How does this improve developer productivity?

By formalizing discovery, it ensures that once a solution is found, it is encoded into the system so the developer never has to solve the same process problem twice.

When should a pattern be a Skill versus a Workflow?

A pattern should be a Skill if it's knowledge Claude should apply automatically, whereas it should be a Workflow if it's a specific action the user must explicitly invoke.

What are State Helpers in this context?

State Helpers are components that run automatically based on events or state changes, like validation scripts or post-work triggers, rather than waiting for user input.

What does Discovery Craft actually do?

It acts as a meta-tool that watches your engineering process to find repeatable patterns, helping you turn those patterns into permanent Claude Code plugins and commands.

Discovery Craft: Engineering Pattern Extraction

Name: Discovery Craft: Engineering Pattern Extraction
Author: mberto10

bymberto10

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生产力与工作流

Analyzes engineering sessions to identify, extract, and modularize repeatable patterns into structured skills, workflows, and agents.

Discovery Craft is a specialized capability for Claude Code designed to transform the 'head-knowledge' of developers into durable, modular components. By analyzing engineering work sessions through a subsystem-aware lens, this skill identifies repeatable procedures and applies a rigorous decision matrix to determine the best implementation path—whether it's a knowledge-based Skill, a user-invoked Workflow, an autonomous Agent, or an event-driven State Helper. It ensures that engineering excellence is captured systematically, preventing the loss of domain expertise and accelerating the development of custom automation within any codebase.

主要功能

01Structured specification generation for new plugin components

021 GitHub stars

03Exaptation scanning to find general patterns in specialized code

04Automated modularizability and value assessment

05Component selection matrix for Skills, Workflows, and Agents

06Subsystem-aware pattern extraction and analysis

使用场景

01Identifying complex subtasks suitable for delegation to autonomous AI agents

02Extracting domain-specific architectural knowledge into a loadable Claude Skill

03Converting a recurring manual refactoring process into a reusable /command

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add mberto10/mberto-compound compound-engineering-discovery-craft

For use in Claude.ai and ChatGPT

主要功能

01Structured specification generation for new plugin components

021 GitHub stars

03Exaptation scanning to find general patterns in specialized code

04Automated modularizability and value assessment

05Component selection matrix for Skills, Workflows, and Agents

06Subsystem-aware pattern extraction and analysis

使用场景

01Identifying complex subtasks suitable for delegation to autonomous AI agents

02Extracting domain-specific architectural knowledge into a loadable Claude Skill

03Converting a recurring manual refactoring process into a reusable /command

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add mberto10/mberto-compound compound-engineering-discovery-craft

For use in Claude.ai and ChatGPT