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needle-mcp

needle-mcp is an MCP server, listed under memory & vectors. It reaches needle. It needs NEEDLE_API_KEY to authenticate. Its repository has 104 GitHub stars and is licensed under MIT; we last read it on 2026-10-22.

Needle MCP Server for easy RAG.Long-term memory for LLMs.

Install

MCP servers are packaged differently from each other -- some run via npx, some as a Docker image, some as a plain script you clone and run. needle-mcp’s own README did not state one plainly enough for this page to quote it rather than guess, so it will not guess. The repository below states it.

What it reaches, and what it needs

Reaches
needle
Credential
NEEDLE_API_KEY

Maintenance

Stars
104
State
stale
Licence
MIT
From the repository

Needle MCP Server for easy RAG.Long-term memory for LLMs.

needle-mcp compared with similar servers

needle-mcp compared with the closest alternatives, by services reached, credentials, stars, last update and licence
ServerReachesNeedsStarsLast updateLicence
needle-mcp (this page)needleNEEDLE_API_KEY1042025-07-27MIT
mcp-server-qdrantqdrantQDRANT_API_KEY1,5532026-09-04Apache-2.0
mcp-knowledge-graph—None listed8862026-05-29MIT
chroma-mcpchromaCHROMA_API_KEY, CHROMA_CUSTOM_AUTH_CREDENTIALS6012025-09-17Apache-2.0
caura—None listed5042026-10-25Apache-2.0
MemoryMesh—None listed3542026-03-01MIT

Ranked by services in common with needle-mcp, then by stars. Figures are from each repository when we last read it.

Common questions about needle-mcp

What does needle-mcp do?
Needle MCP Server for easy RAG.Long-term memory for LLMs.
How do I install needle-mcp?
Its README did not state an install command plainly enough for us to quote one, so we do not guess. The repository has the instructions: https://github.com/needle-ai/needle-mcp
What does needle-mcp connect to, and what does it need?
It reaches needle. The credentials we found in its source are NEEDLE_API_KEY.
Is needle-mcp official and is it maintained?
We found nothing naming it as a vendor’s official server. Its repository has 104 GitHub stars and its state in our directory is stale. Its last commit we recorded was on 2025-07-27.
What licence does needle-mcp use?
The repository declares the MIT licence.

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