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Claude+372Whisper+228LangChain+168Codex+223NotebookLM+276DALL-E 3+192DeepL+249n8n+208Topaz Video AI+153LlamaIndex+161
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MCP server

Needle MCP Server

Builds and searches Needle document collections so PDFs, DOCX and XLSX files answer questions.

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Official
Install
npx mcp-remote https://mcp.needle.app/mcp --header "Authorization:Bearer $NEEDLE_API_KEY"
Transport
both
Runtime
Remote
Auth
Required
License
MIT
Stars
102

Needle indexes files that are otherwise dead weight for a model, and the MCP server exposes that as a small loop: create a collection, add documents or URLs to it, then run semantic search inside it. Making the collection the unit is the design decision worth noting — retrieval scope is stated explicitly per query instead of every search hitting one global index, so a support archive and a legal archive stay apart without separate accounts. The recommended path is the hosted streamable HTTP endpoint at mcp.needle.app/mcp with the API key sent as a bearer header; the older SSE endpoint still answers but the MCP specification has deprecated that transport. A local uv run and a Docker image cover self-hosting.

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