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pi-context-pipeline

Pi-context-pipeline combines file discovery with optional GitHub research to assemble a lean context pack and ready-to-use coding prompt. It routes scoped queries through local scouting and optional external research, producing cited artifacts that narrow focus and streamline the handoff to code changes.

Pi-context-pipeline prepares focused context and a coding kickoff prompt by orchestrating file discovery and optional GitHub research.

AI-generated summary based on this skill's SKILL.md

★ 406  63 MITupdated by CoWork-OS

Decision gist · record as of 2026-07-27

Pi-context-pipeline prepares focused context and a coding kickoff prompt by orchestrating file discovery and optional GitHub research. Pi-context-pipeline combines file discovery with optional GitHub research to assemble a lean context pack and ready-to-use coding prompt. It routes scoped queries through local scouting and optional external research, producing cited artifacts that narrow focus and streamline the handoff to code changes.

manual: git clone https://github.com/CoWork-OS/CoWork-OS → cp -r CoWork-OS/resources/skills/pi-context-pipeline ~/.claude/skills/pi-context-pipeline
resources/skills/pi-context-pipeline/SKILL.md · version 7e9861c8

Use it when

  • Pi-context-pipeline prepares focused context and a kickoff prompt before you start code changes.
  • Pi-context-pipeline accepts a scoped query and optional repo hints.

Verify before relying

Read SKILL.md below before installing (1 file). Open directory: indexed for reading, not audited.

Same gist for agents: .md · .json

Install

CoWork-OS/CoWork-OS/pi-context-pipeline · repository language: TypeScript

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Frequently asked questions

AI-generated answers based on this skill's SKILL.md and metadata

How does pi-context-pipeline orchestrate finder and librarian?

Pi-context-pipeline combines file discovery with optional GitHub research to assemble a lean context pack and ready-to-use coding prompt. It routes scoped queries through local scouting and optional external research, producing cited artifacts that narrow focus and streamline the handoff to code changes.

What is pi-context-pipeline's main workflow before coding?

Pi-context-pipeline prepares focused context and a kickoff prompt before you start code changes. It orchestrates local and optional GitHub research to narrow scope, then generates a compact context pack with cited files and line numbers—all designed to create clean coding handoff artifacts that avoid unrelated context.

How do I use pi-context-pipeline for coding prep?

Pi-context-pipeline accepts a scoped query and optional repo hints. It performs local file discovery first, then optionally conducts GitHub research to refine results. The pipeline outputs a compact context pack with specific file citations and line numbers, plus a ready-to-use kickoff prompt tailored to your coding task.

What does pi-context-pipeline output as artifacts?

Pi-context-pipeline produces a compact context pack containing cited files with line numbers, a focused kickoff prompt, and optional GitHub scout reports. These artifacts are designed to narrow your scope and avoid unrelated context, making the handoff to actual code changes clean and efficient.

Can pi-context-pipeline narrow context files by scope hints?

Yes. Pi-context-pipeline accepts scope hints and parameters to narrow which files and GitHub resources it considers. By combining local discovery with optional external research, it filters results to only the most relevant context, helping you avoid unrelated files and focus on what matters for your coding task.

How does pi-context-pipeline combine pi-finder and pi-librarian?

Pi-context-pipeline integrates pi-finder for local file discovery and pi-librarian for optional GitHub research as a comprehensive pre-coding analysis layer. This dual approach ensures both your local codebase and external references are scanned, then synthesized into a single lean context pack with clear citations.

SKILL.md

Rendered from the published skill. Quoted content, verbatim.

Pi-context-pipeline

Purpose

Orchestrate pi-finder and optional pi-librarian to produce a compact context pack and Codex kickoff prompt before coding.

Routing

  • Use when: Use when users want a Finder plus Librarian pre-coding pipeline that narrows context and prepares a coding handoff prompt.
  • Do not use when: Do not use for direct coding changes that are already scoped to a few known files.
  • Outputs: A local scout report, optional GitHub scout report, a compact context pack, and a Codex kickoff prompt under {artifactDir}.
  • Success criteria: Produces focused artifacts with cited files/lines and a clean coding handoff that avoids unrelated context reads.

Trigger Examples

Positive
  • Use the pi-context-pipeline skill for this request.
  • Help me with pi-context-pipeline.
  • Use when users want a Finder plus Librarian pre-coding pipeline that narrows context and prepares a coding handoff prompt.
  • Pi-context-pipeline: provide an actionable result.
Negative
  • Do not use for direct coding

(truncated - see the full file via the links below)

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resources/skills/pi-context-pipeline/SKILL.md

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Tags
context-preparationpre-coding-workflowcode-handoffscope-narrowingartifact-generationgithub-integrationprompt-engineeringlocal-scoutingfile-citation