pipeline

Orchestrate end-to-end 6R processing pipelines across documents, transcripts, or web content.

226|55|Updated Mar 19, 2026
One-click install
npx skills add https://github.com/Miosa-osa/canopy --skill pipeline-miosa-osa
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: pipeline
Source: https://github.com/Miosa-osa/canopy/tree/main/library/skills/processing/pipeline
Command: npx skills add https://github.com/Miosa-osa/canopy --skill pipeline-miosa-osa

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This pipeline provides end-to-end orchestration for transforming unstructured content into structured, verifiable outputs by chaining the full 6R sequence: seed, reduce, reflect, reweave, verify. It reduces manual coordination, ensures traceability, and enables batch processing across multiple items.

Core Features & Use Cases

  • End-to-end orchestration of seed → reduce → reflect → reweave → verify for single items or batches.
  • Depth-controlled processing to balance thoroughness and speed, with provenance tracking and error recovery.
  • Use cases include ingesting documents, transcripts, or web content and producing structured claims, connections, and quality reports.

Quick Start

Run the pipeline on a target file to process from seed to verify in one pass.

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 unstructured documents?

Automate end-to-end content processing by chaining the 6R sequence: seed, reduce, reflect, reweave, and verify. This orchestrates documents, transcripts, or web content into structured outputs with provenance tracking and error recovery.

What is the 6R processing pipeline for data analysis?

The 6R processing pipeline is an orchestrated sequence of seed, reduce, reflect, reweave, and verify stages. It transforms unstructured content into structured claims and quality reports while maintaining provenance tracking across per-item or batch workflows.

Can I batch process multiple transcripts through a single content pipeline?

Yes, you can batch process multiple transcripts through the content pipeline. It supports per-item or batch workflows across documents, transcripts, or web content, applying depth-controlled processing to balance thoroughness and speed.

How do I track data provenance during automated content analysis?

Track data provenance during automated content analysis using the pipeline's built-in provenance tracking feature. It maintains traceability across the seed, reduce, reflect, reweave, and verify stages for both single items and batch processing.

What's the best way to handle errors during document pipeline orchestration?

Handle errors during document pipeline orchestration using the pipeline's built-in error handling and recovery mechanisms. It manages modular stages and optional subagents to ensure reliable end-to-end processing from seed to verify.

Do I need subagents to run the 6R content processing pipeline?

No, subagents are optional. The pipeline orchestrates the 6R sequence using modular stages with configurable depth levels, allowing you to process documents and web content without requiring subagents.