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Mnemo MCP Server

local only

Mnemo runs on your own machine — the client starts it, so there is no endpoint to ping. 951 installs a week from pypi. Last commit 15 Sep 2026.

Self-correcting agent memory + MCP server: recall, supersede/revert/review corrections, erasure.

Installs per day peak 673 · avg 212 · +27% w/w
a month agotoday
951
Installs / week
pypi · agora-mnemo
6
Stars
1 open issues
15 Sep 2026
Last commit
0 releases in 90 days
MIT
License
Python

What the code does

We read the source, 23 h ago · rules 3dff92dd89df

A tool parameter reaches a dangerous call

A value the model can set ends up inside a file or shell call. That is not a flaw by itself — for a terminal server it is the job — but it is where things go wrong when it is not.

A tool parameter reaches a dangerous call erasure_residue.root → tools/release_notes.py:243, erasure_residue.root → tools/release_notes.py:250
            proc = subprocess.run([sys.executable, "-c", code], cwd=tmp, capture_output=True,
Capabilities

What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.

                for k, n in eval(kinds):  # noqa: S307 - our own repr of a sorted list of pairs
Builds a database query by concatenation ai-act.html:348
                <td><span class="mk no">delete + legal-hold, not verifiable</span></td>
Builds a file path from a variable tools/page_runs.py:49
    text = open(os.path.join(cwd, name), encoding="utf-8").read().rstrip()

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

A tool parameter here reaches a dangerous call

That is not a flaw by itself — but it is where things go wrong when it is not the job. We re-read this code on every release. Watch it and you hear from us the day another one appears.

Three servers free · no card

Connect this server

This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.

run in your terminal
claude mcp add mnemo -- uvx agora-mnemo
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "mnemo": {
      "args": [
        "agora-mnemo"
      ],
      "command": "uvx"
    }
  }
}
~/.codex/config.toml
[mcp_servers.mnemo]
command = "uvx"
args = ["agora-mnemo"]
.cursor/mcp.json
{
  "mcpServers": {
    "mnemo": {
      "args": [
        "agora-mnemo"
      ],
      "command": "uvx"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "mnemo": {
      "args": [
        "agora-mnemo"
      ],
      "command": "uvx"
    }
  }
}

This one needs environment variables set before it will start: MNEMO_PATH (Path to the JSON memory file the server persists to (defaults to ./mnemo_memory.json).), MNEMO_ECHO_GUARD (1 (default) blocks a restated retired value from resurrecting a corrected fact; 0 = legacy keyed supersession.), MNEMO_EMBED_URL (Optional OpenAI-compatible /embeddings endpoint for SEMANTIC recall (e.g. http://localhost:11434/v1/embeddings for local Ollama). Unset = deterministic lexical recall.), MNEMO_EMBED_MODEL (Embedding model id used with MNEMO_EMBED_URL (default: text-embedding-3-small; for Ollama use e.g. nomic-embed-text).). The author declared them in the registry entry; get the values from the project itself.

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Mnemo — questions

Answers built from our own checks of this server.

Why is there no uptime for Mnemo?
Mnemo runs on your own machine over stdio — there is no network address to reach, so uptime cannot be measured for it by anyone. What can be measured is adoption: the pypi package agora-mnemo was installed 951 times last week.
How do I connect Mnemo?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It runs locally, so the command pulls agora-mnemo straight from pypi; nothing to host, nothing to sign up for.
How many people use Mnemo?
The pypi package agora-mnemo was installed 951 times in the last week. Week over week that is +27%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is Mnemo open source?
Yes — it is published under the MIT licence, written in Python, 6 stars on GitHub and 1 open issue. The source link is on this page, so you can read exactly what it does with your data before you connect it.