Memory (reference) vs Engram

Both are memory & reasoning MCP servers, and we ran both through the same test (recall across sessions) in each app. Memory (reference) passed 4 of 4 apps we tested it in; Engram passed 2 of 4.

Test results side by side

Memory (reference)Engram
Claude CodePassed
2026-10-19
Partial
2026-10-15
CursorPassed
2026-10-19
Partial
2026-10-15
Claude DesktopPassed
2026-10-21
Passed
2026-10-21
ChatGPT (Codex)Passed
2026-10-20
Passed
2026-10-21
Tools exposed (protocol check)9 tools22 tools
GitHub stars91,266 (shared repo)7,201
LicenseNOASSERTIONMIT
Last push2026-10-132026-10-14

Results from our own harness runs, dated per cell. Stars and last push from GitHub at our last data refresh. We don’t pick a winner here: which one fits depends on your app and setup.

What each does

Memory (reference): A simple knowledge-graph memory the agent can add to and search across sessions, stored in a local JSON file.

Engram: Persistent memory for coding agents: a Go binary storing memories in SQLite with full-text search over MCP.

All memory & reasoning servers

Featured