{ "data": { "a": { "slug": "learnharness", "name": "LearnHarness", "vendor": "Amos Blomqvist", "vendorUrl": "https://learnharness.ai", "kind": "harness", "category": "personal-assistants", "summary": "LearnHarness is an open-source desktop app for macOS, Windows and Linux that tests what a learner already understands, plans a route to a goal, teaches step by step and keeps a local knowledge graph, using the learner's own model keys.", "url": "https://www.anchorterminal.com/tools/learnharness", "markdownUrl": "https://www.anchorterminal.com/tools/learnharness.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/learnharness.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/learnharness.json", "repo": "https://github.com/amosblomqvist/learnharness", "license": "AGPL-3.0-only", "transports": [], "packages": [], "auth": "none", "authNotes": "No LearnHarness account. The learner adds keys for model providers (OpenAI, Anthropic, Google, DeepSeek, OpenRouter and others), or one OpenAI-compatible endpoint, or signs in with ChatGPT, GitHub Copilot or Grok, or connects an installed Claude Code CLI. Deepgram (dictation) and Tavily or Brave (web search) take separate keys.", "pricing": "free", "pricingNotes": "Free under AGPL-3.0 with nothing to buy. Model usage is billed by the provider the learner configures, or counts against a ChatGPT, Copilot or Grok plan, and the app shows a live cost meter. The README says any future charge would be for convenience such as managed keys or hosting.", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the README, the website, the skill or the source files read (checked 2026-10-30).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 4204, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-30" }, "docsUrl": "https://github.com/amosblomqvist/learnharness/blob/main/docs/development.md", "capabilities": [ "assistant.memory", "assistant.self-hosted", "memory.graph", "memory.read", "web.search" ], "tags": [ "open-source", "local", "free", "no-card", "agpl", "desktop-app", "macos", "windows", "linux", "agent-skill", "typescript", "new" ], "lastRelease": "2026-10-29", "graded": true, "anchor": { "graded": true, "score": 59.3, "grade": "C", "agentReady": false, "rank": 648, "ranked": true, "rankOf": 1239, "categoryRank": 9, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 60, "maintenance": 71, "payments": 60, "reliability": 56, "schema": 63, "security": 52, "transparency": 60 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-30" }, "negative": 0, "verdict": "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.", "bestFor": "A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.", "strengths": [ "AGPL-3.0 source, with installers for macOS (signed and notarised), Windows and Linux on GitHub Releases", "A bundled agent skill with Python readers that print sessions and graph data as text or JSON and write nothing", "The in-app agent has no shell, write or send tool, and Claude Code runs with its built-in tools switched off", "The desktop server binds 127.0.0.1 and requires a per-launch 64-character secret header", "Nine releases from 17 to 29 October 2026, with CI running typecheck, tests, lint and three-OS builds on main" ], "weaknesses": [ "The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider", "Provider keys and ChatGPT sign-in credentials are stored as plaintext JSON at mode 0600, not in the OS keychain", "No SECURITY.md, security.txt, privacy policy or terms. learnharness.ai answers 404 for each", "0.x software created on 16 October 2026, with 265 open issues and pull requests and none of the 39 newest pull requests merged", "No outside agent can start or drive a lesson. The local HTTP API is for the app's own window" ], "agentNotes": [ "Use the bundled skill (`skills/learnharness/SKILL.md`) to read a learner's record. It needs Python 3.10 or later and writes nothing", "Pass `--format json` before the subcommand, for example `python3 -B scripts/graph.py --format json propositions`", "Treat stored answer keys and teacher prose as model-authored. A proposition in the graph is not evidence the learner understood it", "Do not read `auth.json`, which sits one folder above the data folder and holds provider keys in plain text", "Close the app or re-read when a stable snapshot matters. The readers do not lock files while the app writes" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 59.3 } ], "editorialScores": { "ergonomics": 60, "maintenance": 71, "payments": 60, "reliability": 56, "schema": 63, "security": 52, "transparency": 64 }, "provenanceScore": 56, "checked": { "categories": { "ergonomics": "2026-10-30", "maintenance": "2026-10-30", "payments": "2026-10-30", "reliability": "2026-10-30", "schema": "2026-10-30", "security": "2026-10-30", "transparency": "2026-10-30" }, "last": "2026-10-30", "oldest": "2026-10-30", "stale": false, "staleAfterDays": 90 } }, "letme": { "capability": "https://letme.dev/assistant.memory", "tool": "https://letme.dev/learnharness" }, "area": "frameworks", "provenance": { "legalEntity": "No legal entity found. Copyright Amos Blomqvist", "domain": "learnharness.ai", "domainRegistered": "2026-10-09", "endpointOnVendorDomain": null, "terms": "https://raw.githubusercontent.com/amosblomqvist/learnharness/main/LICENSE", "privacy": "", "statusPage": "", "changelog": "https://github.com/amosblomqvist/learnharness/releases", "securityTxt": "none", "checked": "2026-10-30", "notes": [ "The footer of learnharness.ai reads © 2026 Amos Blomqvist, and `package.json` names Amos Blomqvist as author. No company is named.", "learnharness.ai/privacy, /terms, /llms.txt and /.well-known/security.txt return 404, and the repository has no SECURITY.md, so the AGPL-3.0 licence stands in for terms.", "RDAP (Identity Digital) gives learnharness.ai a registration date of 2026-10-09.", "The app runs on the learner's machine. Its only vendor-side service seen is the website, which a release workflow updates. Updates come from GitHub Releases.", "There is no CHANGELOG file. Each GitHub release carries its notes." ], "score": 56 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/learnharness.json" }, "answer": "LearnHarness scores 59.3 (C) on agent readiness against Tomo's 13.2 (F), and leads in every scored category.", "b": { "slug": "tomo", "name": "Tomo", "vendor": "Mapo Labs, Inc.", "vendorUrl": "https://www.tomo.ai", "kind": "platform", "category": "personal-assistants", "summary": "Tomo is a personal AI from Mapo Labs that a person texts over iMessage or uses in its iOS app. It remembers goals, checks in first, joins group chats, sets reminders and connects to the owner's calendar and email.", "url": "https://www.anchorterminal.com/tools/tomo", "markdownUrl": "https://www.anchorterminal.com/tools/tomo.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/tomo.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/tomo.json", "license": "Closed service under Tomo's Terms of Service (Mapo Labs, Inc., last updated 24 September 2026).", "transports": [], "packages": [], "auth": "mixed", "authNotes": "A person starts by texting Tomo, signs in at tomo.ai/login or in the iOS app, and the account is tied to their phone number (https://www.tomo.ai/about). No API key, MCP server or other programmatic access was found.", "pricing": "paid", "pricingNotes": "The base plan starts at $19.99 a month, with other plans that raise messaging limits, and the site says prices may vary by user and promotion (https://www.tomo.ai/about). The App Store lists in-app purchases named Tomo Pro at $19.99 and $119.99 (https://apps.apple.com/us/app/tomo-your-personal-ai/id6757726935), checked 12 October 2026. No free plan was found. Payments run through Stripe.", "priceSummary": "$19.99 / mo", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 found on tomo.ai, checked 12 October 2026.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-12" }, "capabilities": [ "assistant.accounts", "assistant.messaging", "assistant.memory", "messaging.inbound", "calendar.write", "mailbox.read", "notify.push", "memory.user", "web.search" ], "tags": [ "hosted", "official", "closed-source", "paid", "ios" ], "lastRelease": "2026-09-29", "graded": true, "disclosure": "Tomo 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.", "competesWith": "localghost", "anchor": { "graded": true, "score": 13.2, "grade": "F", "agentReady": false, "rank": 1216, "ranked": true, "rankOf": 1239, "categoryRank": 43, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 0, "maintenance": 54, "payments": 10, "reliability": 15, "schema": 0, "security": 0, "transparency": 48 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": 0, "verdict": "Tomo is a hosted personal AI over iMessage and an iOS app, centred on goals, check-ins and reminders, with regular iOS releases since April 2026. No outside agent can call it, there's no free plan, and no status page, security contact or subprocessor list was found.", "bestFor": "People who want accountability, check-ins and reminders by text, including in group chats.", "disclosure": "Tomo 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.", "strengths": [ "In iMessage group chats it shares only busy times from a connected calendar, not event details.", "Google Workspace and health data are excluded from AI training, per the privacy policy.", "Complete deletion requests are processed within 30 days.", "Eight iOS releases between 31 July and 29 September 2026." ], "weaknesses": [ "No API, MCP server or A2A endpoint for an outside agent.", "No free plan or trial found, and prices may vary by user.", "No status page, security.txt or security contact found.", "The privacy policy shares visitor identifiers with Meta, TikTok and Snap for ad targeting." ], "agentNotes": [ "Don't plan to call Tomo from another agent. It answers only the owner's iMessage, group chats it's added to and the iOS app.", "Tell the owner that adding Tomo to a group chat applies its terms to every participant." ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 1.8, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "F", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 13.2 } ], "editorialScores": { "ergonomics": 0, "maintenance": 54, "payments": 10, "reliability": 15, "schema": 0, "security": 0, "transparency": 33 }, "provenanceScore": 62, "checked": { "categories": { "ergonomics": "2026-10-12", "maintenance": "2026-10-12", "payments": "2026-10-12", "reliability": "2026-10-12", "schema": "2026-10-12", "security": "2026-10-12", "transparency": "2026-10-12" }, "last": "2026-10-12", "lastMoved": "2026-10-30", "oldest": "2026-10-12", "stale": false, "staleAfterDays": 90 } }, "letme": { "capability": "https://letme.dev/assistant.accounts", "tool": "https://letme.dev/tomo" }, "area": "frameworks", "unitPrices": [ { "item": "Tomo base plan", "unit": "month", "usd": 19.99, "note": "Starting price on tomo.ai. Prices may vary by user and promotion." } ], "provenance": { "legalEntity": "Mapo Labs, Inc.", "domain": "tomo.ai", "domainRegistered": "2020-12-14", "endpointOnVendorDomain": null, "terms": "https://www.tomo.ai/terms", "privacy": "https://www.tomo.ai/privacy", "statusPage": "", "changelog": "", "securityTxt": "none", "checked": "2026-10-12", "notes": [ "tomo.ai redirects to www.tomo.ai. The footer links mapolabs.com.", "tomo.ai/.well-known/security.txt and tomo.ai/llms.txt redirect to the login page.", "No status page or changelog was found.", "RDAP gives a registration date of 2020-12-14 for tomo.ai." ], "score": 62 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/tomo.json", "live": { "slug": "tomo", "securityTxt": { "url": "https://tomo.ai/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-30T15:38:03.718069224Z" }, "domain": { "domain": "tomo.ai", "registered": "2020-12-14", "source": "https://rdap.identitydigital.services/rdap/domain/tomo.ai", "checkedAt": "2026-10-25T13:46:31.872716732Z" }, "pages": [ { "url": "https://www.tomo.ai/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-30T06:01:38.151186828Z", "changedAt": "2026-10-21T01:07:45.068455839Z", "fingerprint": "83fb1af9fd07" }, { "url": "https://www.tomo.ai/terms", "kind": "terms", "status": 200, "checkedAt": "2026-10-30T06:01:40.417736001Z", "changedAt": "2026-10-21T01:07:47.426746629Z", "fingerprint": "c239fa4d5574" } ], "updatedAt": "2026-10-30T15:38:03.718069224Z" } }, "facts": [ { "a": "Agent harness", "b": "Platform", "name": "Kind" }, { "a": "Amos Blomqvist", "b": "Mapo Labs, Inc.", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "None", "b": "OAuth or key", "name": "Auth" }, { "a": "Free", "b": "Paid", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "AGPL-3.0-only", "b": "Closed service under Tomo's Terms of Service (Mapo Labs, Inc., last updated 24 September 2026).", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "no", "name": "llms.txt" }, { "a": "2026-10-29", "b": "2026-09-29", "name": "Last release" }, { "a": "no date given", "b": "2026-09-24", "name": "Terms last updated" }, { "a": "no document linked", "b": "2026-10-20", "name": "Privacy policy last updated" }, { "a": "not found in the text", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "not found in the text", "b": "yes", "name": "Terms restrict automated access" }, { "a": "not found in the text", "b": "not found in the text", "name": "Terms restrict benchmarking" }, { "a": "not found in the text", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "not found in the text", "name": "Arbitration or class-action waiver" }, { "a": "4.2k stars", "b": "none", "name": "Popularity" }, { "a": "none", "b": "1.8/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "LearnHarness scores 59.3 (C) on agent readiness against Tomo's 13.2 (F), and leads in every scored category.", "question": "Which is better for AI agents, LearnHarness or Tomo?" }, { "answer": "LearnHarness is open source (AGPL-3.0-only). No open-source release is listed for Tomo.", "question": "Are LearnHarness and Tomo open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 56 against 15", "Schema \u0026 documentation, 63 against 0", "Agent ergonomics, 60 against 0", "Security \u0026 auth, 52 against 0", "Payments \u0026 pricing, 60 against 10", "Maintenance \u0026 community, 71 against 54", "Transparency \u0026 trust, 60 against 48" ], "also": [ "No key needed to call it", "Free to start without a card", "Open source" ], "goodFor": "A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.", "slug": "learnharness", "watchFor": "The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider" }, { "aheadOn": null, "also": null, "goodFor": "People who want accountability, check-ins and reminders by text, including in group chats.", "slug": "tomo", "watchFor": "No API, MCP server or A2A endpoint for an outside agent." } ], "job": { "capability": "assistant.memory", "name": "Assistants that remember you" }, "others": [ { "json": "https://www.anchorterminal.com/compare/asaply-vs-tomo.json", "title": "asaply vs Tomo", "url": "https://www.anchorterminal.com/compare/asaply-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-tomo.json", "title": "Asmi vs Tomo", "url": "https://www.anchorterminal.com/compare/asmi-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-tomo.json", "title": "AstrBot vs Tomo", "url": "https://www.anchorterminal.com/compare/astrbot-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-tomo.json", "title": "Boba vs Tomo", "url": "https://www.anchorterminal.com/compare/boba-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-tomo.json", "title": "Boski vs Tomo", "url": "https://www.anchorterminal.com/compare/boski-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-tomo.json", "title": "Brea vs Tomo", "url": "https://www.anchorterminal.com/compare/brea-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/del-vs-tomo.json", "title": "Del vs Tomo", "url": "https://www.anchorterminal.com/compare/del-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/hirealpha-vs-tomo.json", "title": "HireAlpha vs