Neural Dream Engine

SkillDocs & knowledge

Semantic memory system with knowledge graph, spreading activation, embedding-based recall, autonomous dream consolidation, and C++ LSTM+kNN pattern learning for any /MCP and the Hermes Agent.

Use Neural Dream Engine in Claude, ChatGPT or Ahel Desktop

Free. Sign in, add Neural Dream Engine and connect your AI. About a minute.

Also: Claude Code · Cursor · Codex

Then ask your AI: use the Neural Dream Engine skill

Details

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Neural Dream EngineStart free

What this skill tells your AI

The instructions your AI receives, as published by itsxactly/mazemaker in skills/neural-dream-engine/SKILL.md and read by Ahel’s review.

Background memory consolidation for the Mazemaker adapter. Three phases inspired by biological sleep: NREM (replay/strengthen), REM (bridge discovery), Insight (abstraction).

Storage backends: SQLite (default) or Postgres + pgvector (MM_DB_BACKEND=postgres). The dream engine writes its session and event tables alongside the main memory store.

Quick start

# SQLite (default)
python python/dream_engine.py

# Postgres + pgvector
MM_DB_BACKEND=postgres python python/dream_engine.py

See python/dream_engine.py for the full configuration surface.

Signals

GitHub stars
52
Forks
7
Last commit
Sep 2026
Advanced
Item type
skill
Key
neural-dream-engine
Source
github.com/itsxactly/mazemaker