp-server Uptime monitoring for websites, APIs, SSL certificates, domain expiry, ping and TCP/UDP ports. 15 tools to list, create, pause and delete monitors, pull incident timelines with error codes and checker locations, and read hourly or daily uptime and response-time series. Checks run from probes in several countries. Remote server at https://mcp.uptybots.com/mcp needs no API key - it speaks OAuth 2.1 and the client registers itself; the stdio package is npx -y uptybots-mcp-server.
openITCOCKPIT/openITCOCKPIT-MCP-Server Official server for the openITCOCKPIT (Naemon-based) monitoring platform: host and service state, check and state history, log entries, downtimes, acknowledgements, monitoring engine stats, software inventory and pending security updates. 39 tools, 24 read-only; the 15 tools that change the monitoring configuration are not registered unless you enable them. Tools take hostnames and template names, not database IDs. Docker image, http or stdio transport.
ruslanlap/pagespeed-insights-mcp 19-tool MCP server for Google PageSpeed Insights, Chrome UX Report (CrUX) and Lighthouse: page analysis & comparison, real-user CrUX data (URL + origin), batch analysis, baselines/regression tracking, deep diagnostics (network, JS, images, render-blocking, third-party impact), visual analysis and a prioritized recommendations engine. Published on npm (npx pagespeed-insights-mcp); listed in the Official MCP Registry and Glama.
andreisirbu91-lab/MCPSpend Real-time cost observability for MCP tool calls. Transparent proxy auto-detects every MCP client (Claude Desktop, Cursor, Windsurf, VS Code, Claude Code, Zed, Continue.dev, Cline, Goose) and attributes spend per tool, per project, per end-customer. npx @mcpspend/proxy add install. Free tier 25K calls/month, no card. MIT proxy on npm. EU-hosted, GDPR-ready.
FailEcho/failecho Cross-agent failure intelligence. Before an agent retries a failed tool call, checktoolfailure reports whether other agents are hitting the same failure right now and which recovery actually worked, with a Wilson-score confidence. Privacy-by-schema: no prompts, keys, or payloads stored. Hosted remote server at https://failecho.com/mcp, or self-host.
magna-nz/tallybook Prices every Claude Code and Codex session already on disk and lets the agent ask what it's spending mid-session: cost by session, sub-agent and model, week-on-week comparison, and plain-English findings with applyable patches. No proxy, no API key, nothing leaves the machine. Install: brew install --cask magna-nz/tap/tallybook.
arnavranjan005/mcp-telemetry Socket.IO-style telemetry for MCP servers. Instrument a tool call with a few lines of mcp-telemetry-sdk, and telemetrysubscribe streams its live progress (steps, logs, cost, done) to any connected MCP client via notifications/progress — no polling, and a job started in one session can be watched from a completely different one.
Sudhan30/freshprobe Data freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS health, DNS timing, and redirect chains. Returns deterministic FRESH/STALE/UNKNOWN verdicts with NIST AI RMF mapping. CLI + MCP server + HTTP API with Prometheus metrics and YAML policy engine.
hugoles/langfuse-mcp TypeScript MCP server for the Langfuse Public API. 27 read tools covering traces, observations, sessions, scores, score-configs, prompts (with version/label), datasets, dataset items, dataset runs, metrics, models, projects, comments, media, and health. Distributed as npx -y langfuse-mcp with provenance-signed releases.
vdalhambra/siteaudit-mcp Instant website audits with 11 tools — full SEO audit (20+ checks), security headers and SSL verification, Lighthouse performance metrics, multi-site comparison, broken link checker, WCAG accessibility audit, Schema.org structured data validation, competitor gap analysis, and robots.txt parsing. No API keys required.
