App 01 · FIG. 001
Contour
Keep every property enquiry moving forward
Customer Target
Property agencies, agents and rental teams in Zambia and Southern Africa
Status
Live
Agent Surface B
MCP ReadyModel Context Protocol Enabled
Registered in /.well-known/mcp.json & /llms.txt with deterministic Zod schema validation.
About Product
Contour helps property teams keep track of clients, available properties and ongoing deals. Record what someone is looking for, find suitable properties and make sure each enquiry has someone responsible for following up.
Track a sale from the first enquiry to completion. For rentals, keep leases, payment records, overdue amounts and statements together. Your team can also find the documents and activity linked to its work.
Built for property agencies in Zambia and Southern Africa, Contour is a Banya Labs project in partnership with Zybertech in Zambia.
Dual-Surface Execution
Human vs. Agent Flow
Every action in Contour is mapped bi-directionally across Surface A (Visual UI) and Surface B (Programmatic MCP Engine).
- 01Add the client and what they are looking for.
- 02Find suitable available properties.
- 03Choose an agent and set the next follow-up.
- 04Track the sale or manage the rental.
- 05Review payments, documents and team activity.
1. Discovery: Scraper/Agent fetches /llms.txt or /.well-known/mcp.json manifest.
2. Tool Invocation: Executes deterministic Zod-validated tool contracts matching contour operations.
3. Replay Protection: Enforces Idempotency-Key: <uuid> to prevent duplicate mutations during LLM retry loops.
4. Token Compression: Returns structured, PII-minimized Markdown/JSON stripping all layout noise.