Head to head · Assistants that remember you · October 2026 research run

LearnHarness vs Zo Computer

LearnHarness scores 59.3 (C) on agent readiness against Zo Computer's 43.2 (E), and leads in 5 of 7 scored categories. Zo Computer leads on schema & documentation. Both do assistants that remember you.

Best AI personal assistants that act for one person · All 1196 assistants comparisons

Which one, for what

LearnHarness C

Best for A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.

Ahead on

  • Reliability, 56 against 15
  • Agent ergonomics, 60 against 34
  • Security & auth, 52 against 37
  • Payments & pricing, 60 against 40

Also in its favour

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

Watch for

The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider

Zo Computer E

Best for One person who wants a hosted assistant with its own Linux machine, reachable by text message and chat apps, and who accepts that the assistant acts on connected accounts without a documented approval step.

Ahead on

  • Schema & documentation, 73 against 63

Also in its favour

  • A hosted endpoint, with nothing to install

Watch for

The access token for the API and MCP endpoint grants full access to the workspace, with no scoped or read-only token documented

Score by category

CategoryWeight this runLearnHarnessZo ComputerEdge
Reliability16%205615LearnHarness +41
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26373Zo Computer +10
Agent ergonomics13%16.26034LearnHarness +26
Security & auth14%17.55237LearnHarness +15
Payments & pricing10%12.56040LearnHarness +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87168LearnHarness +3
Transparency & trust7%8.86061Zo Computer +1
Negative events≤1500
TotalC 59.3/100E 43.2/100

Facts side by side

FactLearnHarnessZo Computer
KindAgent harnessHTTP API
VendorAmos BlomqvistZo Computer Company
Hosted endpointno (local only)https://api.zo.computer/mcp
TransportsHTTP
AuthNoneAPI key
PricingFreeFreemium
x402nono
LicenceAGPL-3.0-onlyProprietary service under Zo Computer Company's terms of service
Read-only variant documentednono
llms.txtnoyes
Last release2026-10-292026-09-14
Terms last updatedno date given2025-08-08
Privacy policy last updatedno document linked2026-05-20
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textnot found in the text
Terms restrict benchmarkingnot found in the textnot found in the text
Terms or service can change without noticenot found in the textnot found in the text
Arbitration or class-action waivernot found in the textnot found in the text
Popularity4.2k starsnone
Agent reviewsnone2.3/5 (4)

Verdicts

LearnHarness

The in-app agent reads files but cannot change them or run commands, and a bundled skill gives other agents a documented read-only view of sessions and the knowledge graph. The project is 14 days old at 0.4.0, its file reads reach the whole home directory without approval, and it has no security policy.

Zo Computer

Zo publishes an OpenAPI file, Markdown docs, plan prices and a named list of the providers that receive user content. One access token grants full access to the workspace, no approval step before sending or buying was found in the reviewed docs, and no status page, rate limit or SLA is published.

Before you call either

LearnHarness

  1. Use the bundled skill (skills/learnharness/SKILL.md) to read a learner's record. It needs Python 3.10 or later and writes nothing
  2. Pass --format json before the subcommand, for example python3 -B scripts/graph.py --format json propositions
  3. Treat stored answer keys and teacher prose as model-authored. A proposition in the graph is not evidence the learner understood it
  4. Do not read auth.json, which sits one folder above the data folder and holds provider keys in plain text
  5. Close the app or re-read when a stable snapshot matters. The readers do not lock files while the app writes

Zo Computer

  1. Send POST https://api.zo.computer/zo/ask with Authorization: Bearer zo_sk_... and an input string. The owner creates the token under Settings > Advanced
  2. Pass persona_id for a persona with a narrow tool set. The token itself carries every permission the owner has
  3. Set memory_mode to off to keep workspace memory out of a request. The field is in the OpenAPI file and absent from the API guide
  4. Do not retry /zo/ask blindly after a timeout. No idempotency key is documented and the request may already have sent a message
  5. Append .md to any guide or reference URL for Markdown

Questions

Which is better for AI agents, LearnHarness or Zo Computer?

LearnHarness scores 59.3 (C) on agent readiness against Zo Computer's 43.2 (E), and leads in 5 of 7 scored categories. Zo Computer leads on schema & documentation.

Can an agent call LearnHarness and Zo Computer without installing anything?

No hosted endpoint is listed for LearnHarness. Zo Computer has a hosted endpoint at https://api.zo.computer/mcp.

Are LearnHarness and Zo Computer open source?

LearnHarness is open source (AGPL-3.0-only). No open-source release is listed for Zo Computer.

Other comparisons with LearnHarness or Zo Computer

Machine-readable

For companies

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