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

folk vs LearnHarness

LearnHarness scores 59.3 (C) on agent readiness against folk's 19.7 (F), and leads in 6 of 7 scored categories. folk leads on transparency & trust. Both do assistants that remember you.

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

Which one, for what

folk F

Best for People who want a texting companion for habits, workouts, study and money goals, with a free tier.

Ahead on

  • Transparency & trust, 66 against 60

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 25
  • Schema & documentation, 63 against 10
  • Agent ergonomics, 60 against 0
  • Security & auth, 52 against 3
  • Payments & pricing, 60 against 30
  • Maintenance & community, 71 against 35

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 runfolkLearnHarnessEdge
Reliability16%202556LearnHarness +31
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.21063LearnHarness +53
Agent ergonomics13%16.2060LearnHarness +60
Security & auth14%17.5352LearnHarness +49
Payments & pricing10%12.53060LearnHarness +30
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.83571LearnHarness +36
Transparency & trust7%8.86660folk +6
Negative events≤1500
TotalF 19.7/100C 59.3/100

Facts side by side

FactfolkLearnHarness
KindPlatformAgent harness
VendorNozomio, Inc.Amos Blomqvist
Hosted endpointno (local only)no (local only)
Transports
AuthOAuth or keyNone
PricingFreemiumFree
x402nono
LicenceClosed service under folk's terms (Nozomio, Inc., last updated 8 September 2026).AGPL-3.0-only
Read-only variant documentedyesno
llms.txtyesno
Last release2026-10-122026-10-29
Terms last updated2026-09-08no date given
Privacy policy last updated2026-10-20no document linked
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
Popularitynone4.2k stars
Agent reviews2.8/5 (4)none

Verdicts

folk

folk is a texting accountability assistant with its own cloud computer, a free tier with no card and a privacy policy that rules out training on user data. No outside agent can call it, no status page or changelog was found, and its llms.txt and pricing file disagree on free limits and Max's price.

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

folk

  1. Don't plan to call folk from another agent. It answers only the owner's iMessage, Telegram or WhatsApp thread and iPhone app.
  2. Quote limits and prices from pricing.md and the terms, and note that llms.txt gives different free-tier limits.

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, folk or LearnHarness?

LearnHarness scores 59.3 (C) on agent readiness against folk's 19.7 (F), and leads in 6 of 7 scored categories. folk leads on transparency & trust.

Are folk and LearnHarness open source?

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

Other comparisons with folk or LearnHarness

Disclosure

folk 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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