Tomo", "url": "https://www.anchorterminal.com/compare/hirealpha-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/openinstinct-vs-tomo.json", "title": "OpenInstinct vs Tomo", "url": "https://www.anchorterminal.com/compare/openinstinct-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/orbits-vs-tomo.json", "title": "Orbits vs Tomo", "url": "https://www.anchorterminal.com/compare/orbits-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/orchid-ai-vs-tomo.json", "title": "Orchid vs Tomo", "url": "https://www.anchorterminal.com/compare/orchid-ai-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/picoclaw-vs-tomo.json", "title": "PicoClaw vs Tomo", "url": "https://www.anchorterminal.com/compare/picoclaw-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/szn-vs-tomo.json", "title": "szn vs Tomo", "url": "https://www.anchorterminal.com/compare/szn-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/tab-bot-vs-tomo.json", "title": "Tab vs Tomo", "url": "https://www.anchorterminal.com/compare/tab-bot-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/tasker-ai-vs-tomo.json", "title": "Tasker AI vs Tomo", "url": "https://www.anchorterminal.com/compare/tasker-ai-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/asaply-vs-learnharness.json", "title": "asaply vs LearnHarness", "url": "https://www.anchorterminal.com/compare/asaply-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-learnharness.json", "title": "Asmi vs LearnHarness", "url": "https://www.anchorterminal.com/compare/asmi-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/atticus-vs-learnharness.json", "title": "Atticus vs LearnHarness", "url": "https://www.anchorterminal.com/compare/atticus-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/atticus-vs-tomo.json", "title": "Atticus vs Tomo", "url": "https://www.anchorterminal.com/compare/atticus-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-learnharness.json", "title": "Boba vs LearnHarness", "url": "https://www.anchorterminal.com/compare/boba-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-learnharness.json", "title": "Boski vs LearnHarness", "url": "https://www.anchorterminal.com/compare/boski-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-learnharness.json", "title": "Brea vs LearnHarness", "url": "https://www.anchorterminal.com/compare/brea-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-learnharness.json", "title": "Caddy vs LearnHarness", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-learnharness.json", "title": "Claude Duet vs LearnHarness", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-learnharness.json", "title": "CowAgent vs LearnHarness", "url": "https://www.anchorterminal.com/compare/cowagent-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.json", "title": "DeepTutor vs LearnHarness", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-tomo.json", "title": "DeepTutor vs Tomo", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/del-vs-learnharness.json", "title": "Del vs LearnHarness", "url": "https://www.anchorterminal.com/compare/del-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-learnharness.json", "title": "folk vs LearnHarness", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-learnharness.json", "title": "GAIA vs LearnHarness", "url": "https://www.anchorterminal.com/compare/gaia-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-learnharness.json", "title": "Gemini Spark vs LearnHarness", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/grok-bot-vs-learnharness.json", "title": "Grok Bot vs LearnHarness", "url": "https://www.anchorterminal.com/compare/grok-bot-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/hark-pro-vs-learnharness.json", "title": "Hark Pro vs LearnHarness", "url": "https://www.anchorterminal.com/compare/hark-pro-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/hark-pro-vs-tomo.json", "title": "Hark Pro vs Tomo", "url": "https://www.anchorterminal.com/compare/hark-pro-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/haven-vs-learnharness.json", "title": "Haven vs LearnHarness", "url": "https://www.anchorterminal.com/compare/haven-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-learnharness.json", "title": "Hermes Agent vs LearnHarness", "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/hirealpha-vs-learnharness.json", "title": "HireAlpha vs LearnHarness", "url": "https://www.anchorterminal.com/compare/hirealpha-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/instinct-vs-learnharness.json", "title": "Instinct vs LearnHarness", "url": "https://www.anchorterminal.com/compare/instinct-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.json", "title": "IronClaw vs LearnHarness", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-leon.json", "title": "LearnHarness vs Leon", "url": "https://www.anchorterminal.com/compare/learnharness-vs-leon" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-lindy.json", "title": "LearnHarness vs Lindy", "url": "https://www.anchorterminal.com/compare/learnharness-vs-lindy" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.json", "title": "LearnHarness vs Lobby", "url": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-nanobot.json", "title": "LearnHarness vs nanobot", "url": "https://www.anchorterminal.com/compare/learnharness-vs-nanobot" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.json", "title": "LearnHarness