Does it clean the extracted data for better processing?

Yes, it automatically removes markdown artifacts like backticks from file paths, trims whitespace, and preserves necessary newlines to ensure the data is ready for use in CLI tools.

Which Flowspec commands rely on this skill?

This skill is a core component of the Flowspec ecosystem, primarily invoked by the /flow:implement, /flow:generate-prp, and /flow:validate commands.

Can I use this with custom PRD templates?

Yes, as long as your PRD includes a '## All Needed Context' header and follows the standard markdown table formats for subsections like Code Files or Gotchas.

How does the Context Extractor handle missing PRD sections?

The skill is designed to be robust; if a section or table is missing or empty, it returns an empty array for that specific category, ensuring the JSON structure remains consistent for downstream tools.

PRD Context Extractor

Name: PRD Context Extractor
Author: jpoley

byjpoley

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생산성 및 워크플로

Parses Product Requirements Documents (PRDs) to extract structured implementation context for AI-driven development workflows.

The Context Extractor is a specialized tool for Claude Code designed to bridge the gap between human-readable requirements and machine-executable tasks. It automatically parses the 'All Needed Context' section of PRD files, converting markdown tables into structured JSON containing code references, documentation links, implementation examples, potential gotchas, and external system dependencies. This structured output ensures that Claude has all necessary background information for implementation, validation, and pull request preparation, significantly reducing manual context gathering and improving the accuracy of AI-generated code.

주요 기능

01Automated parsing of Markdown tables into machine-readable JSON

02Robust error handling for malformed tables or missing document sections

03Priority-based extraction of relevant source code files and documentation

04Seamless integration with /flow:implement and /flow:validate commands

058 GitHub stars

06Identification of 'Gotchas' and prior failures to prevent technical debt

사용 사례

01Validating that all referenced files and external systems in a requirement doc exist

02Generating comprehensive context bundles for complex feature implementation

03Automating the ingestion of project context from PRDs into AI coding assistants

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jpoley/flowspec context-extractor

For use in Claude.ai and ChatGPT

Download Skill