Plain Language Translator

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Plain Language Translator is an OpenClaw skill that rewrites dense legal, medical, financial, and government text at a reading level you choose — 6th, 8th, 10th, or 12th grade — without dropping a single date, dollar amount, obligation, or condition. It preserves a glossary of must-keep terms verbatim, generates a plain-language definition table, and explicitly flags clauses that resist simplification because the original is genuinely ambiguous.

What it does

• Rewrites each clause at the target reading level: shorter sentences, active voice, plain synonyms for jargon
• Preserves a user-defined glossary of terms that must not be paraphrased (defined contract terms, clinical terms, regulatory labels)
• Generates a side-by-side definition table — original term on the left, plain-language meaning on the right
• Flags clauses that cannot be simplified without introducing new ambiguity, with a note on why and a recommendation to seek expert review
• Handles legal, medical, financial, and government document domains, each with its own jargon patterns

What's in the package

• SKILL.md — the full workflow: reading level guide, glossary setup, section-by-section translation process, ambiguity flagging, and definition table format.

How it ships

Drop the folder into ~/.openclaw/skills/plain-language-translator/. Restart OpenClaw. Run /plain-language-translator or describe what you need — your agent picks it up.

Questions: hackedcubeapps@gmail.com (response within 48 hours).