Best observability skills, page 2

Deploy, start, and update the Alibaba Cloud Observability MCP Server (阿里云可观测 MCP Server).

aliyun/alibabacloud-observability-mcp-server

Specifies how to instrument an opik-backend pipeline with per-stage OpenTelemetry metrics for throughput, latency, errors and queue delay by workspace.

comet-ml/opik

当任务需要创建、修改、扩展或重组阿里云 SLS 的 dashboard JSON 或可导入的大盘配置时使用；尤其适用于线上大盘、强对比的分析看板、已校验的查询包，或需要专业中文标签与指标定义的运维向大盘。

alibaba/loongsuite-pilot

Traces what the kernel is doing for a misbehaving pod using Inspektor Gadget's eBPF tools, tagged with namespace, pod, container and node, without changing workloads.

inspektor-gadget/inspektor-gadget

Operate an agentfleet fleet for large-scale periodic information gathering.

dreamers-laboratory/agent-fleet-manager

Read your own agent telemetry from ClawMetry (waste, progress, cost) and act on it before finishing a task.

vivekchand/clawmetry

Walks a contributor through adding a new HTTP framework integration to the evlog logging package: middleware source, build entry, exports, tests, example app and docs.

evloghq/evlog

Instruments code so production behavior is visible and diagnosable.

dzhalaevd/Donatello

Evaluate and score agent behavior against a golden reference.

agentevals-dev/agentevals

Propose an improved version of a prompt registered in a self-hosted AgentX (AgentX-trace-eval) instance, using real low-rated evaluation results as evidence, then publish it as a new version once…

AgentX-ai/AgentX-Trace-Eval

Best-practices reference for preparing and instrumenting applications on Temps.

gotempsh/temps

Comprehensive backend development guide for Litefuse's Next.js 14/tRPC/Express/TypeScript monorepo.

litefuse/litefuse

Redis observability guidance — which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in commands to reach for during incident triage (SLOWLOG, INFO…

redis/agent-skills

Monitor approved eBPF, Linux, observability, and AI-infrastructure communities through watchlist-opted-in read-only Slack archives plus ordinary visible browser UI, turn the strongest daily…

eunomia-bpf/eunomia.dev

A skill your agent uses when adding, reviewing, or refactoring backend code in Rift's TanStack Start app that should follow apps/start/BACKENDEFFECTPLAYBOOK.md.

Compound-inc/rift

Investigates incidents and production problems with hypothesis-driven debugging, queries Axiom observability data when available, and keeps secrets out of commands and output.

openclaw/clawhub

Salesforce Data Cloud product orchestrator for connect→prepare→harmonize→segment→act workflows.

Jaganpro/sf-skills

Debugs a single Linux host or container runtime at the kernel level with the standalone ig binary and eBPF gadgets, read-only and without Kubernetes.

inspektor-gadget/inspektor-gadget

Writes Terraform alerting policies for AI agents that emit OpenTelemetry metrics, covering reliability, cost, safety, security and quality signals on Google Cloud.

google/skills

Add lightweight runtime telemetry and debug instrumentation to macOS apps, then verify those events after building and running.

robinebers/openusage

Entry point for AI-agent work on AWS: pick a runtime, plan a migration for existing workloads, and build an executable POC — one phased flow.

aws/agent-toolkit-for-aws

Develops Go microservices with Kratos v2 following official design philosophy, DDD/Clean Architecture layout, Protobuf API, error/config/middleware patterns, and observability.

aide-family/moon

Scaffold a new SkyWalking Python instrumentation plugin with all required files (plugin code, tests, docker-compose, expected data, services)

apache/skywalking-python

A skill your agent uses when building, debugging, reviewing, or documenting Flue agents, workflows, channels, skills, tools, sandboxes, targets, routing, persistence, observability, or CLI usage…

shadcn-labs/agentcn

How to log in the y5 compositor. An agent skill from y5-snowies/nourish.

y5-snowies/nourish

Monitor hosts, Docker containers, Kubernetes clusters, database/queue/cache servers, and cloud-provider metrics with Pydantic Logfire — no application code required.

pydantic/skills

Full Sentry SDK setup for Elixir. An agent skill from getsentry/sentry-for-ai.

getsentry/sentry-for-ai

Walks through adding a new rule or framework adapter to `evlog map` in @evlog/cli, from the rule source and registry to types, tests, docs and the published skill.

evloghq/evlog

Java logging best practices with SLF4J, structured logging (JSON), and MDC for request tracing.

decebals/claude-code-java

Installs and configures WizTelemetry Tracing for KubeSphere, an OpenTelemetry-based tracing extension, and covers its components, query API and auto-instrumentation.

kubesphere/kubesphere

Adds logging to fp-go functional pipelines with Tap operators, entry and exit logs and error context, so that logging never changes the value or error flowing through.

IBM/fp-go

Investigates distributed application performance using PostHog APM (OpenTelemetry span) data via MCP.

PostHog/posthog

Naming conventions for SGLang speculative decoding identifiers.

sgl-project/sglang

Operate Temps through the pinned @temps-sdk/cli package with bunx or npx.

gotempsh/temps

Comprehensive Rust coding guidelines with 265 rules across 26 categories.

JMBeresford/retrom

Adds Pydantic Logfire tracing, logging and metrics to Python, JavaScript or TypeScript and Rust projects, with the correct setup order and library extras.

basicmachines-co/basic-memory

Debug deployed Cloudflare Workers using the cfobservability MCP, Wrangler, D1/R2 state, repo evidence, and safe live reproduction.

Consensys/c0

Reviews and authors Cloudflare Workers code against production best practices.

hodgef/apiker

Build Docker test images and run SkyWalking Python plugin/unit/e2e tests locally, mirroring the CI pipeline

apache/skywalking-python

Set up crash instrumentation with actionable context. An agent skill from nexus-labs-automation/mobile-observability.

nexus-labs-automation/mobile-observability

Bootstrap a reproducible LLM Observability experiment through the Python ddtrace SDK or the Node dd-trace SDK.

datadog-labs/agent-skills

Diagnose and fix scope or continuation lifecycle failures in dd-trace-java instrumentation tests.

DataDog/dd-trace-java

A skill your agent uses when building production services, pipelines, or automation that needs to be debugged, monitored, or audited.

aiming-lab/MetaClaw

A skill your agent uses when migrating applications, examples, integrations, documentation, manifests, or repository code from NeMo Flow to NeMo Relay across Python, Rust, Node.js, Go, C FFI, CLI…

NVIDIA/NeMo-Relay

Diagnose a bounded backend or multi-service failure from GitHub Issues, Jira, Aone, user-provided exports, logs, traces, responses, stack traces, or job records.

QoderAI/better-harness

Build custom OpenTelemetry Collector distributions with OCB (OpenTelemetry Collector Builder).

ollygarden/opentelemetry-agent-skills

AnyRobot 前端开发核心指南：提供 JavaScript + React + shadcn/ui 开发的精简实用规范和最佳实践。

opsrobot-ai/opsrobot

Productize a working prototype by adding a bounded set of explicitly requested operational or product services.

Dimon94/skills