# LearnHarness vs Town > LearnHarness scores 59.3 (C) to Town's 48.7 (D) for assistants that remember you. Prices, MCP, x402, uptime and agent notes side by side. - Canonical: https://www.anchorterminal.com/compare/learnharness-vs-town - Markdown: https://www.anchorterminal.com/compare/learnharness-vs-town.md (~3,900 tokens) - Slim: https://www.anchorterminal.com/compare/learnharness-vs-town.min.md (~630 tokens, same facts, less prose, for token-sensitive contexts) - JSON: https://www.anchorterminal.com/compare/learnharness-vs-town.json (this page as data, same URL with Accept: application/json) - Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt) - API: https://www.anchorterminal.com/api/v1/index.json - MCP: https://www.anchorterminal.com/mcp (the whole catalogue as tools, no key) - Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data) - Updated: 2026-10-30 LearnHarness scores 59.3 (C) on agent readiness against Town's 48.7 (D), and leads in 5 of 7 scored categories. Town leads on security & auth. Both do assistants that remember you. - LearnHarness: grade C, 59.3/100, rank #648 of 1239. Markdown https://www.anchorterminal.com/tools/learnharness.md · JSON https://www.anchorterminal.com/api/v1/tools/learnharness.json - Town: grade D, 48.7/100, rank #982 of 1239. Markdown https://www.anchorterminal.com/tools/town.md · JSON https://www.anchorterminal.com/api/v1/tools/town.json - Best AI personal assistants that act for one person: https://www.anchorterminal.com/best/personal-assistants/index.md - All 1196 assistants comparisons: https://www.anchorterminal.com/compare/personal-assistants/index.md ## Which one, for what ### LearnHarness (C) Good 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 35 - Schema & documentation, 63 against 33 - Agent ergonomics, 60 against 49 - Payments & pricing, 60 against 30 - Maintenance & community, 71 against 60 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 ### Town (D) Good for: An owner who wants a mail and calendar assistant whose routines other systems can trigger. Ahead on: - Security & auth, 79 against 52 Watch for: The privacy policy describes training with an opt-out and the trust page says training is opt-in. ## Score by category | Category | Weight | LearnHarness | Town | Edge | | --- | --- | --- | --- | --- | | Reliability | 16% (20 this run) | 56 | 35 | LearnHarness +21 | | Performance | 10%, pending | pending | pending | not scored in this run | | Schema & documentation | 13% (16.2 this run) | 63 | 33 | LearnHarness +30 | | Agent ergonomics | 13% (16.2 this run) | 60 | 49 | LearnHarness +11 | | Security & auth | 14% (17.5 this run) | 52 | 79 | Town +27 | | Payments & pricing | 10% (12.5 this run) | 60 | 30 | LearnHarness +30 | | Task success | 10%, pending | pending | pending | not scored in this run | | Maintenance & community | 7% (8.8 this run) | 71 | 60 | LearnHarness +11 | | Transparency & trust | 7% (8.8 this run) | 60 | 63 | Town +3 | | Negative events | ≤15 | 0 | 0 | | | **Total** | | **59.3 · C** | **48.7 · D** | | ## Facts side by side | Fact | LearnHarness | Town | | --- | --- | --- | | Kind | Agent harness | Platform | | Vendor | Amos Blomqvist | Town.com, Inc. | | Hosted endpoint | no (local only) | no (local only) | | Transports | | HTTP | | Auth | None | OAuth or key | | Pricing | Free | Freemium | | x402 | no | no | | Licence | AGPL-3.0-only | Closed service under Town's Terms of Service (Town.com, Inc., updated 21 July 2026). | | Read-only variant documented | no | yes | | llms.txt | no | no | | Last release | 2026-10-29 | 2026-10-10 | | Terms last updated | no date given | 