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
Maintenance
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
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| mindcore-memory-mcp (this page) | — | None listed | 1 | 2026-06-16 | MIT |
| mcp-server-qdrant | qdrant | QDRANT_API_KEY | 1,553 | 2026-09-04 | Apache-2.0 |
| mcp-knowledge-graph | — | None listed | 886 | 2026-05-29 | MIT |
| chroma-mcp | chroma | CHROMA_API_KEY, CHROMA_CUSTOM_AUTH_CREDENTIALS | 601 | 2025-09-17 | Apache-2.0 |
| caura | — | None listed | 504 | 2026-10-25 | Apache-2.0 |
| MemoryMesh | — | None listed | 354 | 2026-03-01 | MIT |
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.
More MCP servers for memory & vectors
- mcp-server-qdrant1,553 stars
- mcp-knowledge-graph886 stars
- chroma-mcp601 stars
- caura504 stars
- MemoryMesh354 stars
- neural-memory242 stars