Total Agent Memory runs on your own machine — the client starts it, so there is no endpoint to ping. 943 installs a week from pypi. Last commit 29 Oct 2026.
Persistent local memory for coding agents: temporal knowledge graph, procedural and episodic recall
We read the source, 4 d ago · rules 995398eba69f
Things with no honest explanation: a promise that contradicts the code, code that runs at install time while hiding what it does, data leaving the machine.
result = subprocess.run(
env = dict(os.environ, MCP_HTTP_WORKERS="1", **{HTTP_LISTEN_FD_ENV: str(fd)})
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.
plan.next_steps.append(f"Install the service: cp {agent} ~/Library/LaunchAgents/ && launchctl bootstrap "
subprocess.run(
const select = h('select', {'aria-label': 'Role of ' + m.user_id}, options(m.role));
(r"\b(?:send|upload|post|exfiltrate|forward)\b[^.\n]{0,60}\b(?:ssh key|private key|id_rsa|api key|password|"
env = dict(os.environ, TAM_MEMORY_DIR=str(memory_dir))
url = f"https://api.telegram.org/bot{token}/sendMessage"
raw_mb = sum(f.stat().st_size for f in (MEMORY_DIR / "raw").iterdir() if f.is_file()) / 1048576
Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.
Code changes quietly between releases, and nobody reads the diff of a dependency. We do, on every release — watch Total Agent Memory and you get told the day something new turns up.
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.
claude mcp add total-agent-memory -- uvx total-agent-memory
{
"mcpServers": {
"total-agent-memory": {
"command": "uvx",
"args": [
"total-agent-memory"
]
}
}
}
[mcp_servers.total-agent-memory]
command = "uvx"
args = ["total-agent-memory"]
{
"mcpServers": {
"total-agent-memory": {
"command": "uvx",
"args": [
"total-agent-memory"
]
}
}
}
{
"servers": {
"total-agent-memory": {
"type": "stdio",
"command": "uvx",
"args": [
"total-agent-memory"
]
}
}
}
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Answers built from our own checks of this server.