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>
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