For observability and service reliability work (SLOs, burn rates, incident triage), Elastic Observability is the strongest fit, with an MCP server and an SRE skill for designing SLI/SLO targets 1. Dynatrace 2, Grafana Cloud 3 and Datadog 4 cover the same ground with service monitoring, SLO and root-cause features, while Prometheus 8 is the open-source metrics base for alerting and SLO queries.
- 1
Elastic Observabilityelastic.coverified and signed
Runs service reliability work end to end: designing SLI types and SLO targets, checking SLO status and burn rate, and triaging degraded services, exposed through an Elasticsearch MCP server and an ES|QL skill 1.
official:MCP server · Elasticsearch MCP ServerSDK · elasticsearchlibrary · Elasticsearch.NetCLI · logstashrepository · elastic-labs+27 community tools built for it
for agents: observability-service-reliability · observability-service-health · observability-sre-triage
- 2
Dynatracedynatrace.comverified and signed
Provides service performance monitoring with RED metrics (rate, errors, duration) and problem investigation for assessing service health 2.
+10 community tools built for it
for agents: dt-obs-services · dynatrace · dt-obs-ext-monitors
- 3
Grafana Cloudgrafana.comverified and signed
Delivers RED metrics, service maps and SLO-style monitoring over metrics, logs and traces, with an MCP server for querying production telemetry from agents 3.
official:MCP server · io.github.grafana/mcp-grafanaCLI · grafanarepository · business-linksskill · dashboardingCLI · logcli+35 community tools built for it
for agents: app-observability · database-observability · infrastructure
- 4
Datadogdatadoghq.comverified and signed
Provides cloud monitoring across stacks and services, with a CLI and SDK to send metrics, logs and traces for reliability monitoring 4.
official:SDK · ddtracelibrary · DogStatsD-CSharp-ClientCLI · puprepository · kubehoundskill · find-cpython-usage
for agents: monitoring · sendMultipleLogs · profiling
- 5
Sources
- 1Elastic: The search database for AI | Search, AI agents, Observability, and Security | Elasticelastic.co · read 2026-10-29
- 2Dynatrace | Observability built for the age of AIdynatrace.com · read 2026-10-29
- 3Full-stack observability for the agentic era | Grafana Labsgrafana.com · read 2026-10-29
- 4Cloud Monitoring as a Service | Datadogdatadoghq.com · read 2026-10-29
- 8Prometheus - Monitoring system & time series databaseprometheus.io · read 2026-10-29
For agents: the 10 actions behind this answer
observability-service-reliability · observability-service-reliability verified and signed
Design and operate service reliability targets in Elastic Observability: choose an SLI type and a defensible target, pick a time window and budgeting method, create and maintain SLOs through the Kibana API, attach burn-rate alert rules, and decide when an SLO is the wrong instrument and a threshold
dt-obs-services · dt-obs-services verified and signed
Service performance monitoring with RED metrics (Rate, Errors, Duration) and runtime-specific telemetry for Java, .NET, Node.js, Python, PHP, and Go. Use when analyzing service health, SLA compliance, or runtime issues. Trigger: "service response time", "error rate", "throughput", "SLA compliance",
app-observability · app-observability verified and signed
Get RED metrics + service maps + frontend RUM + AI/LLM monitoring out of Grafana Cloud — Application Observability (`traces_spanmetrics_*` from OTel traces, p50/p95/p99 latency, exemplar-to-trace, traces-to-logs / profiles), Frontend Observability with the Faro Web SDK (Core Web Vitals, session repl
monitoring · DogStatsD-CSharp-Client verified and signed
· OneUptime website read, tools not yet checked
Detect outages in seconds, page the right engineer, update your status page, and ship the fix — open-source observability and incident management.
Reliability report · WatchFor verified and signed
Summarise how reliable things have been over a period: incident counts by severity and mean time to resolution, plus the current health snapshot. Optionally scope to one monitor. e.g. How reliable was my infrastructure this week? e.g. Give me a 30-day reliability report
newrelic · newrelic verified and signed
New Relic observability intelligence for Claude Code. Investigate APM performance, analyze cloud costs, debug Kubernetes, write NRQL queries, and respond to alerts — all from your terminal using New Relic telemetry data.
monitoring · prometheus-client verified and signed
· Braintrust website read, tools not yet checked
Ship quality agents at scale. Braintrust is the AI observability platform for tracing production, running evals, and catching regressions before they reach users.
· Braintrust website read, tools not yet checked
Ship quality agents at scale. Braintrust is the AI observability platform for tracing production, running evals, and catching regressions before they reach users.
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