2026-07-21 | | Privacy policy last updated | no document linked | 2026-07-21 | | Customer content may train models | not found in the text | yes, with an opt-out | | Terms restrict automated access | not found in the text | yes | | Terms restrict benchmarking | not found in the text | not found in the text | | Terms or service can change without notice | not found in the text | not found in the text | | Arbitration or class-action waiver | not found in the text | yes | | Popularity | 4.2k stars | none | ## 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. **Town.** Town is a hosted assistant that works across the owner's mail, calendar and work apps, and other systems can start its routines through per-routine webhooks with rotatable secrets, idempotency keys and documented errors. A caller can't read a run's result. The privacy policy and trust page disagree on whether training is on by default. ## 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 ### Town 1. Start a Town routine with POST to its webhook URL, Authorization Bearer whsec_ secret, and application/json or text/plain. Expect 202 only. 2. Send X-Town-Idempotency-Key with a stable event id on every retry so Town doesn't start a second run. 3. Treat 404 as wrong secret, disabled endpoint or missing endpoint alike, and ask the owner to check Routine Settings rather than retrying. 4. Send account_email only if the owner allowed the override. It must match a connected account in full and can't widen the routine's scope. 5. Ask the owner to keep routines that act on webhook input in approval-required mode, as Town's own docs advise. ## Questions ### Which is better for AI agents, LearnHarness or Town? LearnHarness scores 59.3 (C) on agent readiness against Town's 48.7 (D), and leads in 5 of 7 scored categories. Town leads on security & auth. ### Are LearnHarness and Town open source? LearnHarness is open source (AGPL-3.0-only). No open-source release is listed for Town. ## For agents - This comparison as JSON: https://www.anchorterminal.com/compare/learnharness-vs-town.json, and with the fewest tokens: https://www.anchorterminal.com/compare/learnharness-vs-town.min.md - Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "learnharness", "b": "town"}`. From a terminal: `anchor compare learnharness town` - Each listing in full: https://www.anchorterminal.com/api/v1/tools/learnharness.json and https://www.anchorterminal.com/api/v1/tools/town.json ## Other comparisons with LearnHarness or Town - [asaply vs Town](https://www.anchorterminal.com/compare/asaply-vs-town.md) - [Asmi vs Town](https://www.anchorterminal.com/compare/asmi-vs-town.md) - [Boba vs Town](https://www.anchorterminal.com/compare/boba-vs-town.md) - [Brea vs Town](https://www.anchorterminal.com/compare/brea-vs-town.md) - [Del vs Town](https://www.anchorterminal.com/compare/del-vs-town.md) - [HireAlpha vs Town](https://www.anchorterminal.com/compare/hirealpha-vs-town.md) - [OpenInstinct vs Town](https://www.anchorterminal.com/compare/openinstinct-vs-town.md) - [Orbits vs Town](https://www.anchorterminal.com/compare/orbits-vs-town.md) - [Orchid vs Town](https://www.anchorterminal.com/compare/orchid-ai-vs-town.md) - [szn vs Town](https://www.anchorterminal.com/compare/szn-vs-town.md) - [Tab vs Town](https://www.anchorterminal.com/compare/tab-bot-vs-town.md) - [Tasker AI vs Town](https://www.anchorterminal.com/compare/tasker-ai-vs-town.md) - [Town vs Zapia](https://www.anchorterminal.com/compare/town-vs-zapia.md) - [AstrBot vs Town](https://www.anchorterminal.com/compare/astrbot-vs-town.md) - [Boski vs Town](https://www.anchorterminal.com/compare/boski-vs-town.md) - [Caddy