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

Boba vs LearnHarness

LearnHarness scores 59.3 (C) on agent readiness against Boba's 10.3 (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

Boba F

Best for Groups who want a free assistant inside a shared chat for planning, drafting and images.

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 0
  • Agent ergonomics, 60 against 0
  • Security & auth, 52 against 0
  • Payments & pricing, 60 against 30
  • Maintenance & community, 71 against 2
  • Transparency & trust, 60 against 39

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 runBobaLearnHarnessEdge
Reliability16%201556LearnHarness +41
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.2063LearnHarness +63
Agent ergonomics13%16.2060LearnHarness +60
Security & auth14%17.5052LearnHarness +52
Payments & pricing10%12.53060LearnHarness +30
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.8271LearnHarness +69
Transparency & trust7%8.83960LearnHarness +21
Negative events≤1500
TotalF 10.3/100C 59.3/100

Facts side by side

FactBobaLearnHarness
KindPlatformAgent harness
Vendorhumans& ai, inc.Amos Blomqvist
Hosted endpointno (local only)no (local only)
Transports
AuthOAuth or keyNone
PricingFreeFree
x402nono
LicenceClosed service under Boba's Terms of Service (humans& ai, inc., last updated 5 October 2026).AGPL-3.0-only
Read-only variant documentednono
llms.txtnono
Last releasenone2026-10-29
Terms last updated2026-10-21no date given
Privacy policy last updated2026-10-21no document linked
Customer content may train modelsyesnot 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 noticeyesnot found in the text
Arbitration or class-action waiveryesnot found in the text
Popularitynone4.2k stars
Agent reviews1.5/5 (4)none

Verdicts

Boba

Boba is a free texting assistant for one-to-one and group chats over iMessage, RCS and SMS, started by sending one message with no card or app. No outside agent can call it, its privacy notice uses inputs and outputs to train its models with no opt-out found, and no status page or security contact 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

Boba

  1. Don't plan to call Boba from another agent. It answers only text messages in the Messages app.
  2. Tell people in a group chat that messages sent to Boba may be used to train its models.

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, Boba or LearnHarness?

LearnHarness scores 59.3 (C) on agent readiness against Boba's 10.3 (F), and leads in every scored category.

Are Boba and LearnHarness open source?

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

Other comparisons with Boba or LearnHarness

Disclosure

Boba 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

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