Your AI agents write code.
They don't know your system.
Modstruct gives agents the full picture — code intelligence and project intelligence, delivered as two products that form one context layer.
mozaic
MOZAIC:
→ apps/order_service/sync.py:142 sync_order_batch()
→ apps/pipeline/etl.py:89 load_orders_to_warehouse()
→ libs/orm/models.py:201 Order.save()
3 functions across 2 services. 1 data pipeline.
BigQuery table: analytics.orders — last written by DAG order_sync_daily
modal
MODAL:
ticket: ENG-347 Fix order sync retry logic
status: In Progress
assignee: @mauricio
sprint: Sprint 14 — 3 days remaining
Branch feature/eng-347 linked. 2 related PRs open.
MOZAIC
Code Intelligence
- Maps functions, dependencies, call chains, and data pipeline lineage
- Stores a navigable code graph in SQLite — works offline
- 15 MCP tools any AI agent can query out of the box
MODAL
Project Intelligence
- Full Jira client in your IDE sidebar — no browser tab switching
- Bridge API on localhost serves live project state to any agent
- Branch-to-ticket-to-sprint linking closes the context loop