Mcp Compliant Translation Service Exposure

via “mcp server interface for llm-native document translation”

[EMNLP 2025 Demo] PDF scientific paper translation with preserved formats - 基于 AI 完整保留排版的 PDF 文档全文双语翻译，支持 Google/DeepL/Ollama/OpenAI 等服务，提供 CLI/GUI/MCP/Docker/Zotero

Unique: Implements full MCP server protocol (pdf2zh/mcp.py) with resource and tool schemas, allowing LLMs to treat PDF translation as a native capability rather than external API — enables agentic workflows where document translation is a first-class operation alongside reasoning and planning

vs others: More integrated than REST API approaches by leveraging MCP's native LLM tool calling; more flexible than single-LLM plugins by supporting any MCP-compatible application