vs Town](https://www.anchorterminal.com/compare/caddy-app-vs-town.md) - [Claude Duet vs Town](https://www.anchorterminal.com/compare/claude-duet-vs-town.md) - [CowAgent vs Town](https://www.anchorterminal.com/compare/cowagent-vs-town.md) - [folk vs Town](https://www.anchorterminal.com/compare/folk-nozomio-vs-town.md) - [GAIA vs Town](https://www.anchorterminal.com/compare/gaia-vs-town.md) - [Gemini Spark vs Town](https://www.anchorterminal.com/compare/gemini-spark-vs-town.md) - [Grok Bot vs Town](https://www.anchorterminal.com/compare/grok-bot-vs-town.md) - [Haven vs Town](https://www.anchorterminal.com/compare/haven-vs-town.md) - [Hermes Agent vs Town](https://www.anchorterminal.com/compare/hermes-agent-vs-town.md) - [Instinct vs Town](https://www.anchorterminal.com/compare/instinct-vs-town.md) - [IronClaw vs Town](https://www.anchorterminal.com/compare/ironclaw-vs-town.md) - [Leon vs Town](https://www.anchorterminal.com/compare/leon-vs-town.md) - [Lindy vs Town](https://www.anchorterminal.com/compare/lindy-vs-town.md) - [nanobot vs Town](https://www.anchorterminal.com/compare/nanobot-vs-town.md) - [NanoClaw vs Town](https://www.anchorterminal.com/compare/nanoclaw-vs-town.md) - [Dots vs Town](https://www.anchorterminal.com/compare/openai-dots-vs-town.md) - [OpenClaw vs Town](https://www.anchorterminal.com/compare/openclaw-vs-town.md) - [OpenDuet vs Town](https://www.anchorterminal.com/compare/openduet-vs-town.md) - [PicoClaw vs Town](https://www.anchorterminal.com/compare/picoclaw-vs-town.md) - [Poke vs Town](https://www.anchorterminal.com/compare/poke-vs-town.md) - [QwenPaw vs Town](https://www.anchorterminal.com/compare/qwenpaw-vs-town.md) - [Town vs ZeroClaw](https://www.anchorterminal.com/compare/town-vs-zeroclaw.md) - [Town vs Zo Computer](https://www.anchorterminal.com/compare/town-vs-zo-computer.md) - [asaply vs LearnHarness](https://www.anchorterminal.com/compare/asaply-vs-learnharness.md) - [Asmi vs LearnHarness](https://www.anchorterminal.com/compare/asmi-vs-learnharness.md) - [Atticus vs LearnHarness](https://www.anchorterminal.com/compare/atticus-vs-learnharness.md) - [Atticus vs Town](https://www.anchorterminal.com/compare/atticus-vs-town.md) - [Boba vs LearnHarness](https://www.anchorterminal.com/compare/boba-vs-learnharness.md) - [Boski vs LearnHarness](https://www.anchorterminal.com/compare/boski-vs-learnharness.md) - [Brea vs LearnHarness](https://www.anchorterminal.com/compare/brea-vs-learnharness.md) - [Caddy vs LearnHarness](https://www.anchorterminal.com/compare/caddy-app-vs-learnharness.md) - [Claude Duet vs LearnHarness](https://www.anchorterminal.com/compare/claude-duet-vs-learnharness.md) - [CowAgent vs LearnHarness](https://www.anchorterminal.com/compare/cowagent-vs-learnharness.md) - [DeepTutor vs LearnHarness](https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.md) - [DeepTutor vs Town](https://www.anchorterminal.com/compare/deeptutor-vs-town.md) - [Del vs LearnHarness](https://www.anchorterminal.com/compare/del-vs-learnharness.md) - [folk vs LearnHarness](https://www.anchorterminal.com/compare/folk-nozomio-vs-learnharness.md) - [GAIA vs LearnHarness](https://www.anchorterminal.com/compare/gaia-vs-learnharness.md) - [Gemini Spark vs LearnHarness](https://www.anchorterminal.com/compare/gemini-spark-vs-learnharness.md) - [Grok Bot vs LearnHarness](https://www.anchorterminal.com/compare/grok-bot-vs-learnharness.md) - [Hark Pro vs LearnHarness](https://www.anchorterminal.com/compare/hark-pro-vs-learnharness.md) - [Hark Pro vs Town](https://www.anchorterminal.com/compare/hark-pro-vs-town.md) - [Haven