vs NanoClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-natura.json", "title": "LearnHarness vs Natura tinyNature", "url": "https://www.anchorterminal.com/compare/learnharness-vs-natura" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openai-dots.json", "title": "LearnHarness vs Dots", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openai-dots" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openclaw.json", "title": "LearnHarness vs OpenClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openduet.json", "title": "LearnHarness vs OpenDuet", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openduet" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openinstinct.json", "title": "LearnHarness vs OpenInstinct", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openinstinct" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-orbits.json", "title": "LearnHarness vs Orbits", "url": "https://www.anchorterminal.com/compare/learnharness-vs-orbits" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai.json", "title": "LearnHarness vs Orchid", "url": "https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-pally.json", "title": "LearnHarness vs Pally", "url": "https://www.anchorterminal.com/compare/learnharness-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-picoclaw.json", "title": "LearnHarness vs PicoClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-poke.json", "title": "LearnHarness vs Poke", "url": "https://www.anchorterminal.com/compare/learnharness-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw.json", "title": "LearnHarness vs QwenPaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-szn.json", "title": "LearnHarness vs szn", "url": "https://www.anchorterminal.com/compare/learnharness-vs-szn" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.json", "title": "LearnHarness vs Tab", "url": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-talorys.json", "title": "LearnHarness vs Talorys", "url": "https://www.anchorterminal.com/compare/learnharness-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-tasker-ai.json", "title": "LearnHarness vs Tasker AI", "url": "https://www.anchorterminal.com/compare/learnharness-vs-tasker-ai" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-town.json", "title": "LearnHarness vs Town", "url": "https://www.anchorterminal.com/compare/learnharness-vs-town" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-wajo.json", "title": "LearnHarness vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/learnharness-vs-wajo" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-zapia.json", "title": "LearnHarness vs Zapia", "url": "https://www.anchorterminal.com/compare/learnharness-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw.json", "title": "LearnHarness vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-zo-computer.json", "title": "LearnHarness vs Zo Computer", "url": "https://www.anchorterminal.com/compare/learnharness-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/talorys-vs-tomo.json", "title": "Talorys vs Tomo", "url": "https://www.anchorterminal.com/compare/talorys-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-tomo.json", "title": "Caddy vs Tomo", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-tomo.json", "title": "Claude Duet vs Tomo", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-tomo.json", "title": "CowAgent vs Tomo", "url": "https://www.anchorterminal.com/compare/cowagent-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-tomo.json", "title": "folk vs Tomo", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-tomo.json", "title": "GAIA vs Tomo", "url": "https://www.anchorterminal.com/compare/gaia-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-tomo.json", "title": "Gemini Spark vs Tomo", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/grok-bot-vs-tomo.json", "title": "Grok Bot vs Tomo", "url": "https://www.anchorterminal.com/compare/grok-bot-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/haven-vs-tomo.json", "title": "Haven vs Tomo", "url": "https://www.anchorterminal.com/compare/haven-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-tomo.json", "title": "Hermes Agent vs Tomo", "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/instinct-vs-tomo.json", "title": "Instinct vs Tomo", "url": "https://www.anchorterminal.com/compare/instinct-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-tomo.json", "title": "IronClaw vs Tomo", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/leon-vs-tomo.json", "title": "Leon vs Tomo", "url": "https://www.anchorterminal.com/compare/leon-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/lindy-vs-tomo.json", "title": "Lindy vs Tomo", "url": "https://www.anchorterminal.com/compare/lindy-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-tomo.json", "title": "Lobby vs Tomo", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/nanobot-vs-tomo.json", "title": "nanobot vs Tomo", "url": "https://www.anchorterminal.com/compare/nanobot-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-tomo.json", "title": "NanoClaw vs Tomo", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/natura-vs-tomo.json", "title": "Natura tinyNature vs Tomo", "url": "https://www.anchorterminal.com/compare/natura-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/openai-dots-vs-tomo.json", "title": "Dots