Mnemo MCP

Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited. Its 3 documented tools cluster into config, help. It runs locally over stdio via the published package.

People who work with docker, ai memory and hybrid search and want it reachable from Claude, Cursor, VS Code, or another MCP client. The project is written in Python.

VERIFIED ACTIVE

LAST COMMIT 2026-09-17 · ★ 11 · #28 OF 304 MAINTAINED MEMORY · VERIFIED 2026-09-18

Apache-2.0 · Python servers · how we verify → /methodology

01 · Install Mnemo MCP

before you install - you'll need

The README does not document required environment variables for a basic install.

Claude Code

claude mcp add n24q02m-mnemo -- uvx mnemo-mcp

Claude Desktop / Cursor / VS Code - add to config

{
  "mcpServers": {
    "n24q02m-mnemo": {
      "command": "uvx",
      "args": [
        "mnemo-mcp"
      ]
    }
  }
}

Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.

Using another client? Same JSON, different key

Claude Desktop · mcpServers

Cursor · mcpServers

VS Code · servers

Windsurf · mcpServers

Zed · context_servers

Cline · mcpServers

Roo Code · mcpServers

Continue · mcpServers

LibreChat · mcpServers

Gemini CLI · mcpServers

Codex CLI · mcp_servers

Full setup guides: every client.

02 · Evidence

Security posture

What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.

runs as local process (stdio) - runs on your machine with your user's permissions

license Apache-2.0 - declared in the repository

pypi package mnemo-mcp - check the name against the project README before installing (PyPI has no namespace ownership)

registry namespace io.github.n24q02m is GitHub-verified and matches the repo owner

03 · What Mnemo MCP can do

Prose above is summarized from the project's README and registry record - no invented capabilities.

What you can build

An agent gets 3 documented tools across config, help, including config, help, config__open_relay.

The 3 tools it gives your agent

Extracted from the project's README - what mnemo-mcp lets an agent do.

config
- Server status, trigger sync, update settings, pre-download embedding model, authenticate sync provider, manage HTTP setup form lifecycle, passport export/import
help
- Full documentation for any tool
config__open_relay
- Open the zero-config relay setup form (registered via mcp-core)

Latest releases

v2.15.13 · 2026-09-17

v2.15.13 (2026-09-17) · _This release is published under the Apache-2.0 License._ · Update dawidd6/action-send-mail action to v22 (#1238, 6142133) · --- · Detailed Changes: v2.15.12...v2.15.13

v2.15.12 · 2026-09-17

v2.15.12 (2026-09-17) · _This release is published under the Apache-2.0 License._ · Update minor dependencies (#1224, 9024bf6) · Continuous Integration · Consolidate workflows into ci.yml + cd.yml, drop opencode…

v2.15.11 · 2026-09-16

v2.15.11 (2026-09-16) · _This release is published under the Apache-2.0 License._ · Deployment-level EMBEDDING_API_BASE default + dims-cap recovery (#1241, 2a788e3) · Match 'less than or equal to' dims-cap wording…

04 · Who maintains Mnemo MCP

mnemo-mcp is maintained by n24q02m. We track 9 MCP servers from n24q02m - 3 actively maintained, 219 combined GitHub stars, oldest repo from Dec 2025. Full record: all servers from n24q02m.

  1. better-code-review-graph Token-efficient code review knowledge graph: semantic search and call-graph resolution. ★ 68
  2. better-email-mcp IMAP/SMTP MCP server for Email with composite tools. Multi-account, auto-discovery. ★ 34
  3. better-notion-mcp Markdown-first MCP server for Notion API with 8 composite tools and 39 actions. ★ 36
  4. better-godot-mcp Composite MCP server for Godot Engine -- 17 composite tools for AI-assisted game development. ★ 37
  5. wet-mcp Open-source MCP server for AI agents: web search, content extraction, and library docs. ★ 17
  6. Better Telegram MCP Telegram for AI agents: messages, chats, media, and contacts in bot and user-account modes. ★ 11

05 · Facts

category
memory - ranked #28 of 304 actively-maintained memory servers as of 2026-09-18.
release cadence
10+ releases in the last 90 days (latest 2026-09-17)
registry
io.github.n24q02m/mnemo-mcp (active, first published 2026-03-06 · 83 versions)
packages
pypi:mnemo-mcp

06 · Mnemo MCP FAQ

Is Mnemo MCP still maintained?

Yes - as of 2026-09-18, its last commit was 2026-09-17 and it shipped 10+ releases in the last 90 days. We re-verify nightly.

What can Mnemo MCP do?

An agent gets 3 documented tools across config, help, including config, help, config__open_relay.

How do I install Mnemo MCP?

Run `uvx mnemo-mcp`. The README does not document required environment variables for a basic install. You can also paste the ready-made client config above.

Does Mnemo MCP run locally?

Yes - it's a stdio server: it runs on your machine (via uvx) with your user's permissions. Your data stays local unless the server itself calls external APIs.

07 · Alternatives to Mnemo MCP

Pairs well with

Servers that cover what Mnemo MCP doesn't - only shown when the pairing reason fits the companion.

  1. Server Filesystem → filesystem companion filesystem · ★ 39,038
  2. Pdf MCP → filesystem companion filesystem · ★ 135