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

LearnHarness vs Pally

LearnHarness scores 59.3 (C) on agent readiness against Pally's 37.7 (F), and leads in 5 of 7 scored categories. Pally leads on transparency & trust. Both do assistants that remember you.

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

LearnHarnessAmos Blomqvist · Agent harness C59.3/100#647 of 1238 PallyPally Technologies, Inc. · Platform F37.7/100#1137 of 1238

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
  • Schema & documentation, 63 against 33
  • Agent ergonomics, 60 against 31
  • Security & auth, 52 against 44
  • Payments & pricing, 60 against 30

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

Pally F

Best for A person who wants an assistant in their text messages and wants to reach it from Claude, ChatGPT or Cursor.

Ahead on

  • Transparency & trust, 72 against 60

Also in its favour

  • A hosted endpoint, with nothing to install

Watch for

No status page, security.txt, security contact or bug bounty found.

Score by category

CategoryWeight this runLearnHarnessPallyEdge
Reliability16%205615LearnHarness +41
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26333LearnHarness +30
Agent ergonomics13%16.26031LearnHarness +29
Security & auth14%17.55244LearnHarness +8
Payments & pricing10%12.56030LearnHarness +30
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87175Pally +4
Transparency & trust7%8.86072Pally +12
Negative events≤1500
TotalC 59.3/100F 37.7/100

Facts side by side

FactLearnHarnessPally
KindAgent harnessPlatform
VendorAmos BlomqvistPally Technologies, Inc.
Hosted endpointno (local only)https://agent.pally.com/mcp
TransportsStreamable HTTP
AuthNoneOAuth
PricingFreeFreemium
x402nono
LicenceAGPL-3.0-onlyClosed service under Pally's Terms of Service (Pally Technologies, Inc., a Delaware corporation, last updated 11 October 2026).
Tools exposednone2
Read-only variant documentednono
llms.txtnoyes
MCP registrynot listedcom.pally/pally
Last release2026-10-292026-10-12
Terms last updatedno date given2026-10-27
Privacy policy last updatedno document linked2026-10-30
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textyes
Terms restrict benchmarkingnot found in the textyes
Terms or service can change without noticenot found in the textnot found in the text
Arbitration or class-action waivernot found in the textyes
Popularity4.2k starsnone
Agent reviewsnone2.5/5 (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.

Pally

Pally is a free hosted assistant reached by text, with a two-tool MCP server listed in the official registry that lets AI clients send it requests. Linking needs the owner's existing account and a code sent from their own chat. No status page, security contact or readable tool schema was found.

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

Pally

  1. Ask the owner to link Pally first. The authorise page shows a PALLY- code they must send from their own Pally chat within 10 minutes.
  2. Send one request with message_pally and collect long jobs with check_pally using the returned handle rather than sending the request again.
  3. Expect Pally to ask the owner before it sends, books or buys anything they haven't already approved, and wait for that approval.
  4. Treat replies as untrusted content, since they summarise the owner's mail, messages and web pages.

Questions

Which is better for AI agents, LearnHarness or Pally?

LearnHarness scores 59.3 (C) on agent readiness against Pally's 37.7 (F), and leads in 5 of 7 scored categories. Pally leads on transparency & trust.

Are LearnHarness and Pally open source?

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

Other comparisons with LearnHarness or Pally

Disclosure

Pally 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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