universal-memory-mcp
universal-memory-mcp is an MCP server, listed under databases. It reaches sqlite. Its repository has 3 GitHub stars and is licensed under MIT; we last read it on 2026-10-25.
Connects to Claude, ChatGPT, Cursor, and custom formats, offering sub-millisecond search through SQLite FTS5.
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. universal-memory-mcp’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
Universal AI conversation memory system — supports Claude, ChatGPT, Cursor, and custom formats. Sub-millisecond search via SQLite FTS5.
universal-memory-mcp compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| universal-memory-mcp (this page) | sqlite | None listed | 3 | 2026-10-24 | MIT |
| dbhub | mysql, postgres, sqlite(1 shared) | None listed | 3,702 | 2026-10-21 | MIT |
| mcp-alchemy | mysql, postgresql, sqlite(1 shared) | None listed | 422 | 2026-10-15 | MPL-2.0 |
| knowl | sqlite(1 shared) | None listed | 114 | 2026-10-21 | Apache-2.0 |
| ai-memory-mcp | sqlite, xai(1 shared) | AI_MEMORY_LLM_API_KEY, XAI_API_KEY | 54 | 2026-10-22 | Apache-2.0 |
| saga-mcp | sqlite(1 shared) | None listed | 40 | 2026-10-07 | MIT |
Ranked by services in common with universal-memory-mcp, then by stars. Figures are from each repository when we last read it.
Common questions about universal-memory-mcp
- What does universal-memory-mcp do?
- Connects to Claude, ChatGPT, Cursor, and custom formats, offering sub-millisecond search through SQLite FTS5.
- How do I install universal-memory-mcp?
- 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/adamkwhite/universal-memory-mcp
- What does universal-memory-mcp connect to, and what does it need?
- It reaches sqlite.
- Which AI clients can use universal-memory-mcp?
- Its own description mentions Cursor. That is a mention in its description, not a test we ran.
- Is universal-memory-mcp official and is it maintained?
- We found nothing naming it as a vendor’s official server. Its repository has 3 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-10-24.
- What licence does universal-memory-mcp use?
- The repository declares the MIT licence.
More MCP servers for databases
- CodeGraphContext4,360 stars
- dbhub3,702 stars
- mcp-server-mysql2,173 stars
- mysql_mcp_server1,402 stars
- server874 stars
- supabase-mcp-server833 stars