"author:Asli179" matching MCP servers:

Enables analysis of documents far larger than an LLM's context window without vector databases or chunking, by having the model emit constrained symbolic S-expression commands that a logic engine parses, validates, and executes over the source text. Handle-based in-memory storage and server-side memo pads keep results and stashed context as compact stubs, cutting token usage dramatically while supporting recursive sub-queries over chunks.