o11y-dev

Use when the user wants to analyze AI coding agent telemetry, generate a Reflect dashboard, investigate tool/model/MCP/subagent patterns, understand Claude, Copilot, or Gemini usage/limit behavior, or decide between local-first and central gateway-based telemetry flows. Start with local OTLP/span analysis, then optionally enrich the explanation with provider-side admin APIs, exports, or quota views when available.

Use when the user wants to extract reusable skills from their AI session history and distribute them to their coding agents.

Expert OpenTelemetry guidance for collector configuration, pipeline design, and production telemetry instrumentation. Use when configuring collectors, designing pipelines, instrumenting applications, implementing sampling, managing cardinality, securing telemetry, writing OTTL transformations, or setting up AI coding agent observability (Claude Code, Codex, Gemini CLI, GitHub Copilot).