Total Agent Memory
local MCP serverTotal Agent Memory is a local MCP server: Persistent local memory for coding agents: temporal knowledge graph, procedural and episodic recall. Install it from pypi as total-agent-memory.
Installation
Terminal
claude mcp add total-agent-memory -- uvx total-agent-memory
Run in your project folder. Add --scope user to use it everywhere.
Claude Desktop, Cursor & other clients
Add to claude_desktop_config.json or .cursor/mcp.json.
{
"mcpServers": {
"total-agent-memory": {
"command": "uvx",
"args": [
"total-agent-memory"
]
}
}
}What you need
- Runtime: Python with uv (runs with uvx).
- MCP client: Claude Code, Codex, Antigravity, Claude Desktop, Cursor or any other client that speaks MCP over stdio.
Summary
Persistent local memory for coding agents: temporal knowledge graph, procedural and episodic recall
Total Agent Memory vs similar servers
| Server | Stars | Type | API key | Runtime |
|---|---|---|---|---|
| Total Agent Memory | 72 | Local | No | pypi |
| ori-memory | 325 | Local | No | npm |
| PMB AI | 280 | Local | No | pypi |
| core | 218 | Local | No | pypi |
| link | 189 | Local | No | pypi |
Questions
No. The registry entry lists no keys or environment variables.
Python with uv (runs with uvx), plus an MCP client such as Claude Code, Codex, Claude Desktop or Cursor.
Total Agent Memory is a local MCP server distributed as the pypi package total-agent-memory.
Run: claude mcp add total-agent-memory -- uvx total-agent-memory
Run: codex mcp add total-agent-memory -- uvx total-agent-memory
Similar MCP servers
NameStars
- ori-memoryio.github.aayoawoyemi/ori-memory325
- PMB AIio.github.oleksiijko/pmb-ai280
- coreio.github.omega-memory/core218
- linkio.github.gowtham0992/link189
- prism-coderio.github.dcostenco/prism-coder157
- Pensyveio.github.major7apps/pensyve87
- SAME - Stateless Agent Memory Engineio.github.sgx-labs/same23
- deja-vuio.github.vshulcz/deja-vu1,076