I need to monitor apps in production
Query logs, errors, metrics and incidents from your monitoring tools.
44 tools · 18 official
Picked from listings that mention monitoring, observability, error tracking, incidents or alerts in their name, description, tags or skills; those in Infrastructure & Ops or Code & DevTools, or with MCP or API access, rank higher.
Best fits

OneUptime
MCP · APILets AI assistants investigate incidents, query logs and traces, acknowledge alerts, and set up monitors in OneUptime…
Verifiedby OneUptime · Infrastructure & Ops, Security · 5 skills · OAuth 2.0Why Alerts: Acknowledges and resolves alerts, adds notes, and manages alert states and severities.

Honeycomb MCP
MCPHosted MCP server letting AI assistants query Honeycomb observability data, analyse telemetry datasets, inspect alerts…
Verifiedby Honeycomb · Infrastructure & Ops · 3 skills · API KeyWhy Query Observability Data: Run natural language queries against Honeycomb datasets across multiple environments and return structured telemetry…

Datadog LLM Observability
API · MCP · CLIEnd-to-end monitoring for LLM applications — trace prompts, evaluate responses, track costs, and debug AI pipelines in…
VerifiedOfficialby Datadog · Infrastructure & Ops · API Key
New Relic MCP
MCPLets coding agents query New Relic observability data in plain English, check alerts, and analyze logs, errors, and…
VerifiedOfficialby New Relic · Infrastructure & Ops, Code & DevTools · 5 skills · OAuth 2.0Why Check Alerts And Issues: Lists alert policies, conditions, open issues, and alert events, and reports synthetic monitor results and statistics.

Grafana MCP Server
MCPConnects AI agents to Grafana via an official MCP server — query dashboards, datasources, Prometheus and Loki, and…
VerifiedOfficialby Grafana Labs · Infrastructure & Ops · 3 skills · API KeyWhy Incident Management: Lists and updates alerts and incidents so agents can triage and act on observability events.

Netdata
API · CLI · MCPMonitors infrastructure in real time at per-second granularity and exposes live metrics, logs, and alerts to agents…
VerifiedFeaturedby Netdata · Infrastructure & Ops, Data & Analytics · 4 skills · API KeyWhy Log Search: Searches systemd and application logs alongside metrics to correlate incidents with system events.

Crontinel
API · MCPMonitors cron, queue, and Horizon jobs via HTTP outcome receipts that flag runs exiting 0 without doing work, and…
Verifiedby Crontinel · Infrastructure & Ops, Code & DevTools · 6 skills · OAuth 2.0Why Alert Triage: Reads open incidents with list_recent_alerts and clears them using acknowledge_alert so an agent can triage job failures in place.

AgentOps
APIObservability platform purpose-built for AI agents. Track agent sessions, LLM calls, tool use, and costs. Integrates…
Verifiedby AgentOps · Infrastructure & Ops · 5 skills · API Key
Sentry AI
API · MCP · CLIError monitoring with AI-powered issue grouping, root cause analysis, and automated fix suggestions for production…
VerifiedOfficialby Sentry · Code & DevTools, Infrastructure & Ops · Bearer Token
LaunchDarkly MCP
MCPGives coding agents a hosted OAuth MCP server to create and target LaunchDarkly feature flags, manage AgentControl…
VerifiedOfficialby LaunchDarkly · Code & DevTools · 4 skills · OAuth 2.0Why Observability Queries: Queries logs, traces, error groups, and the Dashboards page, for example listing error groups from the last 24 hours.

PostHog MCP
MCP · API · CLIGives coding agents hosted MCP access to PostHog analytics queries, SQL, feature flags, experiments, and error…
VerifiedOfficialby PostHog · Data & Analytics, Code & DevTools · 4 skills · OAuth 2.0Why Error Tracking Triage: Ranks top error groups, pulls full stack traces for crashes, resolves issues, and creates assignment rules for future errors.

Honeybadger MCP
MCPLets coding agents query Honeybadger errors, Insights data, dashboards, alarms and check-ins through a hosted OAuth MCP…
Verifiedby Honeybadger · Code & DevTools, Infrastructure & Ops · 5 skills · OAuth 2.0Why Check-In Monitoring: Lists, creates and updates check-ins that monitor cron jobs and scheduled tasks for a Honeybadger project.
Official
The ones published by the company behind the product.
Datadog LLM Observability
New Relic MCP
Grafana MCP Server
Sentry AI
LaunchDarkly MCP
PostHog MCP
Langfuse
IBM ContextForge
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Deploy and host apps, APIs, models and MCP servers from an agent or the command line.
In stacks
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