Does it overwrite my existing CLAUDE.md documentation?

No, the skill is designed to only append new, non-redundant insights under the most relevant sections, preserving your existing guidance.

How do I trigger the Memorize skill in Claude Code?

You can activate it by using commands or phrases like 'memorize', 'save learning', or 'remember this pattern' after a task or reflection.

What is the primary purpose of the Memorize skill?

It captures specific, actionable technical insights from current tasks and saves them to CLAUDE.md so future AI agents can follow the same rules and patterns automatically.

Can I preview changes before CLAUDE.md is updated?

Yes, by using the --dry-run argument, you can see exactly which insights the skill extracted without actually writing to the file.

What criteria does the skill use to select insights?

It prioritizes insights that are specific, actionable, evidence-backed, generalizable to the whole repo, and non-redundant.

Project Insight Curation

Name: Project Insight Curation
Author: krzemienski

bykrzemienski

0•

Learning & Documentation

Extracts and saves actionable technical learnings into CLAUDE.md to provide durable project-specific guidance for AI agents.

The Memorize skill enables Claude Code to transform ephemeral task reflections into permanent, high-value documentation within your CLAUDE.md file. By analyzing recent work, critique results, and developer decisions, it distills specific, evidence-backed insights—such as API quirks, structural patterns, and project-specific constraints—into imperative rules. This ensures that every lesson learned during development becomes part of the project's long-term memory, preventing recurring mistakes and specializing the AI agent's performance for your specific codebase.

Key Features

01Imperative rule formatting for optimized future AI agent performance

02Automated extraction of actionable insights from task history and reflection results

03Filtering logic to prevent redundant, vague, or ephemeral documentation entries

040 GitHub stars

05Dry-run support to preview documentation updates before committing changes

06Intelligent categorization and appending of rules to relevant CLAUDE.md sections

Use Cases

01Capturing domain-specific business rules that are not immediately obvious from the code structure

02Saving structural patterns for recurring bug fixes to prevent future regressions

03Documenting unique API authentication flows or rate limit handling discovered during development

Key Features

01Imperative rule formatting for optimized future AI agent performance

02Automated extraction of actionable insights from task history and reflection results

03Filtering logic to prevent redundant, vague, or ephemeral documentation entries

040 GitHub stars

05Dry-run support to preview documentation updates before committing changes

06Intelligent categorization and appending of rules to relevant CLAUDE.md sections

Use Cases

01Capturing domain-specific business rules that are not immediately obvious from the code structure

02Saving structural patterns for recurring bug fixes to prevent future regressions

03Documenting unique API authentication flows or rate limit handling discovered during development