The request names OpenTelemetry, so it comes first: an open-source, vendor-neutral observability framework providing APIs, SDKs, agents and collector services for traces and metrics 1. Alternatives that also collect or analyze telemetry, each with its own backend or instrumentation path, follow.
- 1
OpenTelemetryopentelemetry.ioverified and signed
Open-source observability framework offering a single set of APIs, libraries, agents and collector services to capture distributed traces and metrics, exportable to any backend 1; its action records describe the Telemetry and OpenTelemetry actions 11.
+16 community tools built for it
for agents: Telemetry · OpenTelemetry · Telemetry
- 2
Grafana Cloudgrafana.comverified and signed
OpenTelemetry-native platform unifying metrics, logs, traces and profiles, with an opentelemetry action to instrument apps and ship telemetry to Grafana Cloud or self-hosted backends 616.
official:MCP server · GrafanaCLI · grafanaskill · dashboardingskill · promqlskill · opentelemetry+35 community tools built for it
for agents: opentelemetry · app-observability · send-data
- 3
Sentrysentry.ioverified and signed
Application performance monitoring and error tracking that configures an OpenTelemetry Collector with a Sentry exporter for project routing 2.
official:MCP server · @sentry/mcp-serverSDK · @sentry/nodeCLI · sentry-clirepository · sentry-pythonskill · sentry-cli+49 community tools built for it
for agents: sentry-otel-exporter-setup · sentry-feature-setup · sentry-instrument
- 4
Elasticelastic.coverified and signed
Search and observability platform offering the Elastic Distribution of OpenTelemetry (EDOT) SDKs for automatic tracing, metrics and logs in .NET and Java 717.
official:MCP server · Elasticsearch MCP ServerSDK · elasticsearchlibrary · Elasticsearch.Netskill · elasticsearch-esql+29 community tools built for it
for agents: observability-edot-dotnet-instrument · observability-onboarding · observability-edot-java-instrument
- 5
Sources
- 1OpenTelemetryopentelemetry.io · read 2026-10-29
- 2Sentry Docs | Application Performance Monitoring & Error Tracking Softwaredocs.sentry.io · read 2026-10-29
- 6Full-stack observability for the agentic era | Grafana Labsgrafana.com · read 2026-10-29
- 7Elastic: The search database for AI | Search, AI agents, Observability, and Security | Elasticelastic.co · read 2026-10-29
- 9Prometheus - Monitoring system & time series databaseprometheus.io · read 2026-10-29
- 11OpenTelemetry: declares "Telemetry" (the record we read and signed)unfragile.ai · read 2026-10-24
- 16opentelemetry: declares "opentelemetry" (the record we read and signed)unfragile.ai · read 2026-10-24
- 17observability-edot-dotnet-instrument: declares "observability-edot-dotnet-instrument" (the record we read and signed)unfragile.ai · read 2026-10-24
For agents: the 10 actions behind this answer
Telemetry · OpenTelemetry verified and signed
opentelemetry · @opentelemetry/sdk-logs verified and signed
opentelemetry · @opentelemetry/sdk-trace-node verified and signed
opentelemetry · @opentelemetry/sdk-metrics verified and signed
opentelemetry · @opentelemetry/instrumentation-aws-sdk verified and signed
Telemetry · OpenTelemetry.Instrumentation.Runtime verified and signed
Telemetry · OpenTelemetry.Instrumentation.Http verified and signed
Telemetry · OpenTelemetry.Exporter.OpenTelemetryProtocol verified and signed
Telemetry · OpenTelemetry.Api.ProviderBuilderExtensions verified and signed
Telemetry · OpenTelemetry.PersistentStorage.Abstractions verified and signed
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.