Needle MCP Server

Needle runs fully managed RAG pipelines and exposes them over MCP, giving assistants semantic search across document collections along with the ability to add and manage files from different sources. Content locked in PDFs, DOCX and XLSX becomes searchable, answers come back with citations, and the indexed knowledge persists across conversations rather than being re-uploaded each session. Needle recommends the remote server, which needs no local setup.