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↳ SHIPPED BY MSC CLAW MSC INTEGRATION GP · 2026

MSC Integration — Jobber API

MSC Claw processed the full Jobber client roster — AR reconciliation, data hygiene, unified reporting across 2,858 clients — in under half an hour. What used to take a team a full quarter now runs in one agent session.

2,858
Clients processed
30 min
Runtime
1 session
End-to-end
0
Manual rework

The brief

MSC ran a traditional services operation across nearly three thousand clients, with AR and data hygiene living in Jobber and a patchwork of spreadsheets. Quarterly reconciliation took a team a full quarter. The brief: compress that loop.

What MSC Claw did

  • Pulled the complete Jobber client roster via API.
  • Reconciled AR across 2,858 clients, applied the firm's hygiene rules, and produced unified reporting.
  • Ran the entire loop in one agent session — under 30 minutes wall-clock.
  • Shipped a repeatable run artifact so the workflow can be fired again on demand, not quarterly.

Result

A manual quarterly project collapsed into a 30-minute agent session. The same workflow can now run weekly — or daily — without additional human effort. MSC's reporting cadence is no longer bottlenecked by team capacity.

Stack

Model: Claude Opus · Integration: Jobber API · Stack: OpenClaw · Output: Unified client + AR reporting packet.

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