An MCP Context Provider is a static MCP server that loads tool-specific context files from the /contexts directory and injects them into Claude Desktop at startup to prevent context loss across chat sessions. It serves as a central, persistent neural core, preserving per-tool rules, syntax preferences, and best practices, so conversations stay consistent across restarts. The server automatically discovers and loads context files (e.g., dokuwiki_context.json, terraform_context.json, azure_context.json, git_context.json, general_preferences.json) and exposes tool-specific rules and syntax mappings to all chats. It provides a suite of tools for interacting with and evolving context: core tools such as get_tool_context, get_syntax_rules, list_available_contexts, apply_auto_corrections; session management tools like execute_session_initialization and get_session_status; dynamic context management tools to create and update context files and add context patterns; and intelligent learning tools to analyze context effectiveness, suggest optimizations, provide proactive suggestions, and auto-optimize contexts. In phase 3, the system integrates with mcp-memory-service for persistent learning, memory-driven insights, and team knowledge propagation. The MCP Context Provider is available as a distributable DXT package or installable from source, designed for scalable, enterprise deployments with environment- and version-controlled configuration.