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knowledge-extractor

Extract reusable toolkit artifacts from completed project knowledge.

Updated Apr 29, 2026
Search Tags:#templates#swarm#artifacts#toolkit#knowledge-extraction#decontextualization
One-click install
npx skills add https://github.com/djd1m/2026-PU-APR-LESSON-05-instanly-01 --skill knowledge-extractor-djd1m
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: knowledge-extractor
Source: https://github.com/djd1m/2026-PU-APR-LESSON-05-instanly-01/tree/main/.claude/skills/knowledge-extractor
Command: npx skills add https://github.com/djd1m/2026-PU-APR-LESSON-05-instanly-01 --skill knowledge-extractor-djd1m

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Systematically converts project-specific know-how—code patterns, lessons, and practices—into reusable toolkit artifacts that can be reused across future projects.

Core Features & Use Cases

  • Dual extraction modes: continuous marker harvesting during work and dedicated harvest sessions after sprint completion.
  • Swarm-based extraction across artifact categories (skills, commands, hooks, rules, templates, patterns, snippets) for faster coverage.
  • Decontextualization and templating to produce generalized artifacts with provenance (source, date, version).
  • Artifact templating and maturity tracking to support incremental adoption across projects.

Quick Start

Run a harvest session on the current project to generate generalized toolkit artifacts.

Frequently Asked Questions about knowledge-extractor

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

FAQPage Schema
How do I extract reusable code patterns from a completed software project?▼

You can extract reusable code patterns by running a dedicated harvest session on your completed project to generate generalized toolkit artifacts like skills, commands, rules, and templates ready for future reuse.

What is decontextualization when creating reusable development templates?▼

Decontextualization removes project-specific details from extracted code patterns and practices, ensuring the resulting toolkit artifacts are generalized and broadly applicable across any tech stack or future project type.

Can I continuously harvest knowledge during active development instead of post-sprint?▼

Yes, continuous marker harvesting mode runs alongside your active development to capture patterns, lessons, and practices incrementally as they emerge, complementing dedicated post-sprint harvest sessions.

Does swarm-based extraction work for generating different types of toolkit artifacts?▼

Swarm-based extraction deploys multiple agents to cover various artifact categories simultaneously, rapidly generating hooks, snippets, rules, and templates from your project knowledge base.

What is the best way to track versioning and provenance for extracted code snippets?▼

Track versioning and provenance using built-in artifact templating, which records source, date, and version metadata to support incremental adoption and maturity tracking across projects.

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