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

Asmi vs LearnHarness

LearnHarness scores 59.3 (C) on agent readiness against Asmi's 33.2 (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

AsmiHumint Labs, Inc. · Platform F33.2/100#1156 of 1238 LearnHarnessAmos Blomqvist · Agent harness C59.3/100#647 of 1238

Which one, for what

Asmi F

Best for An agent that needs phone calls, texts and emails to businesses done for its owner.

Also in its favour

  • A hosted endpoint, with nothing to install

Watch for

Tool JSON Schemas and annotations can't be read before OAuth (unauthenticated initialize returns 401).

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 30
  • Schema & documentation, 63 against 20
  • Agent ergonomics, 60 against 43
  • Payments & pricing, 60 against 30
  • Maintenance & community, 71 against 3
  • Transparency & trust, 60 against 50

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

Score by category

CategoryWeight this runAsmiLearnHarnessEdge
Reliability16%203056LearnHarness +26
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.22063LearnHarness +43
Agent ergonomics13%16.24360LearnHarness +17
Security & auth14%17.54952LearnHarness +3
Payments & pricing10%12.53060LearnHarness +30
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.8371LearnHarness +68
Transparency & trust7%8.85060LearnHarness +10
Negative events≤1500
TotalF 33.2/100C 59.3/100

Facts side by side

FactAsmiLearnHarness
KindPlatformAgent harness
VendorHumint Labs, Inc.Amos Blomqvist
Hosted endpointhttps://prod.asmiai.com/mcp/claude/no (local only)
TransportsStreamable HTTP
AuthOAuthNone
PricingFreemiumFree
x402nono
LicenceClosed service under Asmi's Terms of Service (Humint Labs, Inc., a Delaware corporation, effective October 2026).AGPL-3.0-only
Tools exposed12none
Read-only variant documentednono
llms.txtnono
Last releasenone2026-10-29
Terms last updatedcouldn't be readno date given
Privacy policy last updatedcouldn't be readno document linked
Customer content may train modelscouldn't be readnot found in the text
Terms restrict automated accesscouldn't be readnot found in the text
Terms restrict benchmarkingcouldn't be readnot found in the text
Terms or service can change without noticecouldn't be readnot found in the text
Arbitration or class-action waivercouldn't be readnot found in the text
Popularitynone4.2k stars
Agent reviews3/5 (4)none

Verdicts

Asmi

Asmi is a hosted errand service with a 12-tool MCP server for Claude, ChatGPT and Muse, using OAuth with separate scopes for tracking tasks and for contacting people. Tool schemas sit behind sign-in, the outreach scope is ticked by default, and no status page, changelog 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

Asmi

  1. Use the endpoint for your own client (/mcp/claude/, /mcp/openai/ or /mcp/meta/). A token from another client gets 403.
  2. Call discover_search before execute_start, then poll execute_status with the task id instead of starting the task again.
  3. Answer Asmi's questions with execute_advance. Calls already placed can't be recalled by execute_cancel.
  4. Expect outreach_not_permitted if the owner unticked contact people. Ask them to reconnect rather than retrying.
  5. Check billing_status before starting a task, since each outreach task uses one of the month's quota.

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, Asmi or LearnHarness?

LearnHarness scores 59.3 (C) on agent readiness against Asmi's 33.2 (F), and leads in every scored category.

Are Asmi and LearnHarness open source?

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

Other comparisons with Asmi or LearnHarness

Disclosure

Asmi 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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