Scripts become thin CLIs over kb_framework (graph, query, query_tools,
vault, instructions) so the hosted read-only connector shares one
implementation with the stdio server. The MCP server builds the graph
from Markdown on demand and invalidates it on writes; refresh_graph
rebuilds in memory and reports validation problems. Pre-commit hook
validates only; index/graph.json is no longer read, written or staged
(generate-graph.py --write remains for operators). Golden fixtures pin
graph and tool payloads to the previous output. Agent and skill docs
updated to match.
Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
TotenKnopfandClaude Fable 5.1