Artificial intelligence enabled recording of operational events using grammar-based parse trees and context-optimized documentation

A computer-implemented method for artificial intelligence (AI) assisted recording of operational events, the method comprising:

• receiving an activity feed;
• inputting the activity feed to an input preprocessor to create a preprocessed input stream;
• inputting the preprocessed input stream to a grammar engine comprising a parser that enforces a plurality of predefined syntactic rules to parse the preprocessed input stream, wherein the grammar engine is configured and disposed to generate an initial parse tree, wherein the initial parse tree is based on operational activity;
• providing the initial parse tree to a Model Context Protocol (MCP) server, wherein the MCP server executes one or more MCP tools;
• executing an AI agent, wherein the AI agent is configured to monitor operational activity, and analyze the initial parse tree to detect documentation gaps;
• generating one or more grammar-compliant insertions based on the detected documentation gaps;
• and
• creating a real-time parse tree by copying the initial parse tree;
• and
• updating the real-time parse tree to include the one or more grammar-compliant insertions in an operational notes file structure.

A non-transitory computer-readable medium comprising programming instructions for an electronic computation device executable by one or more processors to cause the electronic computation device to:

• receive an activity feed;
• input the activity feed to an input preprocessor to create a preprocessed input stream;
• input the preprocessed input stream to a grammar engine comprising a parser that enforces a plurality of predefined syntactic rules to parse the preprocessed input stream, wherein the grammar engine is configured and disposed to generate an initial parse tree, wherein the initial parse tree is based on operational activity;
• provide the initial parse tree to a Model Context Protocol (MCP) server, wherein the MCP server executes one or more MCP tools;
• execute an AI agent, wherein the AI agent is configured to monitor operational activity, and analyze the initial parse tree to detect documentation gaps;
• generate one or more grammar-compliant insertions based on the detected documentation gaps;
• create a real-time parse tree by copying the initial parse tree;
• and
• update the real-time parse tree to include the one or more grammar-compliant insertions in an operational notes file structure.