SAME - Stateless Agent Memory Engine
local MCP serverSAME - Stateless Agent Memory Engine is a local MCP server: Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools. Install it from npm as @sgx-labs/same.
Installation
Terminal
claude mcp add same -e VAULT_PATH=... -- npx -y @sgx-labs/same
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": {
"same": {
"command": "npx",
"args": [
"-y",
"@sgx-labs/same"
],
"env": {
"VAULT_PATH": "..."
}
}
}
}Fill in the environment variables with your own credentials.
What you need
- Runtime: Node.js 18+ (runs with npx).
- MCP client: Claude Code, Codex, Antigravity, Claude Desktop, Cursor or any other client that speaks MCP over stdio.
- Environment variables:
VAULT_PATH
Summary
Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.
SAME - Stateless Agent Memory Engine vs similar servers
| Server | Stars | Type | API key | Runtime |
|---|---|---|---|---|
| SAME - Stateless Agent Memory Engine | 23 | Local | Yes | npm |
| PMB AI | 280 | Local | No | pypi |
| core | 218 | Local | No | pypi |
| OMEGA Memory | 218 | Local | No | pypi |
| continuum | 111 | Local | Yes | oci |
Questions
It reads one environment variable: VAULT_PATH. Set them in your MCP config before starting the server.
Node.js 18+ (runs with npx), plus an MCP client such as Claude Code, Codex, Claude Desktop or Cursor.
SAME - Stateless Agent Memory Engine is a local MCP server distributed as the npm package @sgx-labs/same.
Run: claude mcp add same -e VAULT_PATH=... -- npx -y @sgx-labs/same
Run: codex mcp add same --env VAULT_PATH=... -- npx -y @sgx-labs/same
Similar MCP servers
NameStars
- PMB AIio.github.oleksiijko/pmb-ai280
- coreio.github.omega-memory/core218
- OMEGA Memoryio.github.omega-memory/omega-memory218
- continuumio.github.pouyahasanamreji/continuum111
- mcp-documentation-serverio.github.andrea9293/mcp-documentation-server342
- superlocalmemoryio.github.varun369/superlocalmemory226
- linkio.github.gowtham0992/link189
- prism-coderio.github.dcostenco/prism-coder157