Memory-Plus
Memory-Plus is an MCP server, listed under memory & vectors. It reaches google. It needs GOOGLE_API_KEY to authenticate. Its repository has 56 GitHub stars and is licensed under Apache-2.0; we last read it on 2026-10-23.
Memory-Plus is a lightweight, local RAG memory store for MCP agents, allowing users to record, retrieve, update, delete, and visualize persistent memories across sessions. It is suitable for developers working with AI coders such as Windsurf, Cursor, or Copilot or anyone needing their AI to retain information.
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. Memory-Plus’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
What it connects to
Unverified means a mention in the server’s own description, not a citation. A wrong claim here costs nothing to correct and nothing to trust yet.
Maintenance
🧠 𝑴𝒆𝒎𝒐𝒓𝒚-𝑷𝒍𝒖𝒔 is a lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who wants their AI to actually remember them.
Memory-Plus compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| Memory-Plus (this page) | GOOGLE_API_KEY | 56 | 2025-05-25 | Apache-2.0 | |
| mem0-mcp-selfhosted | google, qdrant(1 shared) | GOOGLE_API_KEY | 111 | 2026-03-13 | 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 |
Ranked by services in common with Memory-Plus, then by stars. Figures are from each repository when we last read it.
Common questions about Memory-Plus
- What does Memory-Plus do?
- Memory-Plus is a lightweight, local RAG memory store for MCP agents, allowing users to record, retrieve, update, delete, and visualize persistent memories across sessions. It is suitable for developers working with AI coders such as Windsurf, Cursor, or Copilot or anyone needing their AI to retain information.
- How do I install Memory-Plus?
- 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/Yuchen20/Memory-Plus
- What does Memory-Plus connect to, and what does it need?
- It reaches google. The credentials we found in its source are GOOGLE_API_KEY.
- Which AI clients can use Memory-Plus?
- Its own description mentions Cursor and Windsurf. That is a mention in its description, not a test we ran.
- Is Memory-Plus official and is it maintained?
- We found nothing naming it as a vendor’s official server. Its repository has 56 GitHub stars and its state in our directory is stale. Its last commit we recorded was on 2025-05-25.
- What licence does Memory-Plus use?
- The repository declares the Apache-2.0 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