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AI assistants often struggle with remembering specific coding conventions, leading to repetitive corrections from developers. MCP Standards solves this by creating a self-learning system that observes your explicit corrections and implicit rejections. After just a few instances, it automatically detects patterns, promotes them to preferences with confidence scoring, and updates your AI's configuration files like CLAUDE.md. This ensures your AI assistant adheres to project-specific standards, tool preferences, and workflow patterns without constant manual retraining, dramatically improving developer productivity and code quality, all while operating 100% locally with robust security features.