vs LearnHarness](https://www.anchorterminal.com/compare/haven-vs-learnharness.md) - [Hermes Agent vs LearnHarness](https://www.anchorterminal.com/compare/hermes-agent-vs-learnharness.md) - [HireAlpha vs LearnHarness](https://www.anchorterminal.com/compare/hirealpha-vs-learnharness.md) - [Instinct vs LearnHarness](https://www.anchorterminal.com/compare/instinct-vs-learnharness.md) - [IronClaw vs LearnHarness](https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.md) - [LearnHarness vs Leon](https://www.anchorterminal.com/compare/learnharness-vs-leon.md) - [LearnHarness vs Lindy](https://www.anchorterminal.com/compare/learnharness-vs-lindy.md) - [LearnHarness vs Lobby](https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.md) - [LearnHarness vs nanobot](https://www.anchorterminal.com/compare/learnharness-vs-nanobot.md) - [LearnHarness vs NanoClaw](https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.md) - [LearnHarness vs Natura tinyNature](https://www.anchorterminal.com/compare/learnharness-vs-natura.md) - [LearnHarness vs Dots](https://www.anchorterminal.com/compare/learnharness-vs-openai-dots.md) - [LearnHarness vs OpenClaw](https://www.anchorterminal.com/compare/learnharness-vs-openclaw.md) - [LearnHarness vs OpenDuet](https://www.anchorterminal.com/compare/learnharness-vs-openduet.md) - [LearnHarness vs OpenInstinct](https://www.anchorterminal.com/compare/learnharness-vs-openinstinct.md) - [LearnHarness vs Orbits](https://www.anchorterminal.com/compare/learnharness-vs-orbits.md) - [LearnHarness vs Orchid](https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai.md) - [LearnHarness vs Pally](https://www.anchorterminal.com/compare/learnharness-vs-pally.md) - [LearnHarness vs PicoClaw](https://www.anchorterminal.com/compare/learnharness-vs-picoclaw.md) - [LearnHarness vs Poke](https://www.anchorterminal.com/compare/learnharness-vs-poke.md) - [LearnHarness vs QwenPaw](https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw.md) - [LearnHarness vs szn](https://www.anchorterminal.com/compare/learnharness-vs-szn.md) - [LearnHarness vs Tab](https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.md) - [LearnHarness vs Talorys](https://www.anchorterminal.com/compare/learnharness-vs-talorys.md) - [LearnHarness vs Tasker AI](https://www.anchorterminal.com/compare/learnharness-vs-tasker-ai.md) - [LearnHarness vs Tomo](https://www.anchorterminal.com/compare/learnharness-vs-tomo.md) - [LearnHarness vs Wajo (Fo)](https://www.anchorterminal.com/compare/learnharness-vs-wajo.md) - [LearnHarness vs Zapia](https://www.anchorterminal.com/compare/learnharness-vs-zapia.md) - [LearnHarness vs ZeroClaw](https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw.md) - [LearnHarness vs Zo Computer](https://www.anchorterminal.com/compare/learnharness-vs-zo-computer.md) - [Talorys vs Town](https://www.anchorterminal.com/compare/talorys-vs-town.md) - [Lobby vs Town](https://www.anchorterminal.com/compare/lobby-os-vs-town.md) - [Natura tinyNature vs Town](https://www.anchorterminal.com/compare/natura-vs-town.md) - [Pally vs Town](https://www.anchorterminal.com/compare/pally-vs-town.md) - [Tomo vs Town](https://www.anchorterminal.com/compare/tomo-vs-town.md) - [Town vs Wajo (Fo)](https://www.anchorterminal.com/compare/town-vs-wajo.md) - [AstrBot vs LearnHarness](https://www.anchorterminal.com/compare/astrbot-vs-learnharness.md) ## Disclosure - Town 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. --- Query this catalogue directly over MCP: https://www.anchorterminal.com/mcp (Streamable HTTP, no key). How: https://www.anchorterminal.com/agents/#mcp