What embedding model does MCP SOP Server use?
The server uses `sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2` by default for Italian language support, configurable in `document_searcher.py`.
@dadapera
Basic information
A Model Context Protocol (MCP) server for accessing and searching Standard Operating Procedures (SOPs) with Italian language support.
Add this server to your MCP-compatible client using the configuration below.
{
"mcpServers": {
"mcp-sop-server": {
"command": "python",
"args": [
"-m",
"venv",
"venv"
]
}
}
}Tool list not available yet
This listing does not currently have a tool list to display. This does not mean the server has no tools; check its documentation for supported capabilities.
We auto-extract tools from the README. The maintainer can list them under a ## Tools heading to populate this section.
MCP SOP Server is a Model Context Protocol (MCP) server for accessing and searching Standard Operating Procedures (SOPs) with Italian language support. It provides AI agents with semantic search, category browsing, and procedural guidance using ChromaDB, Sentence Transformers, and RAG.
Install by cloning the repository, creating a Python virtual environment, installing dependencies from requirements.txt, and placing SOP documents (PDF/DOCX) in a sop_documents/ directory organized by category folders. Configure your MCP client (e.g., Claude Desktop) to point to the server’s main.py using the full path to the virtual environment’s Python executable. The server starts automatically by the client or manually with python main.py. Tools include search_sop_documents, get_sop_guidance, list_sop_categories, get_sop_by_category, refresh_sop_database, and get_server_status.
The server uses `sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2` by default for Italian language support, configurable in `document_searcher.py`.
Documents are indexed in a local ChromaDB database stored in the `chroma_db/` directory relative to the project root. Source SOPs must be placed in a `sop_documents/` folder organized by category.
PDF and DOCX files are supported. Additional formats can be added by extending the `DocumentProcessor` class.
Text chunking parameters (default 1000 characters with 200 overlap) can be changed in `src/mcp_sop_server/document_processor.py`.
The README describes only local MCP client configuration (e.g., Claude Desktop) via stdio transport. No authentication mechanisms or network transports are mentioned.
不止于 CSS
A curated list of references for MLOps
Free moving quotes for AI agents from Next Generation Movers, a licensed interstate mover (USDOT 3764697). US long-distance nationwide and local DC/MD/VA. Indicative ballpark price and booking options; optional $0.01 x40
PickFu MCP is a Model Context Protocol (MCP) server that connects AI assistants, developers, marketers, product managers, and AI agents to PickFu's consumer research platform. It enables users to create surveys, conduct
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
Comments