Replace ChromaDB with pgvector for vector storage
Consolidate onto PostgreSQL by using pgvector instead of a separate ChromaDB instance. This removes a Docker volume, a large dependency, and simplifies the stack without meaningful performance impact at our document scale. - Swap langchain-chroma for langchain-postgres (PGVector) - Use pgvector/pgvector:pg16 Docker image with init script - Lazy-initialize vector store to avoid eager DB connections - Add SQL helpers for stats/delete/list (replacing _collection access) - Remove legacy main.py, chunker, petmd scraper, and /api/query endpoint Re-index required after deploy (POST /api/rag/index + /index-obsidian). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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@@ -328,7 +328,7 @@ async def obsidian_search_notes(query: str) -> str:
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return "Obsidian integration is not configured. Please set OBSIDIAN_VAULT_PATH environment variable."
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try:
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# Query ChromaDB for obsidian documents
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# Query vector store for obsidian documents
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serialized, docs = await query_vector_store(query=query)
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return serialized
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