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mindcore-memory-mcp

mindcore-memory-mcp is an MCP server, listed under memory & vectors. Its repository has 1 GitHub star and is licensed under MIT; we last read it on 2026-10-25.

This repository provides a production-hardened memory server for AI agents, integrating hybrid BM25+FAISS search, circuit breaker, service level objective (SLO) tracking, Prometheus metrics, and boundary evaluation (BND). It enables AI agents to maintain persistent long-term memory across sessions.

Install

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

pip install mindcore-memory

What it reaches, and what it needs

Reaches
○ not recognised
Credential
○ none found

Maintenance

Stars
1
State
listed
Licence
MIT
From the repository

Production-hardened MCP memory server for AI agents: hybrid BM25+FAISS search, circuit breaker, SLO tracking, Prometheus metrics, BND boundary evaluation. Gives AI persistent long-term memory that survives across sessions.

mindcore-memory-mcp compared with similar servers

mindcore-memory-mcp compared with the closest alternatives, by services reached, credentials, stars, last update and licence
ServerReachesNeedsStarsLast updateLicence
mindcore-memory-mcp (this page)—None listed12026-06-16MIT
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 mindcore-memory-mcp, then by stars. Figures are from each repository when we last read it.

Common questions about mindcore-memory-mcp

What does mindcore-memory-mcp do?
This repository provides a production-hardened memory server for AI agents, integrating hybrid BM25+FAISS search, circuit breaker, service level objective (SLO) tracking, Prometheus metrics, and boundary evaluation (BND). It enables AI agents to maintain persistent long-term memory across sessions.
How do I install mindcore-memory-mcp?
Its own README gives this command: pip install mindcore-memory. Run it where your MCP client can launch the server, and check the README for any settings it asks for.
Is mindcore-memory-mcp official and is it maintained?
We found nothing naming it as a vendor’s official server. Its repository has 1 GitHub star and its state in our directory is listed. Its last commit we recorded was on 2026-06-16.
What licence does mindcore-memory-mcp use?
The repository declares the MIT licence.

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