HostTracker/mcp #⃣ - Website uptime monitoring from 300+ global locations. Run instant HTTP, ping, port, DNS, WHOIS, blacklist, Web Risk and page-speed checks, and manage monitors, contacts, webhooks, incidents, maintenance windows and status pages. Remote streamable-HTTP server at https://mcp.host-tracker.com/mcp, bearer token.
cloudsealed/cloudsealed-mcp Two deterministic, rule-based analysis engines for agents: cloud billing cost anomaly detection (rolling-median + MAD, resistant to the masking effect) and auditable architecture risk scoring (single point of failure, coupling, scalability gap) with a rule-by-rule breakdown for every score. uvx cloudsealed-mcp
rbmuller/scherlok Zero-config data quality monitoring across Postgres, BigQuery, Snowflake, MySQL, and DuckDB. Profile a warehouse, detect anomalies (volume, schema drift, freshness, NULLs, distribution, cardinality), with optional dbt manifest lineage. Read-only — connection resolved server-side, never passed via the model.
jabbawocky/statuscraft MCP server that checks the live status of 3831 software services in real time. Ask your AI agent "is GitHub down?" or "what's wrong with Sentry?" — and get a live answer pulled directly from official status pages, including full incident detail when something is broken. npx -y github:jabbawocky/statuscraft
sudomichael/gizmoanalytics-mcp Gizmo Analytics — cookieless web analytics for AI coding agents. Framework-aware install (Next/Remix/SvelteKit/Nuxt/Astro/Vite/React/HTML), OAuth onboarding, 28 tools for setup + query + workflow operations (summarizeallsites, explaintrafficchange, detectanomalies). Hosted MCP at gizmoanalytics.io/mcp.
zhaoyue722/llm-usage-mcp Local-first LLM API cost tracker. Captures usage across Anthropic, OpenAI, Qwen, and DeepSeek into a local SQLite ledger and exposes spend queries, provider comparison, and recommendations as MCP tools — with first-class Chinese-provider support (CNY→USD). Install: uvx llm-usage-mcp.
enmanuelmag/heimdall-mcp Transparent proxy for any MCP server that intercepts all JSON-RPC messages, measures latency, and stores traces in SQLite, PostgreSQL, or MySQL. Exports OpenTelemetry (OTLP) spans to Jaeger, Tempo, or Grafana. Supports stdio, HTTP, and SSE transports. npx @cardor/heimdall-mcp
TANTIOPE/datadog-mcp-server MCP server providing comprehensive Datadog observability access for AI assistants. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for token efficiency, and cross-correlation between logs, traces, and metrics.
esp4ce/infra-mcp Read-only MCP server for on-prem Linux VMs and PostgreSQL over SSH. Check service health (systemd/journald), retrieve bounded logs, inspect DB state, and explore table schemas — without terminal access. Allowlist-gated, append-only audit log. pip install infra-mcp.
spanlens/Spanlens Query your Spanlens LLM observability from any MCP client. 7 read tools for request logs, agent traces, cost stats, anomalies, model-savings, and per-user analytics across OpenAI, Anthropic, and Gemini. Open source, self-hostable. npx -y @spanlens/mcp-server
aayushmdesai/mcp-dotnet-diagnostics Live .NET runtime diagnostics for AI assistants. Ask Claude to diagnose memory leaks, GC pressure, LOH fragmentation, and thread starvation in any running .NET process — no code changes required. Install: dotnet tool install -g mcp-dotnet-diagnostics
Jwrede/llmprobe Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and local servers (vLLM, SGLang, Ollama). CLI + MCP server with Prometheus and OpenTelemetry export.
agentkitai/agentlens Tamper-evident observability for AI agents: a SHA-256 hash-chained audit log with chain verification and signed export (EU AI Act Art. 12). Instrument any agent with zero code via npx -y @agentlensai/mcp; also ingests OpenTelemetry GenAI traces.
AIops-tools/Endpoint-AIops Governed managed-endpoint fleet operations (thin-client/VDI) — login-storm and patch/config-drift analysis, inventory, and guardrailed remediation (13 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, and undo/rollback.
seekrays/mcp-monitor 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.（support CPU、Memory、Disk、Network、Host、Process）
argosvix/mcp-server Observability for AI agents: 87 tools to query LLM cost, errors, and latency across OpenAI/Anthropic/Gemini/Mistral, and operate alerts, budget gates, evals, and safety checks from Claude/Cursor. Install: npx -y @argosvix/mcp-server.
