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neural-memory

neural-memory is an MCP server, listed under memory & vectors. Its repository has 242 GitHub stars and is licensed under MIT; we last read it on 2026-10-22.

NeuralMemory stores experiences by connecting them as neurons and retrieves memories through associative recall, similar to human brain functions.

Install

Read from neural-memory’s own README, close to verbatim -- not written by us, and not guessed.

pip install neural-memory

What it reaches, and what it needs

Reaches
○ not recognised
Credential
○ none found

Maintenance

Stars
242
State
listed
Licence
MIT
From the repository

NeuralMemory stores experiences as interconnected neurons and recalls them through spreading activation, mimicking how the human brain works. Instead of searching a database, memories are retrieved through associative recall - activating related concepts until the relevant memory emerges.

What neural-memory can do

3 tools documented in its README. An AI client calls these by name.

nmem_remember
Store a memory — auto-detects type, tags, and connections
nmem_recall
Recall through spreading activation — related memories surface naturally
nmem_health
Brain health score (A–F) with actionable fix suggestions

Read from the README; names are kept only if the README contains them.

neural-memory compared with similar servers

neural-memory compared with the closest alternatives, by services reached, credentials, stars, last update and licence
ServerReachesNeedsStarsLast updateLicence
neural-memory (this page)—None listed2422026-10-07MIT
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 neural-memory, then by stars. Figures are from each repository when we last read it.

Common questions about neural-memory

What does neural-memory do?
NeuralMemory stores experiences by connecting them as neurons and retrieves memories through associative recall, similar to human brain functions.
How do I install neural-memory?
Its own README gives this command: pip install neural-memory. Run it where your MCP client can launch the server, and check the README for any settings it asks for.
Is neural-memory official and is it maintained?
We found nothing naming it as a vendor’s official server. Its repository has 242 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-10-07.
What licence does neural-memory use?
The repository declares the MIT licence.

More MCP servers for memory & vectors

All memory & vectors entries →

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