Automates AI assistants learning from user corrections to continuously update their configuration and adhere to preferred coding standards.
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.