vs Tomo", "url": "https://www.anchorterminal.com/compare/openai-dots-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/openclaw-vs-tomo.json", "title": "OpenClaw vs Tomo", "url": "https://www.anchorterminal.com/compare/openclaw-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/openduet-vs-tomo.json", "title": "OpenDuet vs Tomo", "url": "https://www.anchorterminal.com/compare/openduet-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-tomo.json", "title": "Pally vs Tomo", "url": "https://www.anchorterminal.com/compare/pally-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/poke-vs-tomo.json", "title": "Poke vs Tomo", "url": "https://www.anchorterminal.com/compare/poke-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/qwenpaw-vs-tomo.json", "title": "QwenPaw vs Tomo", "url": "https://www.anchorterminal.com/compare/qwenpaw-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/tomo-vs-town.json", "title": "Tomo vs Town", "url": "https://www.anchorterminal.com/compare/tomo-vs-town" }, { "json": "https://www.anchorterminal.com/compare/tomo-vs-wajo.json", "title": "Tomo vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/tomo-vs-wajo" }, { "json": "https://www.anchorterminal.com/compare/tomo-vs-zapia.json", "title": "Tomo vs Zapia", "url": "https://www.anchorterminal.com/compare/tomo-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/tomo-vs-zeroclaw.json", "title": "Tomo vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/tomo-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/tomo-vs-zo-computer.json", "title": "Tomo vs Zo Computer", "url": "https://www.anchorterminal.com/compare/tomo-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-learnharness.json", "title": "AstrBot vs LearnHarness", "url": "https://www.anchorterminal.com/compare/astrbot-vs-learnharness" } ], "scores": [ { "by": 41, "edge": "learnharness", "key": "reliability", "learnharness": 56, "name": "Reliability", "tomo": 15, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 63, "edge": "learnharness", "key": "schema", "learnharness": 63, "name": "Schema \u0026 documentation", "tomo": 0, "weight": 13 }, { "by": 60, "edge": "learnharness", "key": "ergonomics", "learnharness": 60, "name": "Agent ergonomics", "tomo": 0, "weight": 13 }, { "by": 52, "edge": "learnharness", "key": "security", "learnharness": 52, "name": "Security \u0026 auth", "tomo": 0, "weight": 14 }, { "by": 50, "edge": "learnharness", "key": "payments", "learnharness": 60, "name": "Payments \u0026 pricing", "tomo": 10, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 17, "edge": "learnharness", "key": "maintenance", "learnharness": 71, "name": "Maintenance \u0026 community", "tomo": 54, "weight": 7 }, { "by": 12, "edge": "learnharness", "key": "transparency", "learnharness": 60, "name": "Transparency \u0026 trust", "tomo": 48, "weight": 7 } ], "summary": "LearnHarness scores 59.3 (C) on agent readiness against Tomo's 13.2 (F), and leads in every scored category. Both do assistants that remember you.", "tutorials": [], "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.", "tomo": "Tomo is a hosted personal AI over iMessage and an iOS app, centred on goals, check-ins and reminders, with regular iOS releases since April 2026. No outside agent can call it, there's no free plan, and no status page, security contact or subprocessor list was found." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/learnharness-vs-tomo", "json": "https://www.anchorterminal.com/compare/learnharness-vs-tomo.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/learnharness-vs-tomo.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/learnharness-vs-tomo.min.md" }, "markdown": "LearnHarness scores 59.3 (C) on agent readiness against Tomo's 13.2 (F), and leads in every scored category. Both do assistants that remember you.\n\n- 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\n- Tomo: grade F, 13.2/100, rank #1216 of 1239. Markdown https://www.anchorterminal.com/tools/tomo.md · JSON https://www.anchorterminal.com/api/v1/tools/tomo.json\n- Best AI personal assistants that act for one person: https://www.anchorterminal.com/best/personal-assistants/index.md\n- All 1196 assistants comparisons: https://www.anchorterminal.com/compare/personal-assistants/index.md\n\n## Which one, for what\n\n### LearnHarness (C)\n\nGood for: A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.\n\nAhead on:\n- Reliability, 56 against 15\n- Schema \u0026 documentation, 63 against 0\n- Agent ergonomics, 60 against 0\n- Security \u0026 auth, 52 against 0\n- Payments \u0026 pricing, 60 against 10\n- Maintenance \u0026 community, 71 against 54\n- Transparency \u0026 trust, 60 against 48\n\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\n- Open source\n\nWatch 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\n\n### Tomo (F)\n\nGood for: People who want accountability, check-ins and reminders by text, including in group chats.\n\nWatch for: No API, MCP server or A2A endpoint for an outside agent.