Agent Stack Data

Run your stack at home

Every tool in our dataset runs somewhere. For a growing slice of the agent stack, the best place is a quiet box in your own house: n8n's self-hosted Community edition is free with unlimited executions, Home Assistant keeps your home data at home, locally hosted MCP servers cost nothing per call, and Ollama runs open-weight models with no API bill and no prompts leaving the building. This page specs the hardware for that — plus the two books we think are worth the shelf space above the desk.

It pairs with the Zapier vs Make vs n8n comparison, which does the cloud-versus-self-host cost math that leads here.

Disclosure: As an Amazon Associate, Agent Stack Data earns from qualifying purchases. The buttons on this page run searches on Amazon carrying our Associates tag. Prices printed here are the manufacturers' published list prices — each one labeled with its source and the date we checked it — never Amazon prices. See the full affiliate disclosure.

Sizing, briefly

RAM is the spec that matters. 16GB is the floor for an automation box: n8n, Home Assistant, and a handful of services fit comfortably and stay responsive. For local LLMs, memory is the model budget — go 32GB or more if you want 14B-class models with room to breathe. On Apple Silicon the memory is unified, shared between CPU and GPU, which is why the Mac's 24GB and 32GB configurations exist.

Storage: local models are big files and Docker images pile up; a fast 1–2TB NVMe drive is the difference between a stack you grow and one you ration. Power: an always-on box deserves a small pure-sine-wave UPS, so an outage becomes a graceful shutdown instead of a corrupted database.

The hardware

Beelink SER9 Pro

Local LLMs and heavy automation — the flagship home agent box

The most local-AI headroom in this list: 32GB of fast memory runs 14B-class models in Ollama comfortably, and the NPU takes always-on inference chores. It is also far more than enough for n8n, Home Assistant, and a stack of Docker services running at the same time.

Key spec: AMD Ryzen AI 9 HX 370 · 32GB LPDDR5X RAM · 1TB NVMe SSD · Radeon 890M graphics + 50-TOPS NPU

$1,169.00

Price from Beelink (bee-link.com), checked 2026-11-05 — not an Amazon price; Amazon's price at checkout is the real one.

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GMKtec NucBox K8 Plus

Self-hosted n8n and Docker stacks — the upgradable workhorse

Unlike the soldered-memory boxes, the K8 Plus takes standard SO-DIMM RAM and M.2 drives, so it can grow with your stack. Dual Ethernet and an OCuLink port make it the flexible pick for a home server that also runs your automation around the clock.

Key spec: AMD Ryzen 7 8845HS · 32GB DDR5 RAM (SO-DIMM, expandable) · 1TB PCIe 4.0 SSD · dual LAN + OCuLink

$919.99

Price from GMKtec (gmktec.com, 32GB + 1TB configuration), checked 2026-11-05 — not an Amazon price; Amazon's price at checkout is the real one.

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Apple Mac mini (M6)

Quiet always-on agent host — local models with the least fuss

The current Mac mini — Apple replaced the M4 model with the M6 in 2026, and this is the one it sells now. Silent under load, sips power, and its unified memory is fast for local models via Ollama or LM Studio. If local LLMs are the main job, step up to 24GB or 32GB of memory; storage is not upgradable after purchase, so size it honestly.

Key spec: Apple M6 chip · 16GB unified memory · 256GB SSD (24GB / 32GB memory and larger-storage configs available)

$899.00

Price from Apple (apple.com, from-price), checked 2026-11-05 — not an Amazon price; Amazon's price at checkout is the real one.

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NVIDIA Jetson Orin Nano Super Developer Kit

Edge AI and vision agents — a CUDA appliance, not a general server

A small AI computer for agents that see: camera feeds, on-device vision-language models, and robotics-adjacent projects, all inside NVIDIA's CUDA/JetPack ecosystem. It can run small local LLMs, but 8GB is tight — buy it for edge inference, not as your main n8n box.

Key spec: Jetson Orin Nano module, 8GB RAM · 67 TOPS of AI performance · boots from microSD (add NVMe storage for real work)

$249.00

Price from NVIDIA (nvidia.com), checked 2026-11-05 — not an Amazon price; Amazon's price at checkout is the real one.

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Raspberry Pi 5 (8GB)

The cheap always-on node — Home Assistant, light n8n, MCP servers

The lowest-cost way to keep Home Assistant, a small n8n instance, and a few MCP servers running around the clock on a few watts. The price shown is Raspberry Pi's board-only list price — memory shortages pushed Pi prices up through 2026 — and you still need the 27W USB-C power supply, cooling, and storage. Most buyers grab a kit that bundles those, which is what the Amazon button searches for.

Key spec: 2.4GHz quad-core Arm Cortex-A76 · 8GB LPDDR4X RAM · microSD storage, or NVMe via a PCIe HAT

$175.00

Price from Raspberry Pi (raspberrypi.com list price — board only), checked 2026-11-05 — not an Amazon price; Amazon's price at checkout is the real one.

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Samsung 990 PRO 2TB NVMe SSD

Fast storage for a mini-PC build — OS, Docker images, and local model files

Local models are big files: a handful of 14B-32B models plus Docker images eats a 512GB drive fast. The 990 PRO is the safe, fast default for a mini-PC build or a Pi 5 NVMe HAT. Samsung's list price is shown; street prices usually run lower, which is what the Amazon button is for.

Key spec: 2TB · PCIe 4.0 x4 NVMe, M.2 2280 · up to 7,450 MB/s read · 1,200 TBW endurance, 5-year warranty

$639.99

Price from Samsung (samsung.com list price), checked 2026-11-05 — not an Amazon price; Amazon's price at checkout is the real one.

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CyberPower CP1000PFCLCD UPS

Clean backup power — ride out outages and shut the stack down gracefully

An always-on stack that loses power mid-write eventually corrupts something. This pure-sine-wave UPS keeps a mini PC, router, and switch alive through short outages, and signals the host over USB to shut down cleanly when the battery runs low.

Key spec: 1000VA / 600W · pure sine wave output · 10 outlets (5 battery + surge, 5 surge only) · USB management for graceful shutdown

$199.95

Price from CyberPower (cyberpowersystems.com), checked 2026-11-05 — not an Amazon price; Amazon's price at checkout is the real one.

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Two books worth the shelf space

AI Engineering — Chip Huyen

The production-AI reference

For builders moving from API demos to production AI applications: evaluation, RAG, agents, and inference trade-offs, from a former Stanford ML systems instructor.

Key spec: O'Reilly · 2025 · print and ebook

Publisher: O'Reilly — check Amazon for the current price (price checked 2026-11-05).

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AI Agents in Action, Second Edition — Micheal Lanham

The hands-on agent-building guide

For Python developers building agents with today's stack: tool use, memory, MCP, and multi-agent patterns, worked end to end. The second edition is the one to get — it adds the MCP and agent-to-agent coverage the 2025 first edition predates.

Key spec: Manning · Second edition, 2026 (the current edition) · print and ebook

Publisher: Manning — check Amazon for the current price (price checked 2026-11-05).

Find it on Amazon

Machine-readable version of this page: /data/hardware.json — every item with its price, price source, check date, and Amazon search link. List prices verified 2026-11-05; manufacturers change pricing, so the manufacturer's page is the final word.