Projects

Salesforce Migration Agent

Agents

Multi-layer retrieval architecture with MCP tool integration to automate Salesforce data migration from a problem statement to an implementation plan.

Year
2026
Role
Architecture
Stack
Python, MCP, Agents

What it does

Designed a multi-layer retrieval architecture with MCP tool integration to automate Salesforce data migration. Taken from the problem statement through a full product requirements document to an implementation plan.

Approach

The agent does not jump straight to code. It first reconstructs the source of truth (objects, fields, relationships, and constraints), then proposes a migration plan that can be inspected before any write happens.

MCP tools sit at the boundary between the model and Salesforce so credentials, schema reads, and planned mutations stay explicit. Retrieval is layered so the agent can pull the right object docs, mapping rules, and prior decisions without stuffing the entire org into context.