Engram AI Memory Server

Example Use Cases

• 1

  Persistent, private memory storage without relying on cloud services or API keys.

• 2

  That require hybrid semantic and full-text search to recall relevant memories accurately.

• 3

  That benefit from namespace isolation and temporal filtering of memories for organized context management.

Description

Engram is a fully local memory server that enables AI agents to remember information across sessions using a SQLite database and local embeddings. It offers hybrid search combining vector similarity and full-text search, smart deduplication, secret detection, and temporal queries. Designed for privacy and ease of use, it requires no cloud infrastructure or API keys, making it free and secure for developers. Engram integrates natively with the Model Context Protocol and supports multiple AI clients with a REST API and web dashboard.