ParrotFlow: bilingual layer for coding agents

Let developers talk to coding agents in Chinese while keeping English context

Problem

The community recommends communicating with coding agents in English, and some believe using Chinese may increase the risk of Claude account bans. Developers who think in Chinese either translate manually, losing nuance, or use disconnected translation plugins.

Solution

A bidirectional translation layer inside coding agents like Claude Code and Codex: Chinese input becomes idiomatic English prompts, while English replies are translated back to Chinese in real time. Code blocks, file paths, and commands stay untouched, with a glossary for project terms.

Users

Chinese-speaking developers who rely on English-first coding agents such as Claude Code, Codex, and Cursor.

MVP

Plugin/extension for Claude Code and Codex; Chinese-to-English prompt conversion; English-to-Chinese reply translation; code blocks and paths preserved; user-defined glossary.

Revenue

Free basic tier; subscription for glossary sync, shared team vocabularies, and multi-agent support.

Why now

Coding agents are now a mainstream workflow, and the language gap forces non-English developers to trade efficiency for account safety.