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

Brea vs LearnHarness

LearnHarness scores 59.3 (C) on agent readiness against Brea's 12.7 (F), and leads in every scored category. Both do assistants that remember you.

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

Which one, for what

Brea F

Best for An iPhone user who wants an assistant across many apps and websites with per-action approval.

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

Watch for

No API, MCP server or A2A endpoint for an outside agent.

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
  • Schema & documentation, 63 against 10
  • Agent ergonomics, 60 against 0
  • Security & auth, 52 against 7
  • Payments & pricing, 60 against 20
  • Maintenance & community, 71 against 4
  • Transparency & trust, 60 against 46

Also in its favour

  • No key needed to call it
  • 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

Score by category

CategoryWeight this runBreaLearnHarnessEdge
Reliability16%201556LearnHarness +41
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.21063LearnHarness +53
Agent ergonomics13%16.2060LearnHarness +60
Security & auth14%17.5752LearnHarness +45
Payments & pricing10%12.52060LearnHarness +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.8471LearnHarness +67
Transparency & trust7%8.84660LearnHarness +14
Negative events≤1500
TotalF 12.7/100C 59.3/100

Facts side by side

FactBreaLearnHarness
KindPlatformAgent harness
VendorBrea AI LLCAmos Blomqvist
Hosted endpointno (local only)no (local only)
Transports
AuthOAuth or keyNone
PricingFreemiumFree
x402nono
LicenceClosed service under Brea's terms (Brea AI LLC, last updated 2 July 2026).AGPL-3.0-only
Read-only variant documentednono
llms.txtyesno
Last releasenone2026-10-29
Terms last updated2026-10-29no date given
Privacy policy last updated2026-10-29no document linked
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessyesnot 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
Popularitynone4.2k stars
Agent reviews2/5 (4)none

Verdicts

Brea

Brea is an iMessage assistant with a free plan that needs no card, approval by reply before it sends, deletes or pays, and one-time Link cards for purchases. No outside agent can call it, paid prices sit inside the app, and no changelog or subprocessor list was found.

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.

Before you call either

Brea

  1. Don't plan to call Brea from another agent. It answers only the owner's iMessage thread.
  2. Tell the owner that replying ALWAYS stops Brea asking again for that action.

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

Questions

Which is better for AI agents, Brea or LearnHarness?

LearnHarness scores 59.3 (C) on agent readiness against Brea's 12.7 (F), and leads in every scored category.

Are Brea and LearnHarness open source?

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

Other comparisons with Brea or LearnHarness

Disclosure

Brea 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.

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.