pipeline-retro

Trace pipeline-test-runner failures through the five-link generation chain and propose generator fixes.

415|44|Updated Mar 18, 2026
One-click install
npx skills add https://github.com/notque/claude-code-toolkit --skill pipeline-retro
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: pipeline-retro
Source: https://github.com/notque/claude-code-toolkit/tree/main/skills/pipeline-retro
Command: npx skills add https://github.com/notque/claude-code-toolkit --skill pipeline-retro

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Trace pipeline failures to root causes by tracing through the five-link generation chain and proposing generator-level fixes to prevent recurrence.

Core Features & Use Cases

  • Load and parse pipeline-test-runner reports (manifest.json + content.md)
  • Trace failures across the 5-link generation chain (domain research, chain composition, scaffolder template, architecture rules, step menu)
  • Propose generator fixes with evidence citations and regenerate affected pipelines to validate improvements
  • Produce a structured retro report as a dual-layer artifact ready for review

Quick Start

Feed the pipeline-test-runner output and the related pipeline spec, then review the generated failure inventory, trace analysis, and proposed fixes to complete the retro.

Frequently Asked Questions about pipeline-retro

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

FAQPage Schema
How do I trace pipeline test runner failures to root causes?

Pipeline failure analysis works by tracing through the five-link generation chain. It loads pipeline-test-runner reports containing manifest.json and content.md to identify root causes across domain research, chain composition, scaffolder templates, architecture rules, and step menus.

What is the five-link generation chain in pipeline tracing?

The five-link generation chain consists of domain research, chain composition, scaffolder template, architecture rules, and step menu. Pipeline failure tracing isolates which generation stage introduced the defect by evaluating each link sequentially.

How do I prove generator fixes prevent pipeline failures from recurring?

Prove generator fixes by applying regeneration to affected pipelines after proposing fixes with evidence citations. Validate that regeneration results show improvements across subdomains to confirm the root cause is resolved and recurrence is prevented.

How do I generate a structured retro report for pipeline failures?

Generate a structured retro report by feeding pipeline-test-runner output and the related pipeline spec for analysis. The tool produces a dual-layer artifact detailing failures, trace analysis, proposed generator fixes, and regeneration results ready for review.

Can I trace pipeline failures using manifest.json and content.md files?

Yes, you can trace pipeline failures by loading and parsing manifest.json and content.md files from pipeline-test-runner reports. These files provide the failure inventory and test output data required to perform root cause analysis across the generation chain.

What are the limitations of pipeline failure regeneration for proving improvements?

Pipeline failure regeneration proves improvements across subdomains but requires the related pipeline spec to validate fixes. Without proper evidence citations and the full pipeline spec, regeneration results may not accurately confirm that root causes are resolved.