# Memstem MCP server

> Provides a unified memory and skill infrastructure for AI agents by pulling knowledge from connected filesystems into a searchable hybrid index.

- Repository: https://github.com/Memstem/memstem
- Page: https://hostedmcp.org/servers/memstem/memstem
- Transport: —
- Stars: 5
- License: MIT

## FAQ

### How does Memstem ingest data from AI clients?

It uses pull-based ingestion via filesystem watchers like inotify and FSEvents, making it immune to version changes in the host AI.

### What kind of search capabilities does it offer?

It features hybrid search combining BM25 (FTS5) and cosine similarity (sqlite-vec) with reciprocal rank fusion.

### Can I run Memstem without using cloud services?

Yes, you can use a self-hosted setup with Ollama as the default local embedder.