"Koa" matching MCP servers:

Provides read-only access to curated financial domain knowledge and product data with verified provenance, enabling users to search and retrieve trusted financial information.

Provides read-only semantic search over the company's 36 internal rule documents (e.g., employment, HR, disciplinary, attendance, salary regulations). It exposes tools to query the knowledge base by natural language and to retrieve total chunk count, with no modification capabilities.

Transforms Claude into a production-grade pair programmer by orchestrating best-in-class APIs (Morph, Chroma, DSPy) for iterative code evolution to 95%+ quality, semantic codebase search, package discovery across 3,000+ libraries, and pattern learning.