from app.classification.decision import classify_document from app.orchestration.context_resolver import resolve_context def test_invoice_classification(embedded_mcp_servers): # Ensure MCP context is loaded context = resolve_context( text="Invoice for Q4 2025 total amount $4,500", metadata={"department": "finance"} ) result = classify_document( text="Invoice for Q4 2025 total amount $4,500", context=context ) assert result.label == "finance.invoice" assert result.confidence > 0.5 assert result.abstained is False def test_abstention_logic(embedded_mcp_servers): context = resolve_context( text="Random unrelated text with no meaning", metadata={} ) result = classify_document( text="Random unrelated text with no meaning", context=context ) assert "confidence" in result.__dict__