UCP Translate

AI agents can now delete files, send messages, spend money, and publish content on your behalf. UCP Translate is the missing translation layer that tells you, in plain English, exactly what you're telling an AI to do — and exactly what an AI just did or is about to do. Two directions, one job: Human → AI: Type a plain-English instruction. See it compiled into a clear, step-by-step action plan before anything executes — no more guessing what an AI "understood." AI → Human: Paste any AI tool-call log, script, or JSON action plan. Get a plain-English explanation of what it actually does. Built-in risk flags: Every translation is checked for irreversible actions (deletions, payments, public posts) and overly broad scope ("delete all," "every file") — so you catch problems before they happen, not after. Why it matters: As AI agents take on more real-world tasks, the gap between "what I said" and "what it does" is where trust breaks down. UCP Translate closes that gap with one simple, focused tool. Built on the Universal Command Protocol (UCP) — a system designed to turn natural language into deterministic, auditable action plans. Features: Two-way AI ↔ human translation Step-by-step deterministic action plans Automatic risk-flag detection for irreversible or broad-scope actions Personal translation history/ledger Simulated efficiency scoring (token/latency savings vs. raw AI pipelines) Free to start. Upgrade for unlimited translations, full history, and export. What's New (v1.0) First release: two-way AI/human translation, risk flagging, tap-to-try examples, and local history. Screenshot Captions See exactly what your AI is about to do — before it does it. Type in plain English. Get a deterministic action plan. Paste any AI log or script. Get a plain-English explanation. Risk flags catch irreversible actions before they happen. Built on UCP — the Universal Command Protocol.