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Context dies when you switch apps. Continuum is an open, local-first memory layer for your Mac — it remembers what you do in every app (on-device) and hands it to any AI over MCP. Ask Claude what you were just doing in another tab, and it knows.

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Continuum – an open, local-first memory layer for your Mac

by nikhilkagita97·Jun 23, 2026·3 points·0 comments

AI Analysis

●●●BangerSolve My ProblemDark HorseBig Brain

Local OCR memory layer exposes screen context to any MCP client without cloud sync.

Strengths
  • Change-based capture instead of continuous video reduces storage and privacy creep.
  • MCP integration means any compatible agent gets context without custom integrations.
  • `verify` command proves the capture-recall loop works before you commit to installing.
Weaknesses
  • macOS only limits audience; Windows/Linux users need alternative solutions immediately.
  • Zero stars and forks suggests untested codebase despite clean README claims.
Category
Target Audience

Privacy-conscious developers using AI agents on Mac

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