#7501 epic as md file

Author: tobiu

.github/ISSUE/epic-architect-knowledge-base-as-mcp.md

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+# Epic: Architect AI Knowledge Base as MCP Server
+
+GH ticket id: #7501
+
+**Assignee:** tobiu
+**Status:** To Do
+
+## Scope
+
+This epic addresses the need to migrate our script-based AI knowledge base tools (`buildScripts/ai/*.mjs`) into a robust, professional-grade Model Context Protocol (MCP) server.
+
+The primary goal is to create a persistent, stateful server that provides a formal API for all knowledge base interactions (building, embedding, and querying). This moves us away from ad-hoc scripts and toward the professionalized AI tooling outlined in the project [ROADMAP.md](ROADMAP.md).
+
+## Priority & Methodology
+
+This is a critical-path initiative for the core team (Tobi & Gemini duo). It is **not** a candidate for Hacktoberfest or external contribution.
+
+We will employ a rapid and agile development approach. The scope and API specification are expected to evolve as we build and test the server. This flexibility is key to quickly delivering a solution that effectively unblocks our ability to provide AI agents with deep project context.
+
+## Top-Level Items
+
+### Phase 1: Scaffolding & Core API Definition
+
+- **Goal:** Establish the server's foundation and define the initial API for knowledge base interactions.
+- **Sub-Tasks:**
+    - `ticket-kb-design-api.md`: Design the comprehensive API for the Knowledge Base MCP Server.
+    - `ticket-kb-scaffold-server.md`: Scaffold the server structure based on the `mcp-stdio.mjs` pattern.