Elevator pitch Move student and course records out of AUMS of Amrita with validated, auditable exports.
Industry Higher Education / EdTech
Problem
- Records in AUMS are hard to extract in consistent, portable formats.
- Manual migrations risk missing or mismatched student and course data.
Solution
- Map AUMS records to a standard schema, then validate each batch.
- Produce a reconciliation report showing exported, skipped, and flagged rows.
Tools (3–5 bullets — MCP tool concepts, not code)
list_aums_entities: Returns available AUMS data sets with record counts.export_aums_records: Takes entity name and filters; returns normalized record batches.validate_migration_batch: Takes batch ID; returns schema errors and duplicate flags.generate_reconciliation_report: Takes migration run ID; returns counts and discrepancy summary.
Widgets (1–2 bullets, or "None — headless server")
/migration-status: Live progress view of exports, validations, and reconciliation results.
Conversation starters (exactly 2 short user prompts)
- "Show me all AUMS data sets available for migration."
- "Export the student records for this term and check them for errors."