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SAME - Stateless Agent Memory Engine

local MCP server

SAME - 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

ServerStarsTypeAPI keyRuntime
SAME - Stateless Agent Memory Engine23LocalYesnpm
PMB AI280LocalNopypi
core218LocalNopypi
OMEGA Memory218LocalNopypi
continuum111LocalYesoci

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
  1. PMB AIio.github.oleksiijko/pmb-ai280
  2. coreio.github.omega-memory/core218
  3. OMEGA Memoryio.github.omega-memory/omega-memory218
  4. continuumio.github.pouyahasanamreji/continuum111
  5. mcp-documentation-serverio.github.andrea9293/mcp-documentation-server342
  6. superlocalmemoryio.github.varun369/superlocalmemory226
  7. linkio.github.gowtham0992/link189
  8. prism-coderio.github.dcostenco/prism-coder157