GT-dinuo/server-ops-mcp Server ops via AI: log troubleshooting, CPU/memory/disk monitoring, code edit, Nginx & certificate management. Local or SSH-remote with two-step confirmation, command whitelist, and secret redaction. Install: npx -y server-ops-mcp.
us-all/datadog-mcp-server Datadog observability — 168 tools across metrics, monitors, logs, APM, RUM, incidents, status pages, fleet automation, workflows. 4 workflow Prompts and incident-triage-snapshot aggregation that fans out to 4 fetches in one call.
Higangssh/homebutler All-in-one homelab management MCP server. Monitor system resources, manage Docker containers, Wake-on-LAN, scan networks, check open ports, and run alerts — across multiple servers via SSH. Single 10MB binary, zero dependencies.
tickstem/mcp HTTP uptime monitoring, heartbeat (dead-man's switch) monitoring, cron job scheduling, and email verification. Single API key, per-tool quota tracking. Install: go install github.com/tickstem/mcp/cmd/tsk-mcp@latest.
zw008/VMware-Aria VMware Aria Operations monitoring — performance metrics, alarms, capacity analysis, and anomaly detection across vSphere infrastructure. 27 tools (21 read, 6 write) with audit logging for acknowledge/cancel actions.
GeiserX/genieacs-mcp Go-based MCP server that bridges any GenieACS (TR-069 ACS) instance, exposing device data, firmware management, and CPE actions (reboot, parameter refresh, firmware download) over JSON-RPC. Docker image available.
arsentev-ai/contextburn Run efficiency for Claude Code sessions: the share of paid tokens that became model output versus re-reading context already sent, by tokens and cost-weighted. Reads local transcripts, makes no network calls.
log-logn/langfuse-mcp-java Query Langfuse traces, debug exceptions, analyze sessions, scores, datasets, schema, observations and manage prompts. Full observability toolkit for LLM applications. (https://github.com/langfuse/langfuse)
firecrawl/firecrawl-mcp-server Official Firecrawl server with website change monitoring — schedule recurring checks on tracked pages and get notified with diffs when content changes. Also on-demand scrape, crawl, search, and extract.
antonio-mello-ai/mcp-redis-monitor Read-only Redis monitoring — queue depths by type, Celery queue status, connected clients, server/memory stats, and key counts per database. 5 tools, built with FastMCP. Install: uvx mcp-redis-monitor.
jaimenbell/vllm-ops-mcp Read-only ops and health server for a local vLLM instance: liveness versus real-completion health tiers, GPU and VRAM status, service status, and live serve-flag introspection. pip install vllm-ops-mcp
ShekharBhardwaj/AgenticLedger Agents query their own ledger: sessions, costs, loop runs, and stuck-loop flags captured by the Agentic Ledger transparent-proxy flight recorder (local-first, MIT). Install: pip install agentic-ledger.
perceptdot/percept AI-powered observability platform for agents. Auto-discovers and recommends MCP servers; built-in connectors for GA4, Vercel, GitHub, and Sentry with ROI tracking. npx -y @perceptdot/core
VictoriaMetrics-Community/mcp-victoriametrics Provides comprehensive integration with your VictoriaMetrics instance APIs and documentation for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances
kascada/logmcp Read-only log access for AI assistants over HTTPS. Whitelist log files on your Linux server; AI can search and read them without shell access. Token-authenticated, syslog-audited.
metrxbots/mcp-server AI agent cost intelligence — track spend across providers, optimize model selection, manage budgets with enforcement, detect cost leaks, and prove ROI. 23 tools across 10 domains.
iris-eval/mcp-server MCP-native agent evaluation and observability server with trace logging, output quality evaluation, cost tracking, 12 built-in eval rules, real-time dashboard, and PII detection.
adanb13/cirdan AI infrastructure cartographer & MCP server: fingerprints, graphs, and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents.
dragogargo/mcp-sysmon Local system monitoring — CPU, memory, swap, disk, network, and process management. Find resource-hungry processes, diagnose performance issues, and kill processes via AI.
