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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@@ -53,6 +53,7 @@ Both versions follow the same core graph contract. The Mac app adds packaging, a
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- **Flexible pane system:** explicit `1 / 2 / 3` pane workspace with right-edge chat
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- **Single assistant:** one built-in RA-H runtime grounded in your graph and skills
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- **Retrieval split:** direct lookup for specific nodes, broader retrieval when the turn actually needs graph context
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- **Indexed retrieval:** source text becomes readable chunks, full-text indexes, and semantic vectors
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- **MCP server:** connect Claude Code and other external agents to the same graph
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- **Skills:** markdown procedures that shape graph work and agent behavior
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- **Extraction tools:** website, YouTube, and PDF ingestion paths
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@@ -62,8 +63,8 @@ Both versions follow the same core graph contract. The Mac app adds packaging, a
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| Doc | Description |
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|-----|-------------|
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| [Architecture](./1_architecture.md) | Single-agent runtime, tools, and system design |
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| [Schema](./2_schema.md) | Database schema, node/edge structure |
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| [Context](./3_context.md) | How context flows through the system |
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| [Schema + Search](./2_schema.md) | Database schema, indexing, and retrieval surfaces |
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| [Grounding](./3_context.md) | How graph grounding flows through the system |
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| [Tools & Skills](./4_tools-and-guides.md) | Available tools, skill system |
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| [UI](./6_ui.md) | Component structure, panels, views |
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| [Voice](./7_voice.md) | Voice interface (STT/TTS) |
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