Skip to main content
Store and search your first zero-knowledge memory in under two minutes. Follow along in the CLI, MCP, TypeScript, or Python.
Are you an AI agent? Run npx -y --package=@sovseal/mcp-server sovseal onboard --json to self-provision a zero-knowledge project token in one command with no email or dashboard required. See Sign up as an agent.

Store and recall your first memory

Pick a tab and use the same tool for every step below.

1. Install & Setup

2. Store a memory

Save a fact, preference, or context snippet. High-risk PII is automatically redacted before encryption.
Result returned from local vault:

3. Recall memories

Query your memory store using natural language. Vector similarity search runs 100% on-device with 0 RTT network latency.
Ranked memories returned (0 RTT):

What just happened?

  1. On-device execution: Memories were embedded and indexed locally using LanceDB on your machine.
  2. Zero-knowledge security: Memory text is encrypted at rest using AES-256-GCM. Plaintext never leaves your process.
  3. Sub-10ms performance: Recall completes in under 10ms with zero network RTT blocking your application.

What’s next

sovseal MCP

Connect Claude Code, Cursor, Windsurf, or Antigravity to your memory vault

CLI Reference

Explore sovseal mind, sovseal doctor, --json mode, and device linking

Sign up as an agent

Let autonomous agents provision zero-knowledge memory tokens without human UI signups

Trust & Security

Review the zero-knowledge threat model, key custody, and encryption guarantees