Alog/alog-mcp AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities on the Alog platform.
netdata/netdata#Netdata Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
spanlens/Spanlens Query Spanlens LLM observability from Claude Desktop, Cursor, or Continue: request logs, costs, agent traces, anomalies, and user analytics with a read-only API key.
inventer-dev/mcp-internet-speed-test Internet speed testing with network performance metrics including download/upload speed, latency, jitter analysis, and CDN server detection with geographic mapping
alilxxey/openobserve-community-mcp Read-only MCP server for OpenObserve Community Edition via REST API. Search logs, traces, stream schemas, and dashboards without requiring the Enterprise license.
ingero-io/ingero 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.
lodordev/mcp-tautulli Tautulli (Plex media server monitoring) with 11 read-only tools for activity, history, library stats, user stats, transcode analysis, and resolution breakdowns.
shibley/apistatuscheck-mcp-server Check real-time operational status of 114+ cloud services and APIs (AWS, GitHub, Stripe, OpenAI, Vercel, etc.) directly from AI assistants. Published on npm.
smigolsmigol/llmkit AI API cost tracking and budget enforcement across 11 LLM providers. 6 tools for spend analytics, budget monitoring, session summaries, and key management.
incu6us/loki-mcp-server An MCP server for querying Grafana Loki directly with a discovery-first workflow — labels, values, series, and LogQL queries without requiring Grafana.
bartekrutkowski/watchgoose-mcp Monitor cron jobs, backups, Kubernetes jobs and other scheduled tasks in Watchgoose.com. Read-only by default, check changes require explicit consent.
GeiserX/duplicacy-mcp Go-based MCP server for Duplicacy backup monitoring. Query backup job status and Prometheus metrics from a Duplicacy exporter. Docker image available.
hyperb1iss/lucidity-mcp Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities
mikusnuz/umami-mcp Full-coverage MCP server for Umami Analytics API v2 — 66 tools for websites, stats, sessions, events, reports, users, teams, and realtime monitoring.
Oluwatunmise-olat/mcp-server-logs-sieve Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and Elasticsearch
ejcho623/agent-breadcrumbs Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable sinks.
gsmethells/preflight-mcp TrustPilot for APIs — independent reliability ratings for APIs and MCP servers, powered by synthetic probes and crowdsourced agent telemetry.
clamp-sh/mcp AI-native web analytics. Query pageviews, top pages, referrers, countries, devices, and custom events. Create conversion funnels and alerts.
ThinkneoAI/mcp-server ThinkNEO Control Plane — Enterprise AI governance MCP server with runtime guardrails, observability, AI FinOps, and agent lifecycle control.
speedofme-dev/speedofme-mcp Official SpeedOf.Me server for accurate internet speed tests via 129 global Fastly edge servers with analytics dashboard and local history
Turbo-Puffin/measure-mcp-server Privacy-first web analytics with native MCP server. Query pageviews, referrers, trends, and AI-generated insights for your sites.
bmdhodl/agent47 Runtime guardrails and incident read access for coding agents. Query AgentGuard traces, alerts, usage, costs, and budget health.
avivsinai/langfuse-mcp Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.
gjenkins20/webmin-mcp-server MCP server for Webmin with 61 tools for Linux system administration: services, users, storage, security, databases, and more.
last9/last9-mcp-server Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
edgedelta/edgedelta-mcp-server Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines.
dynatrace-oss/dynatrace-mcp Leverage AI-driven observability, security, and automation to analyze anomalies, logs, traces, events, metrics.
Mini Accountant Hosted MCP server for Mini Accountant: invoices, expenses, customers, analytics, tax estimates.
CreatorDB Creator discovery & analytics across YouTube, Instagram, TikTok (30M+) + brand/sponsor intel.
grafana/mcp-grafana Search dashboards, investigate incidents and query datasources in your Grafana instance

Rows marked ↗ have no reference page of their own — the source registry did not provide enough to write one — so they link straight to the provider's documentation.

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How the 89 records in this category authenticate callers. Values come straight from the source registries; records the sources do not describe are counted as unknown rather than guessed.

  • No authentication 79
  • API key 9
  • OAuth 1

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