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The suite is six tools sharing one in-memory workspace: five composers (dialects, vocabularies, communities, recommendations, and a lens uploader) plus a Lexicon Browser. Imports in one tool feed suggestions in the next.

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Each editor has the same import and export shape: paste an at-uri, drop a JSON file, or pick a bundled fixture to start. Then download the record JSON, copy an idiolect-cli invocation, or sign in and publish to your PDS.

Lexicon validation runs through panproto live in the editor, so panproto's atproto-lexicon parser flags issues before you publish.