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The provider-agnostic vector store stack (VectorStore::Pgvector + the Embeddable concern) already shipped to main. This PR closes the Anthropic loop: - VectorStore::Registry.adapter_name now returns :pgvector when Setting.llm_provider == "anthropic" and no explicit VECTOR_STORE_PROVIDER override is set. Anthropic has no hosted vector store, so falling back to the local pgvector adapter is the only correct default. Explicit VECTOR_STORE_PROVIDER still wins. - SearchFamilyFiles surfaces a longer message when no adapter is wired up — calling out pgvector + EMBEDDING_URI_BASE as the supported Anthropic-only path so the user is not stuck with an "OpenAI required" hint that is no longer accurate. The Embeddable concern already pulls embeddings from EMBEDDING_URI_BASE / EMBEDDING_ACCESS_TOKEN (with OpenAI as fallback), so Anthropic installs point this at Voyage AI, a local Ollama instance, or OpenAI embeddings — independent of the chat provider. Tests cover the new default routing, the existing OpenAI default staying intact, and explicit VECTOR_STORE_PROVIDER overriding the Anthropic default. Stacked on #1985 (PR 3/5). 5/5 settings UI + retention disclosure next.