Extracts durable workflow preferences and project conventions from a session, then proposes the smallest valid update to global or project CLAUDE.md files. Trigger when the user asks to remember rules, when repeated preference patterns appear, or at session end for non-trivial sessions.v1.0.3

A new developer joins a team and sets up their development environment. As they work, they repeatedly correct the AI's output format and tool usage, which the skill captures and updates the CLAUDE.md to align with the team's conventions. Future sessions start with the correct preferences, reducing friction.

During code review, a senior developer consistently asks for specific naming patterns and architecture styles. The skill detects these repeated corrections and records them as project rules in CLAUDE.md, ensuring the AI adheres to the team's coding standards in subsequent tasks.

At the end of a long debugging session, the skill analyzes the conversation for stable workflow preferences, such as preferring a specific testing framework or avoiding certain debugging tools. It proposes updates to CLAUDE.md, improving future sessions without explicit user request.

A user tells the AI, 'Remember to always use British English spellings and avoid summarizing at the end.' The skill immediately captures this as a stable rule in the global CLAUDE.md, ensuring consistency across all future sessions.

A user realizes that a previous rule about output format is no longer optimal and says, 'Actually, stop using bullet points, use tables instead.' The skill marks the old rule as corrected with a date, adds the new rule as stable, and prevents the AI from reverting to the old behavior.

Offer the skill as a free plugin for popular AI coding tools like Claude, with basic rule learning. Premium tier adds multi-project management, advanced deduplication, and integration with team workflow tools.

Provide the skill as part of an enterprise AI customization package, tailoring CLAUDE.md rules for large teams to enforce coding standards, compliance, and project-specific conventions across the organization.

Create a marketplace where users can share and sell curated sets of rules (e.g., for React projects or data science workflows). The skill can import these profiles, accelerating setup for new projects.