Engrams & SQLite: Solving AI Context Amnesia with Nucleus-MCP Tags: AI, SQLite, Productivity, Open Source
Published: (February 17, 2026 at 10:14 AM EST)
1 min read
Source: Dev.to
Source: Dev.to
The Problem: AI Context Amnesia
Local AI agents such as Cursor, Windsurf, and Claude often forget previous interactions. This happens because we treat cognitive memory like disposable logs rather than a persistent knowledge store.
The Solution: Nucleus‑MCP
Nucleus‑MCP v1.0.7 is a sovereign command deck for AI agents that implements a local‑first memory model. It stores context in SQLite‑backed engrams, eliminating reliance on cloud intermediaries and preventing the “forgetting” issue.
Launch & Community Invitation
The project was launched on Product Hunt today, landing at #86. We’re seeking technical critics who want to dive into the architecture and provide feedback.
Launch Link: