Exposes each stage of the Champollion sulcal embedding pipeline as MCP tools, enabling agents to run, monitor, and debug the pipeline without manual shell commands.
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process.env. You'll be asked to provide them before it can run.CHAMPOLLION_PIPELINE_DIR— Absolute path to the champollion_pipeline repo Falls back to ../champollion_pipeline relative to this packageHF_TOKEN— HuggingFace token Passed through only to the embeddings and streaming stages; stripped from every other stage's subprocess environment[](https://m8ven.ai/mcp/barthelemy-drabczuk-champollion-sulcal-mcp-t0jwwc)