marsai:dev-sre

Validate logging, tracing, and telemetry against MarsAI standards for Gate 2.

2|Updated Apr 10, 2026
One-click install
npx skills add https://github.com/V4-Company/marsai --skill marsai-dev-sre
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: marsai:dev-sre
Source: https://github.com/V4-Company/marsai/tree/main/dev-team/skills/dev-sre
Command: npx skills add https://github.com/V4-Company/marsai --skill marsai-dev-sre

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Gate 2 observability validation ensures that developers implement and SREs verify proper logging, tracing, and telemetry so production systems remain observable and debuggable.

Core Features & Use Cases

  • Validates structured logging, trace correlation, and OpenTelemetry instrumentation in Gate 2.
  • Verifies context propagation across HTTP, gRPC, and message queues.
  • Coordinates remediation by dispatching fixes to the responsible implementation agent and guiding re-validation.

Quick Start

Run Gate 2 observability validation for the target service with existing Gate 0 observability code.

Frequently Asked Questions about marsai:dev-sre

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I validate structured logging and tracing for my service?

To validate structured logging and tracing, run Gate 2 observability validation against API, worker, and service implementations to identify gaps and verify instrumentation coverage meets MarsAI standards.

What is observability validation in Gate 2?

Observability validation in Gate 2 is the process of verifying structured logging, tracing, and telemetry implementation to ensure production systems remain observable, debuggable, and ready for handoff.

How do I check OpenTelemetry context propagation across HTTP and gRPC?

Check OpenTelemetry context propagation by running Gate 2 validation to verify trace correlation and context propagation across HTTP, gRPC, and message queues within your service implementations.

Do I need existing Gate 0 observability code to run Gate 2 validation?

Yes, you need existing Gate 0 observability code to run Gate 2 validation, which ensures Gate 0 results are verifiable and coordinates remediation by dispatching fixes to the responsible agent.

What does a Gate 2 observability validation report include?

A Gate 2 observability validation report includes the Validation Result, Instrumentation Coverage, Issues Found, and Handoff to Next Gate, detailing whether your service meets observability standards.

How do I fix observability gaps found during Gate 2 validation?

Fix observability gaps found during Gate 2 validation through automated remediation, which dispatches fixes to the responsible implementation agent and guides re-validation to ensure compliance.