Discovery, exploration, reporting and root cause analysis over Netdata metrics, logs, systems, containers, processes and network connections.
Monitoring
Monitoring servers expose observability tools through MCP. Compare which logs, metrics and incident actions are available, and whether the integration only reads data or can change production resources.

Search dashboards, investigate incidents and query datasources in your Grafana instance.
Sentry integration for error tracking and performance monitoring.
Homelab management across multiple servers via SSH: system resource monitoring, Docker containers, Wake-on-LAN, network scans, open-port checks and alerts.
Zabbix integration for hosts, items, triggers, templates, problems, data and more.
Integration with VictoriaMetrics instance APIs and documentation for monitoring, observability and debugging tasks.
Access OpenTelemetry traces and metrics through Logfire.
Query Langfuse traces, debug exceptions, analyze sessions and manage prompts for LLM applications.
Real-time system metrics: CPU, memory, disk, network, host and process information.
Improve AI-generated code quality with prompt-based analysis across 10 dimensions, from complexity to security vulnerabilities.
Google PageSpeed Insights, CrUX and Lighthouse analysis: page comparison, real-user data, batch runs, regression tracking, diagnostics and recommendations.
Real-time cost observability for MCP tool calls: a transparent proxy that attributes spend per tool, project and end customer.
Bring real-time production logs, metrics and traces from Last9 into your local environment to fix code.
Query and interact with Kubernetes environments monitored by Metoro.
Query Loki logs through the Grafana API.
Debug container and Kubernetes workloads with eBPF via Inspektor Gadget.
Tamper-evident AI agent observability: hash-chained audit log with verification and signed export (EU AI Act Art. 12), plus OpenTelemetry GenAI traces.
Uptime monitoring over MCP. List and create checks, read incidents and results, manage maintenance windows and status pages. Self-hosted single Go binary, 40 check types, probes in several regions.
Crash reporting and real user monitoring via the Raygun API.
Bridge to GenieACS (TR-069 ACS) instances: device data, firmware management and CPE actions such as reboot, parameter refresh and firmware download.
Read-only access to OpenObserve Community Edition: search logs, traces, stream schemas and dashboards without an Enterprise license.
AI API cost tracking and budget enforcement across LLM providers: spend analytics, budget monitoring, session summaries and key management.
Internet speed testing: download and upload speed, latency, jitter, and CDN server detection with geographic mapping.
Read-only access to Spanlens LLM observability: request logs, costs, agent traces, anomalies, model savings and per-user analytics.
Transparent MCP proxy that intercepts JSON-RPC messages, measures latency, stores traces in SQLite, PostgreSQL or MySQL, and exports OpenTelemetry spans.
Read-only data quality monitoring for Postgres, BigQuery, Snowflake, MySQL and DuckDB: warehouse profiling, anomaly detection and optional dbt lineage.
Interact with Edge Delta anomalies, query logs, patterns and events, find root causes and optimize pipelines.
Webmin Linux system administration: services, users, storage, security, databases and more.
Agent evaluation and observability: trace logging, output quality evaluation, cost tracking, built-in eval rules, a real-time dashboard and PII detection.
Read-only Tautulli (Plex monitoring) access: activity, history, library and user stats, transcode analysis and resolution breakdowns.
Minimal Sentry integration.
Monitor the operational status of major digital platforms.
Access the Umami Analytics API: websites, stats, sessions, events, reports, users, teams and realtime monitoring.
Synthetic monitoring for cloud and local LLM inference endpoints: TTFT, latency, throughput and errors, with Prometheus and OpenTelemetry export.
Query the local Agentic Ledger flight recorder: agent sessions, costs, loop runs and stuck-loop flags captured by a transparent proxy.
Query Grafana Loki directly with a discovery-first workflow: labels, values, series and LogQL queries, without requiring Grafana.
Datadog observability: grep-like log search, APM trace filtering by duration, status and errors, sampling modes, and log, trace and metric correlation.
Read-only access to whitelisted log files on a Linux server: search and read logs without shell access, with token auth and syslog auditing.
Local cost tracking for Claude Code and Codex sessions: spend by session, sub-agent and model, week-on-week comparisons, and findings with suggested patches.
Website audits: SEO, security headers and SSL, Lighthouse performance, broken links, WCAG accessibility, Schema.org validation, competitor gaps and robots.txt.
Local LLM API cost tracking for Anthropic, OpenAI, Qwen and DeepSeek: SQLite usage ledger, spend queries, provider comparison and CNY to USD conversion.
Observability across Grafana, Prometheus, Kafka UI and Datadog using your own keys.
Runtime guardrails and incident read access for coding agents: query AgentGuard traces, alerts, usage, costs and budget health.
Unified work logging and observability across AI agents, with config-first schemas and pluggable sinks.
Query, summarize and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki and Elasticsearch.
Prometheus integration.
Read-only Redis monitoring: queue depths, Celery queue status, connected clients, server and memory stats, and key counts per database.
Local system monitoring (CPU, memory, swap, disk, network) and process management: find resource-hungry processes, diagnose slowdowns and kill processes.