Nexus-MCP
Nexus-MCP ( Foundry-Reverse )
针对 Ollama 逆向工程优化的新型 Foundry MCP
这是 Azure AI Foundry MCP Server 的一个完全本地、开源的替代方案,完全由 Ollama 驱动。 无需 Azure 订阅,无需 API 密钥,无需云端支持。
功能特性
类别 | 工具 |
健康检查 |
|
模型管理 |
|
推理 |
|
评估 |
|
知识库 / RAG |
|
此外还包含 MCP 资源 (ollama://models, ollama://running, ollama://indexes) 和可重用的 提示词 (summarize, rag_answer, code_review)。
Related MCP server: mcplex
要求
快速开始
# 1. Clone
git clone https://github.com/deadSwank001/Foundry-Reverse.git
cd Foundry-Reverse
# 2. Copy and edit configuration
cp .env.example .env
# 3. Run the MCP server (stdio transport)
uv run foundry-reverseVS Code / Copilot 集成
将 mcp.json 复制到你的 VS Code 工作区 .vscode/mcp.json(或用户级 MCP 配置),然后重启 VS Code。
{
"mcpServers": {
"foundry-reverse": {
"command": "uv",
"args": ["run", "foundry-reverse"],
"env": {
"OLLAMA_BASE_URL": "http://localhost:11434"
}
}
}
}配置
变量 | 默认值 | 描述 |
|
| Ollama API 端点 |
|
| 请求超时时间(秒) |
|
| 用于嵌入的 Ollama 模型 |
| (第一个可用模型) | 用作评估器的 Ollama 模型 |
|
| 本地 RAG 存储路径 |
开发
# Install deps (including dev)
uv sync --all-groups
# Run tests
uv run pytest架构
src/foundry_reverse/
├── __init__.py # Package version
├── server.py # FastMCP server – all tools, resources, prompts
├── ollama_client.py # Async Ollama REST API client
├── evaluation.py # LLM-as-judge evaluation helpers
└── knowledge.py # In-memory vector store (cosine similarity + Ollama embeddings)与 Azure AI Foundry MCP 的对比
特性 | Azure Foundry MCP | Foundry-Reverse |
模型目录 | Azure AI 模型注册表 | 本地 Ollama 模型 |
推理 | Azure OpenAI / 无服务器 | Ollama ( |
嵌入 | Azure OpenAI 嵌入 | Ollama ( |
向量搜索 | Azure AI Search | 内存余弦相似度 |
评估 | Azure AI Evaluation SDK | 本地 LLM 作为评判者 |
认证 | Azure 服务主体 / 密钥 | 无(仅限本地) |
成本 | 按 Token 付费 | 免费 |
Maintenance
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