Phase 4 of the implementation roadmap is the MCP Server & Agent Integration phase and is scheduled to last two weeks so that external agent connectivity is added after core knowledge loading.

Supporting contexts

Quoteverbatim

### Phase 4: MCP Server & Agent Integration (2 weeks)

— PYRANA_Internal_Knowledge_Graph_Specification.md

Quoteverbatim

## 11. Implementation Roadmap

— PYRANA_Internal_Knowledge_Graph_Specification.md

Quoteverbatim

Deploy Context Engine MCP Server

— PYRANA_Internal_Knowledge_Graph_Specification.md

Effective from: 7/16/2026, 11:19:28 PM