Enables document ingestion, semantic search, and retrieval-augmented generation via MCP tools and REST API, using vector embeddings and intelligent chunking.
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process.env. You'll be asked to provide them before it can run.QDRANT_HOST— localhost Host do QdrantQDRANT_PORT— 6333 Porta HTTP QdrantEMBEDDING_PROVIDER— local local ou openaiOPENAI_API_KEY— Chave OpenAI (se usar)[](https://m8ven.ai/mcp/amaralphp-mcp-rag-server-1k7z11)