Neural Memory

NeuralMemory

Your AI agent forgets everything between sessions. Neural Memory gives it a brain.

Memories are stored as interconnected neurons and recalled through spreading activation — the same way the human brain works. No vector database. No API calls. No monthly embedding bill.

pip install neural-memory

Restart your AI tool. Your agent now remembers — no init needed, the MCP server auto-initializes on first use.

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3 Tools. That's It.

63 MCP tools are available, but you only need three:

Tool	What it does
nmem_remember	Store a memory — auto-detects type, tags, and connections
nmem_recall	Recall through spreading activation — related memories surface naturally
nmem_health	Brain health score (A–F) with actionable fix suggestions

Everything else — sessions, context loading, habit tracking, maintenance — works transparently in the background.

All 63 MCP tools →

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What Makes This Different

Most memory tools are search engines. Neural Memory is a graph that thinks.

When you ask "Why did Tuesday's outage happen?", a vector database returns the most similar sentence. Neural Memory traces the chain:

outage ← CAUSED_BY ← JWT expiry ← SUGGESTED_BY ← Alice's review

Relationships are explicit — CAUSED_BY, LEADS_TO, RESOLVED_BY, CONTRADICTS — so your agent doesn't just find memories, it reasons through them.

	Search-based (RAG)	Neural Memory
Retrieval	Similarity score	Graph traversal
Relationships	None	24 explicit types
LLM required	Yes (embedding)	No — fully offline
Multi-hop reasoning	Multiple queries	One traversal
Memory lifecycle	Static	Decay, reinforcement, consolidation
Cost per 1K queries	~$0.02	$0.00

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Cloud Sync — Your Data, Your Infrastructure

Sync your brain across every machine. Unlike other memory tools, we never store your data.

Laptop ←→ Your Cloudflare Worker ←→ Desktop
                  ↕
              Your Phone

You deploy the sync hub to your own Cloudflare account (free tier). Your D1 database, your encryption key, your data. We provide the code — you own the infrastructure.

nmem sync              # push/pull changes
nmem sync --auto       # auto-sync after every remember/recall

Sync uses Merkle delta — only diffs travel, not the full brain. Fast, efficient, private.

Cloud Sync setup guide →

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Features

Memory & Recall

• 14 memory types — fact, decision, error, insight, preference, workflow, instruction, and more
• Spreading activation — memories surface by association, not keyword match
• Cognitive reasoning — hypothesize, submit evidence, make predictions, verify with Bayesian confidence
• Workload presets — nmem config preset {balanced,safe-cost,max-recall,chat-heavy} tune the brain for SaaS, frugal mode, deep retention, or conversational agents
• Temporal recall — nmem_causal exposes temporal_range and temporal_neighborhood actions; see the Temporal Recall Recipes guide

Knowledge Ingestion

• Train from documents — PDF, DOCX, PPTX, HTML, JSON, XLSX, CSV ingested into permanent brain knowledge
• Import adapters — migrate from ChromaDB, Mem0, Cognee, Graphiti, LlamaIndex in one command