\n\n\n## Score by category\n\n| Category | Weight | LearnHarness | Tomo | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 56 | 15 | LearnHarness +41 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 63 | 0 | LearnHarness +63 |\n| Agent ergonomics | 13% (16.2 this run) | 60 | 0 | LearnHarness +60 |\n| Security \u0026 auth | 14% (17.5 this run) | 52 | 0 | LearnHarness +52 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 10 | LearnHarness +50 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 71 | 54 | LearnHarness +17 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 60 | 48 | LearnHarness +12 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **59.3 · C** | **13.2 · F** | |\n\n## Facts side by side\n\n| Fact | LearnHarness | Tomo |\n| --- | --- | --- |\n| Kind | Agent harness | Platform |\n| Vendor | Amos Blomqvist | Mapo Labs, Inc. |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | None | OAuth or key |\n| Pricing | Free | Paid |\n| x402 | no | no |\n| Licence | AGPL-3.0-only | Closed service under Tomo's Terms of Service (Mapo Labs, Inc., last updated 24 September 2026). |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| Last release | 2026-10-29 | 2026-09-29 |\n| Terms last updated | no date given | 2026-09-24 |\n| Privacy policy last updated | no document linked | 2026-10-20 |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | not found in the text | yes |\n| Terms restrict benchmarking | not found in the text | not found in the text |\n| Terms or service can change without notice | not found in the text | not found in the text |\n| Arbitration or class-action waiver | not found in the text | not found in the text |\n| Popularity | 4.2k stars | none |\n| Agent reviews | none | 1.8/5 (4) |\n\n## Verdicts\n\n**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.\n\n**Tomo.** Tomo is a hosted personal AI over iMessage and an iOS app, centred on goals, check-ins and reminders, with regular iOS releases since April 2026. No outside agent can call it, there's no free plan, and no status page, security contact or subprocessor list was found.\n\n## Before you call either\n\n### LearnHarness\n\n1. Use the bundled skill (`skills/learnharness/SKILL.md`) to read a learner's record. It needs Python 3.10 or later and writes nothing\n2. Pass `--format json` before the subcommand, for example `python3 -B scripts/graph.py --format json propositions`\n3. Treat stored answer keys and teacher prose as model-authored. A proposition in the graph is not evidence the learner understood it\n4. Do not read `auth.json`, which sits one folder above the data folder and holds provider keys in plain text\n5. Close the app or re-read when a stable snapshot matters. The readers do not lock files while the app writes\n\n### Tomo\n\n1. Don't plan to call Tomo from another agent. It answers only the owner's iMessage, group chats it's added to and the iOS app.\n2. Tell the owner that adding Tomo to a group chat applies its terms to every participant.\n\n## Questions\n\n### Which is better for AI agents, LearnHarness or Tomo?\n\nLearnHarness scores 59.3 (C) on agent readiness against Tomo's 13.2 (F), and leads in every scored category.\n\n### Are LearnHarness and Tomo open source?\n\nLearnHarness is open source (AGPL-3.0-only). No open-source release is listed for Tomo.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/learnharness-vs-tomo.json, and with the fewest tokens: https://www.anchorterminal.com/compare/learnharness-vs-tomo.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"learnharness\", \"b\": \"tomo\"}`. From a terminal: `anchor compare learnharness tomo`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/learnharness.json and https://www.anchorterminal.com/api/v1/tools/tomo.json\n\n## Other comparisons with LearnHarness or Tomo\n\n- [asaply vs Tomo](https://www.anchorterminal.com/compare/asaply-vs-tomo.md)\n- [Asmi vs Tomo](https://www.anchorterminal.com/compare/asmi-vs-tomo.md)\n- [AstrBot vs Tomo](https://www.anchorterminal.com/compare/astrbot-vs-tomo.md)\n- [Boba vs Tomo](https://www.anchorterminal.com/compare/boba-vs-tomo.md)\n- [Boski vs Tomo](https://www.anchorterminal.com/compare/boski-vs-tomo.md)\n- [Brea vs Tomo](https://www.anchorterminal.com/compare/brea-vs-tomo.md)\n- [Del vs Tomo](https://www.anchorterminal.com/compare/del-vs-tomo.md)\n- [HireAlpha vs Tomo](https://www.anchorterminal.com/compare/hirealpha-vs-tomo.md)\n- [OpenInstinct vs Tomo](https://www.anchorterminal.com/compare/openinstinct-vs-tomo.md)\n- [Orbits vs Tomo](https://www.anchorterminal.com/compare/orbits-vs-tomo.md)\n- [Orchid vs Tomo](https://www.anchorterminal.com/compare/orchid-ai-vs-tomo.md)\n- [PicoClaw vs Tomo](https://www.anchorterminal.com/compare/picoclaw-vs-tomo.md)\n- [szn vs Tomo](https://www.anchorterminal.com/compare/szn-vs-tomo.md)\n- [Tab vs Tomo](https://www.anchorterminal.com/compare/tab-bot-vs-tomo.md)\n- [Tasker AI vs Tomo](https://www.anchorterminal.com/compare/tasker-ai-vs-tomo.md)\n- [asaply vs LearnHarness](https://www.anchorterminal.com/compare/asaply-vs-learnharness.md)\n- [Asmi vs LearnHarness](https://www.anchorterminal.com/compare/asmi-vs-learnharness.md)\n- [Atticus vs LearnHarness](https://www.anchorterminal.com/compare/atticus-vs-learnharness.md)\n- [Atticus vs Tomo](https://www.anchorterminal.com/compare/atticus-vs-tomo.md)\n- [Boba vs LearnHarness](https://www.anchorterminal.com/compare/boba-vs-learnharness.md)\n- [Boski vs LearnHarness](https://www.anchorterminal.com/compare/boski-vs-learnharness.md)\n- [Brea vs LearnHarness](https://www.anchorterminal.com/compare/brea-vs-learnharness.md)\n- [Caddy