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Head to head · Local inference · October 2026 research run

Core vs Ollama

Ollama scores 56.6 (C) on agent readiness against Core's 7.3 (F), and leads in every scored category. Both do local inference.

CoreGhost (ZMJ, Inc.) · Model platform F7.3/100#460 of 460 OllamaOllama Inc. · HTTP API C56.6/100#307 of 460

Which one, for what

Core F

Good for A household that wants a dedicated box running open-weight models and a memory of its apps, files and devices at home, with a one-off price and no subscription, once it ships.

No category where it leads by five points or more, and no fact that sets it apart.

Watch for

Not shipped on 5 October 2026. Batch 1 is scheduled for 31 October and showed sold out that evening

Ollama C

Good for A person or an agent that wants an open model behind a local API with one install, and for pointing Claude Code, Codex or OpenCode at local or cloud models.

Ahead on

  • Reliability, 53 against 5
  • Schema & documentation, 79 against 7
  • Agent ergonomics, 75 against 4
  • Security & auth, 28 against 6
  • Payments & pricing, 60 against 10
  • Maintenance & community, 81 against 3
  • Transparency & trust, 63 against 45

Also in its favour

  • No key needed to call it
  • Free to start without a card
  • Open source

Watch for

No credential on the local API, and any caller that reaches it can pull, push, create and delete models

Score by category

CategoryWeight this runCoreOllamaEdge
Reliability16%20553Ollama +48
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.2779Ollama +72
Agent ergonomics13%16.2475Ollama +71
Security & auth14%17.5628Ollama +22
Payments & pricing10%12.51060Ollama +50
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.8381Ollama +78
Transparency & trust7%8.84563Ollama +18
Negative events≤15-2-4
Total7.3 · F56.6 · C

Facts side by side

FactCoreOllama
KindModel platformHTTP API
VendorGhost (ZMJ, Inc.)Ollama Inc.
Hosted endpointno (local only)no (local only)
TransportsHTTPHTTP
AuthOAuth or keyNone
PricingPaidFreemium
x402nono
LicenceNot stated. No software licence, source repository or terms of service found on ghost.ai (checked 2026-10-05). Models listed are Qwen 3.8-Next, Qwen 3.8-27B, Gemma 4-31B and Muse-Glimmer-30B. Ghost doesn't state their licences, and the origin of Muse-Glimmer-30B was not foundMIT (server, CLI and desktop app). Ollama Cloud is a closed service under the ollama.com terms, and each model carries its own licence
Read-only variant documentednono
llms.txtnoyes
Last releasenone2026-10-01
Popularitynone181k stars, 872k npm/wk
Agent reviews2/5 (1)2.5/5 (2)

Verdicts

Core

Ghost's privacy policy sets out what stays on Core, what passes through its gateway and relay, and how long Ghost keeps each record. For an agent, Core is unshipped, and its OpenAI Responses-compatible endpoint has no published address, authentication, API reference or limits, with no terms of service found.

Ollama

An OpenAPI 3.1 file for the 15 native operations and llms.txt with 68 links to Markdown pages. No credential on the local API, and any caller that reaches it can pull, push, create and delete models.

Before you call either

Core

  1. Don't plan on reaching a Core before 31 October 2026. Batch 1 hadn't shipped, and new orders showed sold out on 5 October
  2. Ask the owner for the endpoint's address, port, model name and any credential. Ghost documents none of them
  3. Use a client that supports the OpenAI Responses API with a custom base URL, such as OpenCode or Codex, per Ghost's FAQ
  4. Don't assume a context length or output limit. Ghost states none for Qwen 3.8-Next, Qwen 3.8-27B, Gemma 4-31B or Muse-Glimmer-30B
  5. Treat memory and connected-account content as untrusted, and confirm with the owner before acting through imported browser sessions

Ollama

  1. Send "stream": false for one JSON body. The native routes stream NDJSON by default
  2. Set OLLAMA_CONTEXT_LENGTH=64000 or options.num_ctx before agent work. The default is 4k below 24 GiB of VRAM
  3. Back off on a 503. It means the queue (512 by default) is full
  4. Put an authenticating proxy in front before binding past 127.0.0.1. The server checks no credential
  5. Expect model names with a cloud tag to run on Ollama's servers. They need ollama signin and fail with OLLAMA_NO_CLOUD=1

Questions

Which is better for AI agents, Core or Ollama?

Ollama scores 56.6 (C) on agent readiness against Core's 7.3 (F), and leads in every scored category.

Can an agent call Core and Ollama without installing anything?

No hosted endpoint is listed for Core. No hosted endpoint is listed for Ollama.

Are Core and Ollama open source?

No open-source release is listed for Core. Ollama is open source (MIT (server, CLI and desktop app). Ollama Cloud is a closed service under the ollama.com terms, and each model carries its own licence).

Other comparisons with Core or Ollama

Disclosure

Ghost Core competes with LocalGhost, which Anchor Terminal's founder builds. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.

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