Ai Toolbox
FreeNot checkedLocal-first MCP server: 17 AI tools + 5 system endpoints for Claude & Cursor, powered by Ollama — all inference on-device, no API key, no data egress.
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Local-first MCP server: 17 AI tools + 5 system endpoints for Claude & Cursor, powered by Ollama — all inference on-device, no API key, no data egress.
README
将万和AI工具箱(Wanhe AI Tools)的 17 个 AI 工具 + 5 个系统接口(22 路由)封装为标准 MCP (Model Context Protocol) Server,Claude Desktop / Cursor 等 AI 代理可直接调用本地 AI 能力。
✨ 特性
- 本地推理:基于本地 Ollama(qwen3 系列),无云端调用。
- 数据不出本机:所有推理在本地完成,隐私安全
- 17 个 AI 工具:摘要/翻译/审查/分类/RAG/对比/批处理/情感/FAQ/差异/会议纪要/数据提取/改写/对话等
- 即插即用:配置一次即可被 Claude Desktop / Cursor 发现调用
📦 安装
pip install mcp fastmcp httpx requests
python mcp_server.py
若未安装
mcp库,脚本自动降级为内置 stdio JSON-RPC 实现(功能相同)。
⚙️ Claude Desktop 配置
编辑 claude_desktop_config.json:
{
"mcpServers": {
"ai-toolbox": {
"command": "python",
"args": ["/path/to/mcp_server.py"]
}
}
}
重启 Claude Desktop 后即可在工具列表中看到 ai-toolbox 的 17 个 AI 工具。
🛠 支持的 22 个接口
AI 工具(17):summarize(摘要)/ translate(翻译)/ review(审查)/ classify(分类)/ rag_query(知识库问答)/ rag_upload(知识库上传)/ compare(对比)/ batch(批处理)/ keywords(关键词)/ batch_summarize(批量摘要)/ sentiment(情感分析)/ faq_generate(FAQ生成)/ diff(差异)/ meeting_minutes(会议纪要)/ data_extract(数据提取)/ paraphrase(改写)/ chat(对话)
系统接口(5):health / pricing / stats / orders / root
💰 定价
- MCP Server 订阅:¥49/月
- 前往 https://wanhetools.top/developer 订阅,或 https://wanhetools.top/pay 选择服务
- 本地推理,无云端调用
📄 文件
mcp_server.py— MCP Server 主程序mcp_config.json— 配置文件(toolbox 地址/端口/安装指南)README.md— 本说明
Installing Ai Toolbox
This server has no published package — it is built from source. Open the repository and follow its README.
▸ github.com/Wh-bi/ai-toolbox-mcpFAQ
Is Ai Toolbox MCP free?
Yes, Ai Toolbox MCP is free — one-click install via Unyly at no cost.
Does Ai Toolbox need an API key?
No, Ai Toolbox runs without API keys or environment variables.
Is Ai Toolbox hosted or self-hosted?
Self-hosted: the server runs locally on your machine via the install command above.
How do I install Ai Toolbox in Claude Desktop, Claude Code or Cursor?
Open Ai Toolbox on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.
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