OpenTelemetry · For developers

Write, review, and migrate Supabase logs queries against the ClickHouse-backed logs table (the logs.all.otel analytics endpoint).

supabase/supabase

Build or review Langfuse backend code. An agent skill from langfuse/langfuse.

langfuse/langfuse

Debug applications with motel, a local OpenTelemetry ingest and query server.

kitlangton/motel

Run a live-instance verification of traceway-cli that goes beyond the Go smoke suite — exercises real-data detail endpoints, TTY-default rendering, adaptive metric-name discovery, and emits a…

tracewayapp/traceway

Build, migrate, debug, and maintain Asupersync. An agent skill from Dicklesworthstone/asupersync.

Dicklesworthstone/asupersync

Orchestrates Aspire distributed applications using the Aspire CLI for running, debugging, and managing distributed apps.

microsoft/aspire.dev

Guides contributors through the Elastic Common Schema (ECS) RFC (Proposal) process: template sections, target maturity (alpha/beta), rfcs/text artifacts, and optional OTel mapping.

elastic/ecs

Manage, deploy, operate, and instrument applications with Temps.

gotempsh/temps

Investigates a service incident to its root cause by querying a UModel object graph alongside metrics, logs, topology and recent deployments.

alibaba/UnifiedModel

Give the human an off switch and a cost meter for the coding agents on this machine, using ClawMetry.

vivekchand/clawmetry

Check whether agent telemetry preserves measurement semantics.

roy-tong/AgentMeasure

Analyze and instrument repositories for Traceway observability.

tracewayapp/traceway

Drive the AuthEndpoints HTTP API via the in-repo test host (cookie sessions, Identity bearer, Simple JWT, CSRF, ReAuth).

madeyoga/AuthEndpoints

ANALYSIS SKILL - Observe Aspire apps: logs, traces, metrics, resource state, telemetry export, browser telemetry, and the standalone dashboard.

CommunityToolkit/Aspire

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

Skill for identifying code smells and refactoring code using Clean Code, SOLID, and DRY principles.

fike/fastapi-blog

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

vivekchand/clawmetry

Idiomatic Go - package and interface design, error wrapping, table-driven tests, generics, the modern standard library (slices/maps/cmp/errors.Join), current syntax, and logging discipline.

inference-gateway/inference-gateway

Inspect local Aspire resource health, logs, traces, and browser telemetry.

exceptionless/Exceptionless

Evaluate and score agent behavior against a golden reference.

agentevals-dev/agentevals

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

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

Guide for writing tests for the Aspire Dashboard. An agent skill from microsoft/aspire.

microsoft/aspire

Manage the self-hosted SigNoz observability stack in this GitOps repo.

qjoly/GitOps

Idiomatic Go concurrency - sync primitives, channel semantics, the select statement, and the standard channel patterns (cancellation/done-channel, fan-out/fan-in, pipeline, or-done, context…

inference-gateway/inference-gateway

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

PostHog/posthog

Optional credential-free Hermes integration checks using an explicit loopback model provider and local telemetry receivers.

grafana/agento11y

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

A skill your agent uses when the user wants to analyze agent telemetry traces to find bugs and get fix recommendations — walks through exporting traces from a local or remote watsonx Orchestrate…

IBM/ibm-watsonx-orchestrate-adk

A skill your agent uses when adding Spring AI-specific model observations, token usage, latency, externally configured cost attribution, advisor telemetry, or protected prompt and completion logging.

rrezartprebreza/spring-boot-skills

Skill for Extreme Programming (XP) practices and Test-Driven Development (TDD).

fike/fastapi-blog

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

ollygarden/opentelemetry-agent-skills

Review a Go design spec before implementation begins - dispatch a subagent that checks a design doc for completeness, consistency, and idiomatic Go (simplicity, small consumer-defined interfaces…

inference-gateway/inference-gateway

How Kopiur does strongly-typed, actionable error handling and end-to-end testing.

home-operations/kopiur

Launch and drive a local reference Claude apps gateway (claude gateway + Dex + Postgres) to probe, capture, or re-verify the login / managed-settings / OTLP-telemetry wire protocol that shunt's…

pleaseai/shunt

当需要为 funboost 创建 Consumer 或 Publisher 的 Mixin 扩展类时使用。触发场景：添加监控、熔断、限流、链路追踪等横切关注点，编写自定义前置/后置处理钩子。关键词：mixin, consumeroverridecls, publisheroverridecls, ConsumerMixin, 自定义消费者, hook, 拦截器, 熔断器, 监控…

ydf0509/funboost

Run, watch, debug, extend, or explain OpenClaw qa-lab and qa-channel scenarios, artifacts, and live lanes.

openclaw/openclaw

Real-time observability for OpenClaw agents — local dashboard + optional encrypted cloud sync.

vivekchand/clawmetry

Sets up Arize Phoenix to trace, evaluate and monitor LLM applications, with instrumentation for OpenAI, LangChain and LlamaIndex and a self-hosted server.

Orchestra-Research/AI-Research-SKILLs

WORKFLOW SKILL - Wire Aspire AppHosts or repair TypeScript AppHost toolchains.

CommunityToolkit/Aspire

A skill your agent uses when changing Archestra tracing, metrics, OpenTelemetry, Tempo, Grafana, Prometheus, LLM/MCP spans, observability labels, or local observability setup.

archestra-ai/archestra

基于 LoongSuite Pilot / AI Coding Agent 日志生成事件洞察、组织洞察、数据质量、研发效能和 AI Native 使用类 SLS 报表时使用；包含 AI Coding 事件表语义，以及团队报表可选的部门维表、deptuser 组织关系、指标口径和公共 CTE，通常与 sls-dashboard-builder 一起使用。

alibaba/loongsuite-pilot

A skill your agent uses when the user asks about AI Center Coding Agents data, wants to reproduce or extend the Coding Agents dashboards, or asks questions about usage, cost, tokens, sessions…

coralogix/cx-cli

Instrument API requests with spans and distributed tracing. An agent skill from nexus-labs-automation/mobile-observability.

nexus-labs-automation/mobile-observability

A skill your agent uses when adding tracing, structured logging, metrics, or monitoring to a FrontMCP server.

agentfront/frontmcp