docs: align schema and MCP indexing guidance
- document node and chunk embedding storage - clarify MCP context and retrieval behavior - keep unrelated onboarding code edits unstaged Generated with Claude Code
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@@ -33,7 +33,7 @@ Current contract:
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- node quality comes from `title`, `description`, `source`, `metadata`, and explicit `edges`
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- direct node lookup first for specific-node intent
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- `getContext` for orientation and `retrieveQueryContext` for broader current-turn grounding
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- standalone MCP writes node data, but the app owns chunking and embeddings
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- standalone MCP writes node data, but the app owns chunking and embeddings: `nodes.source` becomes readable `chunks`, node-level vectors in `vec_nodes`, and passage vectors in `vec_chunks`
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---
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