Few Shot Editor
ProA few-shot example manager — paired input/output cards you add, duplicate, drag-reorder and switch off, with per-example and total token estimates against a budget, and gentle hints for blank outputs and near-duplicate inputs.
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This component is part of Pro
The install command, prompt and concept map are included with a Pro license — one purchase unlocks every Pro component, forever.
Tokenizer Preview
A tokenizer playground for input text — alternating-tinted token chunks from a deterministic built-in splitter or your own, token/char/word counts, a live cost estimate at an editable per-Mtok rate, and markers for whitespace and unusually long tokens.
Embedding Map
A 2-D embedding scatter in pure SVG — clusters carried by chart token and mark shape, centroid names that yield instead of overlapping, a query wired to the retriever's own ranking, and four data states.