regulatory-templates-gate1

Map regulatory template placeholders to backend data sources by applying dictionary-first discovery, querying MCP schemas, and interactively validating mappings to output an approved YAML dictionary with metadata.

Interactive validation for regulatory field mapping guides user approval for each placeholder by providing top suggestions and transformation options, enforcing confidence thresholds to meet Gate 1 pass criteria.

Enforce snake_case naming and domain-specific data source prefixes during the field mapping process by applying built-in compliance controls that validate naming conventions before saving the approved dictionary.

Yes, dictionary-first discovery checks local dictionaries before querying MCP schemas, ensuring existing mappings are prioritized and newly approved mappings are saved as YAML files.

Gate 1 compliance mapping supports confidence scoring by enforcing threshold requirements during the interactive validation of each mapped placeholder, ensuring auditable data lineage for backend sources.

Validating regulatory template mappings before generating a YAML dictionary prevents downstream compliance errors by ensuring all field mappings meet confidence thresholds, naming conventions, and mandatory validation rules.