resume-cn-career
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@resume-cn-careerGenerate a Chinese resume for a fresh graduate applying for a software engineer role."
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
resume-cn-career
中文简历生成与优化 skill,覆盖校招、社招、资深/管理岗、转行与中英双语投递场景。
能力概览
简历生成:按人群分流生成可投递版本
简历优化:对照 JD 做关键词与证据重排
ATS 自检:检查格式和关键词覆盖风险
PDF 导出:输出可复制文本、中文不乱码 PDF
Related MCP server: matchcv-mcp
目录结构
SKILL.md:主入口与流程分流
mcp_resume_cn_career.py:MCP 服务器,封装 generate / optimize / ats_check / export_pdf 四个动作
references/:模板、最佳实践、评分清单、ATS 指南
scripts/generate_resume_pdf.py:PDF 生成脚本
examples/:示例输入 JSON(脱敏)
tests/:最小测试
快速开始
安装 Python 依赖(仅需 reportlab)
python -m pip install -r scripts/requirements.txt生成中文简历 PDF
python scripts/generate_resume_pdf.py --input examples/chinese_resume.json --output outputs/张三_高级软件工程师_2026.pdf --format chinese生成双语简历 PDF
python scripts/generate_resume_pdf.py --input examples/bilingual_resume.json --output outputs/ZhangSan_Senior_Engineer_2026.pdf --format bilingualMCP 服务器用法
安装依赖:
python -m pip install mcp本地启动 MCP 服务器:
python mcp_resume_cn_career.pyClaude Desktop 配置示例(claude_desktop_config.json):
{
"mcpServers": {
"resume-cn-career": {
"command": "python",
"args": ["path/to/mcp_resume_cn_career.py"],
"cwd": "path/to/resume-cn-career"
}
}
}工具 resume_skill 支持四个动作:
action | 说明 |
| 生成结构化简历草稿 |
| 按 JD 做关键词与证据重排 |
| 静态 ATS 检查(分数、问题、关键词覆盖率) |
| 导出可复制文本、中文不乱码的 PDF |
输入格式说明
format:chinese或bilingualcontact: 必填,包含姓名、联系方式等summary: 中文版摘要(chinese 模式)sections: 中文版结构化段落(chinese 模式)zh/en: 双语模式下分别提供摘要和段落
详细字段见 examples 目录中的示例文件。
兼容性
Windows 环境优先使用系统中文字体(微软雅黑/宋体/黑体)
如果系统字体不可用,会回退到 CJK 字体
JSON 读取支持 UTF-8 与 UTF-8 BOM
测试
python -m pip install pytest mcp reportlab
python -m pytest tests/注意事项
简历内容必须真实,不编造经历、学历、证书与指标
导出前建议先按 references/analysis-checklist.md 完成自检
针对每个 JD 产出定制版,不要一版通投
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