What is the primary purpose of this skill?

It analyzes your current development session to identify patterns and preferences that should be saved to your project's CLAUDE.md file for future reference.

Where are the learnings saved when using the --save flag?

Learnings are saved as timestamped markdown files within the ~/.claude/learnings/ directory on your local machine.

How does it know what to suggest?

The skill looks for instances where you corrected Claude, explicit preferences you stated (e.g., 'Always use snake_case'), and repeated patterns in the code you just wrote.

Does it automatically modify my CLAUDE.md file?

No, it generates a proposal first. You can then review the suggestions and choose to have Claude help you edit the file or copy them manually.

Project Learning Optimizer

Name: Project Learning Optimizer
Author: jpoutrin

byjpoutrin

•

Productivity & Workflow

Captures and documents project-specific conventions and patterns from active coding sessions to improve future AI interactions.

The Project Learning Optimizer bridges the gap between active development and long-term project intelligence by analyzing your conversation history with Claude. It identifies specific architectural decisions, naming conventions, and workflow preferences that emerged during your session and generates a structured proposal for your CLAUDE.md file. This ensures that future sessions remain aligned with your unique standards, preventing repetitive corrections and maintaining high consistency across your codebase.

Key Features

01Automated session retrospection to identify recurring code patterns

02Categorized learning proposals covering architecture, testing, and conventions

03Intelligent comparison with existing CLAUDE.md and CLAUDE.local.md files

04Interactive integration steps to quickly update project documentation

05Persistent storage of proposals using the --save flag for later review

068 GitHub stars

Use Cases

01Reducing repeated AI corrections by documenting preferred tool configurations

02Standardizing architecture patterns after a major feature implementation

03Codifying tribal knowledge and project-specific rules for team consistency

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jpoutrin/product-forge propose-project-learning

For use in Claude.ai and ChatGPT

Download Skill