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    • A
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      Enables analysis of documents far larger than an LLM's context window by having the model emit constrained symbolic S-expression commands that a logic engine validates and executes against the document. Results and agent context are stashed server-side behind compact handles and memos, so large arrays and text blobs never have to be roundtripped through the prompt.
      4 npm
      MIT
    • F
      license
      Not graded
      quality
      A
      maintenance
      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.
      4 npm
      -
    • A
      license
      Not graded
      quality
      A
      maintenance
      Enables analysis of documents far larger than an LLM's context window by having the model emit constrained symbolic commands that a logic engine parses, type-checks, and executes over the full text, returning compact handle stubs instead of bulk data. Also lets agents stash context server-side as memos and expand them on demand, cutting token usage across long sessions.
      4 npm
      MIT
    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables analysis of documents far larger than an LLM's context window by having the model emit constrained symbolic S-expression commands that are validated and executed server-side, with large result sets and stashed context kept behind compact handle stubs rather than roundtripped as full text. Supports recursive sub-queries and memo storage so agents can search, filter, aggregate, and recall document content token-efficiently.
      4 npm
      -
    • A
      license
      Not graded
      quality
      A
      maintenance
      Enables querying and analyzing documents far larger than an LLM's context window by having the model emit constrained symbolic S-expression commands that a logic engine validates and executes, rather than generating arbitrary code. Server-side handle and memo storage keeps token usage low while supporting recursive sub-queries, multi-document context selection, and introspection of bound results.
      4 npm
      MIT
    • A
      license
      Not graded
      quality
      A
      maintenance
      Enables token-efficient analysis of documents far larger than an LLM's context window by executing type-checked symbolic S-expression commands over server-side, handle-backed results instead of raw text. It also lets agents stash context in server-side memos that can be expanded later, avoiding repeated roundtrips of large text blobs.
      4 npm
      MIT

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