pipeline

Chain 6R stages to automate end-to-end content processing per item or batch.

Updated Apr 26, 2026
One-click install
npx skills add https://github.com/kinnerkarmanish/mak --skill pipeline-kinnerkarmanish
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: pipeline
Source: https://github.com/kinnerkarmanish/mak/tree/main/library/skills/processing/pipeline
Command: npx skills add https://github.com/kinnerkarmanish/mak --skill pipeline-kinnerkarmanish

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automates end-to-end content processing by chaining the 6R stages on each item.

Core Features & Use Cases

  • Orchestrates multi-stage processing (seed, reduce, reflect, reweave, verify) across single items or batches.
  • Supports per-item processing or batch runs with configurable depth levels for speed vs thoroughness.
  • Provides provenance, progress tracking, and output reports to audit knowledge maturation.

Quick Start

Run the full pipeline on a target file or batch of files using /pipeline path/to/article.md.

Frequently Asked Questions about pipeline

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

FAQPage Schema
How do I automate end-to-end content processing for multiple files?

Automate end-to-end content processing by chaining the 6R stages across individual files or batches. It enables configurable batch runs with progress tracking and provenance for auditable output reports.

What is the 6R stage pipeline for content orchestration?

The 6R pipeline orchestrates multi-stage content processing by chaining seed, reduce, reflect, reweave, and verify stages. It automates knowledge maturation across items while tracking provenance and progress.

Can I control processing depth for speed versus thoroughness in batch orchestration?

Batch orchestration supports configurable depth levels, allowing you to prioritize processing speed or thoroughness. This flexibility applies to both per-item processing and full batch runs.

How do I track progress and provenance for automated content pipelines?

Automated content pipelines provide built-in provenance and progress tracking throughout the 6R stages. This generates output reports that audit knowledge maturation and ensure error handling.

Does pipeline orchestration handle error tracking for multi-stage content processing?

Pipeline orchestration satisfies error handling requirements during multi-stage content processing. It integrates error tracking with progress monitoring and provenance reporting for a unified, auditable workflow.