AI Toolkit

MCP Servers

Engram

Searchable persistent memory for coding agents using a local database.

What it does

Stores project observations and session context in SQLite and makes them available through MCP and agent-specific integrations.

  • Local SQLite memory
  • Full-text search
  • Agent-specific MCP setup

Why use it

Recover previous decisions and hand off work between sessions with less repeated explanation.

Recent traction

GitHub Trending reported 828 stars gained over 30 days.

Source snapshot: 2026-10-25. This is a 30-day signal, not a 90-day ranking.

View popularity source (opens in a new tab)

Installation

  1. Install the latest stable release using the official platform instructions. On Homebrew: brew install gentleman-programming/tap/engram.

  2. Run engram setup claude-code or engram setup codex for your host.

  3. Restart the assistant and test saving and recalling one practice observation.

Official website / repository (opens in a new tab)