by GGGODLIN · Claude Skill · ★ 107
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cc-translate-proxy 讓 Claude Code 用英文跟 Anthropic 對話、你用繁中讀寫的 sidecar 翻譯 proxy。 為什麼做這個 兩件事讓我覺得值得寫個 sidecar： Claude Code 用英文比中文穩。Anthropic 自家 multilingual benchmark 顯示 Sonnet 4.5 中文（簡）對英文 MMLU 是 96.9%；最近一篇 vibe coding 實測論文 也指出中文 prompt 的問題解決率比英文低 4.5–9.9 個百分點。同樣語意中文 token 數還更多（Petrov et al. 2023 量過跨語 token 數可差 15x）。再加上 cc 會跟著「最後一句的語言」調整輸出，中英混打很容易把整段對話拉進中文模式。 Sonnet 偶爾會自己切到韓文 / 日文。這是已知 bug，繁中使用者在 #30025（中文中突切韓文）跟 #46846（CLAUDE.md 明寫繁中仍回日文）都有重現案例。光靠 prompt / CLAUDE.md 提醒治不住。 這個 proxy 介在 cc 跟 中間：你打的繁中先翻成英文再送過去；模型回的英文一邊原樣回 cc，一邊翻成繁中渲染在本機網頁上。CC 那邊的對話 100% 英文（便宜、穩定、不會自己切日韓文），你這邊讀到的 100% 繁中。 截圖 上半部是 cc-translate-proxy 的本機繁中 render（瀏覽器 ），下半部是 cc TUI 看到的英文版對話 — 同一輪對話、不同語言視角。網址 是本機隱藏底部 statusline 用的截圖模式 query。 運作方式 使用前須知 你的 prompt 跟 cc 回覆會送給第三方 LLM（預設 Gemini Flash）做翻譯。含敏感內容的 session 不要開。 本機會留兩份對話落檔：audit log（翻譯前後的完整
| Stars | 107 |
| Forks | 10 |
| Language | Python |
| Category | Claude Skill |
| License | MIT |
| Quality Score | 67.5715689495916/100 |
| Last Updated | 2026-06-25 |
| Created | 2026-05-02 |
| Platforms | claude-code, python |
| Est. Tokens | ~14k |
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cc-translate-proxy is Type 中文, CC sees English. Sidecar i18n proxy for Claude Code.. It is categorized as a Claude Skill with 107 GitHub stars.
cc-translate-proxy is primarily written in Python. It covers topics such as anthropic, chinese, claude-code.
You can find installation instructions and usage details in the cc-translate-proxy GitHub repository at github.com/GGGODLIN/cc-translate-proxy. The project has 107 stars and 10 forks, indicating an active community.
cc-translate-proxy is released under the MIT license, making it free to use and modify according to the license terms.
The top alternatives to cc-translate-proxy on Agent Skills Hub include awesome-claude-code, jta, claude-code-mastery. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.