AI memory infrastructure for engineers.

Persistent, queryable memory for AI agents. Vector, graph, and reasoning built in.

terminal
docker run -it serialcoder/serialmemory-mcp
Vector + graph memory engine Tenant-isolated by default Deterministic reasoning ready MCP / CLI / Docker-native

SerialMemory is an engineering intelligence layer for complex systems.

Capture, understand, validate, and improve software and hardware architectures—automatically, safely, and at scale.

Structured memory for engineering systems, not just text Deterministic reasoning over real architectures Secure, multi-tenant by design
The Problem

Modern engineering organizations run on invisible knowledge.

Architectures live in people's heads.

Design decisions vanish in chat threads.

Hardware constraints are buried in PDFs.

Systems grow until no one fully understands them.

Then something breaks.

And no one knows where.

The Solution

SerialMemory is not a chatbot.

It is not a generic AI wrapper.

SerialMemory builds a living, structured model of your systems.

It understands:

Software dependencies Infrastructure topology Embedded and hardware constraints

It continuously reasons over that model to surface risks, contradictions, and opportunities for improvement.

Quietly. Reliably. Deterministically.

How It Works

Four Steps to System Intelligence

1

Ingest

Design docs, logs, architecture notes, telemetry, and system descriptions

2

Understand

Convert raw inputs into structured entities, relationships, and constraints

3

Validate

Run deterministic engineering checks against real-world rules

4

Optimize

Propose improvements backed by system-wide reasoning

Feature Highlights

Engineering Intelligence, Not AI Hype

🧠

Hybrid System Intelligence

Understands both software and physical engineering systems in a unified model.

Multi-Model Reasoning

Runs specialized reasoning models in parallel and merges results by confidence.

Engineering Validation

Detects electrical, signal, thermal, and dependency issues automatically.

📊

Visual Simulations

Live 2D/3D system maps with risk overlays and animated dependencies.

🔒

Tenant-Secure by Design

Every memory and inference is isolated, encrypted, and auditable.

🔗

Knowledge Graph

Entities and relationships extracted automatically. Your systems, connected.

Built for People Who Design and Run Complex Systems

🏗
Software Architects
🖥
Backend & Distributed Systems Engineers
📟
Embedded & Firmware Engineers
🔌
Electrical & Hardware Engineers
🛠
SRE & Infrastructure Engineers
👥
Technical & Engineering Leads

Pricing Philosophy

SerialMemory is priced for real engineering work.

We don't charge for seats.

We charge for validated intelligence delivered safely.

Small teams shouldn't need an enterprise budget.

Large systems require predictable economics.

Frequently Asked Questions

Is this a chatbot?

No. SerialMemory is a structured intelligence platform that builds and reasons over system graphs.

Does it modify my code or hardware automatically?

No. It proposes improvements. Humans stay in control.

Can it run locally?

Yes. Local-first and private deployments are supported.

Is my data isolated?

Yes. Tenant isolation is enforced at database and application levels.

Can this scale across teams?

Yes. It was designed from the start for multi-tenant, high-scale workloads.

Start building systems you can finally understand.

SerialMemory gives you memory, reasoning, and clarity—designed for engineers who care about correctness.

Get Started