<h3 align="center"><i>The GenAI-powered toolkit for automated data intelligence.</i></h3>
The GenAI-powered toolkit for automated data intelligence.
Intugle’s GenAI-powered open-source Python library builds a semantic data model over your existing data systems. At its core, it discovers meaningful links and relationships across data assets — enriching them with profiles, classifications, and business glossaries. With this connected knowledge layer, you can enable semantic search and auto-generate queries to create unified data products, making data integration and exploration faster, more accurate, and far less manual.
The toolset is worth reading before you wire it up, because it tells you what the integration is really for:
Installation — For Windows and Linux, you can follow these steps. For macOS, please see the additional steps in the macOS section belowmacOS — For macOS users, you may need to install the libomp library:Configuration — Before running the project, you need to configure a LLM. This is used for tasks like generating business glossaries and predicting links betweenUsage — Once you have built the semantic model, you can use the search method to perform a semantic search. The search function returns a pandas DataFrameConfiguration is passed through the environment: LLM_PROVIDER, OPENAI_API_KEY. Treat anything key-shaped as a real credential — scope it to the minimum the server needs, and rotate it if it ever lands in a shared config.
The server ships on PyPI as uvx, so your MCP client can launch it on demand — there is no separate build step. Add the server block to your client's configuration, restart it, and the tools register themselves.
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{
"mcpServers": {
"data-tools": {
"command": "uvx",
"args": ["uvx"],
"env": {
"LLM_PROVIDER": "your-value",
"OPENAI_API_KEY": "your-value"
}
}
}
}Add to claude_desktop_config.json, then restart Claude Desktop.
| Variable | Description | Required |
|---|---|---|
| LLM_PROVIDER | Configuration value read at startup. | Optional |
| OPENAI_API_KEY | Credential the server authenticates with. | Yes |
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