credit-brain

A company-wide knowledge base you can ask how any part of the product works.

  • python
  • rag
  • mcp
  • dolt
  • gcp

Retrieval over code, docs and engineering memory, exposed to agents as MCP tools, versioned in Dolt so answers are auditable.

Problem

Product knowledge was scattered across code, docs and people's heads, and coding agents had no reliable way to query it.

Decisions

  • Retrieval-augmented search over code, docs and engineering memory.
  • Exposed as MCP tools so any agent can query it directly.
  • Versioned in Dolt so every answer traces back to a specific data version.

Results

  • 10 mcp tools

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