#1
Zipkin is a distributed tracing system
17K starsApr 8, 2026 pushdevopsJavaObservability
$ npx skills add openzipkin/zipkinAlternatives
Mulog alternatives for AI agents.
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
Mulog
μ/log is a micro-logging library that logs events and data, not words!
75
Quality
82
Trust
536
Stars
#2
APM, Application Performance Monitoring System
25K starsJun 16, 2026 pushdevopsJavaObservability
$ npx skills add apache/skywalking#3
CNCF Jaeger, a Distributed Tracing Platform
23K starsJun 16, 2026 pushdevopsGoObservability
$ npx skills add jaegertracing/jaeger#4
A high-performance observability data pipeline.
22K starsJun 16, 2026 pushdevopsRustObservability
$ npx skills add vectordotdev/vector#5
OpenTelemetry Compile-Time Instrumentation for Golang
869 starsJun 16, 2026 pushdevopsGoObservability
$ npx skills add alibaba/loongsuite-go#6
Complete open-source monitoring and observability platform.
7.2K starsJun 16, 2026 pushdevopsTypeScriptObservability
$ npx skills add OneUptime/oneuptime#7
OpenTelemetry Collector
7.1K starsJun 16, 2026 pushdevopsGoObservability
$ npx skills add open-telemetry/opentelemetry-collector#8
Grafana Mimir provides horizontally scalable, highly available, multi-tenant, long-term storage for Prometheus.
5.1K starsJun 16, 2026 pushdevopsGoObservability
$ npx skills add grafana/mimir#9
An application observability facade for the most popular observability tools. Think SLF4J, but for observability.
4.8K starsJun 15, 2026 pushdevopsJavaObservability
$ npx skills add micrometer-metrics/micrometer#10
Aya is an eBPF library for the Rust programming language, built with a focus on developer experience and operability.
4.6K starsJun 15, 2026 pushdevopsRustObservability
$ npx skills add aya-rs/aya#11
Main repository for Datadog Agent
3.6K starsJun 16, 2026 pushdevopsGoObservability
$ npx skills add DataDog/datadog-agent#12
Kiali project, observability for the Istio service mesh
3.6K starsJun 16, 2026 pushdevopsGoObservability
$ npx skills add kiali/kiali#13
The CNCF sandbox for observability visualisation. Already supports Prometheus, Tempo, Loki and Pyroscope - more data sources to come!
2.2K starsJun 16, 2026 pushdevopsGoObservability
$ npx skills add perses/perses#14
eBPF-based autoinstrumentation of web applications and network metrics
2.0K starsJun 16, 2026 pushdevopsGoObservability
$ npx skills add grafana/beyla#15
Digging through logs is not observability. It's hope — wide events, structured errors, TypeScript-first, every runtime.
1.5K starsJun 13, 2026 pushdevopsTypeScriptObservability
$ npx skills add HugoRCD/evlog#16
Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. Tracing · Evals · Simulations · Datasets · Gateway · Guardrails. Self-hostable. Apache 2.0.
1.2K starsJun 16, 2026 pushdevopsPythonObservability
$ npx skills add future-agi/future-agiHow to choose
When should you switch?
Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Mulog if it already passes your workflow test and repository review.
Next step
Compare top candidates side by side
Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.