vs LearnHarness](https://www.anchorterminal.com/compare/caddy-app-vs-learnharness.md)\n- [Claude Duet vs LearnHarness](https://www.anchorterminal.com/compare/claude-duet-vs-learnharness.md)\n- [CowAgent vs LearnHarness](https://www.anchorterminal.com/compare/cowagent-vs-learnharness.md)\n- [DeepTutor vs LearnHarness](https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.md)\n- [DeepTutor vs Tomo](https://www.anchorterminal.com/compare/deeptutor-vs-tomo.md)\n- [Del vs LearnHarness](https://www.anchorterminal.com/compare/del-vs-learnharness.md)\n- [folk vs LearnHarness](https://www.anchorterminal.com/compare/folk-nozomio-vs-learnharness.md)\n- [GAIA vs LearnHarness](https://www.anchorterminal.com/compare/gaia-vs-learnharness.md)\n- [Gemini Spark vs LearnHarness](https://www.anchorterminal.com/compare/gemini-spark-vs-learnharness.md)\n- [Grok Bot vs LearnHarness](https://www.anchorterminal.com/compare/grok-bot-vs-learnharness.md)\n- [Hark Pro vs LearnHarness](https://www.anchorterminal.com/compare/hark-pro-vs-learnharness.md)\n- [Hark Pro vs Tomo](https://www.anchorterminal.com/compare/hark-pro-vs-tomo.md)\n- [Haven vs LearnHarness](https://www.anchorterminal.com/compare/haven-vs-learnharness.md)\n- [Hermes Agent vs LearnHarness](https://www.anchorterminal.com/compare/hermes-agent-vs-learnharness.md)\n- [HireAlpha vs LearnHarness](https://www.anchorterminal.com/compare/hirealpha-vs-learnharness.md)\n- [Instinct vs LearnHarness](https://www.anchorterminal.com/compare/instinct-vs-learnharness.md)\n- [IronClaw vs LearnHarness](https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.md)\n- [LearnHarness vs Leon](https://www.anchorterminal.com/compare/learnharness-vs-leon.md)\n- [LearnHarness vs Lindy](https://www.anchorterminal.com/compare/learnharness-vs-lindy.md)\n- [LearnHarness vs Lobby](https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.md)\n- [LearnHarness vs nanobot](https://www.anchorterminal.com/compare/learnharness-vs-nanobot.md)\n- [LearnHarness vs NanoClaw](https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.md)\n- [LearnHarness vs Natura tinyNature](https://www.anchorterminal.com/compare/learnharness-vs-natura.md)\n- [LearnHarness vs Dots](https://www.anchorterminal.com/compare/learnharness-vs-openai-dots.md)\n- [LearnHarness vs OpenClaw](https://www.anchorterminal.com/compare/learnharness-vs-openclaw.md)\n- [LearnHarness vs OpenDuet](https://www.anchorterminal.com/compare/learnharness-vs-openduet.md)\n- [LearnHarness vs OpenInstinct](https://www.anchorterminal.com/compare/learnharness-vs-openinstinct.md)\n- [LearnHarness vs Orbits](https://www.anchorterminal.com/compare/learnharness-vs-orbits.md)\n- [LearnHarness vs Orchid](https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai.md)\n- [LearnHarness vs Pally](https://www.anchorterminal.com/compare/learnharness-vs-pally.md)\n- [LearnHarness vs PicoClaw](https://www.anchorterminal.com/compare/learnharness-vs-picoclaw.md)\n- [LearnHarness vs Poke](https://www.anchorterminal.com/compare/learnharness-vs-poke.md)\n- [LearnHarness vs QwenPaw](https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw.md)\n- [LearnHarness vs szn](https://www.anchorterminal.com/compare/learnharness-vs-szn.md)\n- [LearnHarness vs Tab](https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.md)\n- [LearnHarness vs Talorys](https://www.anchorterminal.com/compare/learnharness-vs-talorys.md)\n- [LearnHarness vs Tasker AI](https://www.anchorterminal.com/compare/learnharness-vs-tasker-ai.md)\n- [LearnHarness vs Town](https://www.anchorterminal.com/compare/learnharness-vs-town.md)\n- [LearnHarness vs Wajo (Fo)](https://www.anchorterminal.com/compare/learnharness-vs-wajo.md)\n- [LearnHarness vs Zapia](https://www.anchorterminal.com/compare/learnharness-vs-zapia.md)\n- [LearnHarness vs ZeroClaw](https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw.md)\n- [LearnHarness vs Zo Computer](https://www.anchorterminal.com/compare/learnharness-vs-zo-computer.md)\n- [Talorys vs Tomo](https://www.anchorterminal.com/compare/talorys-vs-tomo.md)\n- [Caddy vs Tomo](https://www.anchorterminal.com/compare/caddy-app-vs-tomo.md)\n- [Claude Duet vs Tomo](https://www.anchorterminal.com/compare/claude-duet-vs-tomo.md)\n- [CowAgent vs Tomo](https://www.anchorterminal.com/compare/cowagent-vs-tomo.md)\n- [folk vs Tomo](https://www.anchorterminal.com/compare/folk-nozomio-vs-tomo.md)\n- [GAIA vs Tomo](https://www.anchorterminal.com/compare/gaia-vs-tomo.md)\n- [Gemini Spark vs Tomo](https://www.anchorterminal.com/compare/gemini-spark-vs-tomo.md)\n- [Grok Bot vs Tomo](https://www.anchorterminal.com/compare/grok-bot-vs-tomo.md)\n- [Haven vs Tomo](https://www.anchorterminal.com/compare/haven-vs-tomo.md)\n- [Hermes Agent vs Tomo](https://www.anchorterminal.com/compare/hermes-agent-vs-tomo.md)\n- [Instinct vs Tomo](https://www.anchorterminal.com/compare/instinct-vs-tomo.md)\n- [IronClaw vs Tomo](https://www.anchorterminal.com/compare/ironclaw-vs-tomo.md)\n- [Leon vs Tomo](https://www.anchorterminal.com/compare/leon-vs-tomo.md)\n- [Lindy vs Tomo](https://www.anchorterminal.com/compare/lindy-vs-tomo.md)\n- [Lobby vs Tomo](https://www.anchorterminal.com/compare/lobby-os-vs-tomo.md)\n- [nanobot vs Tomo](https://www.anchorterminal.com/compare/nanobot-vs-tomo.md)\n- [NanoClaw vs Tomo](https://www.anchorterminal.com/compare/nanoclaw-vs-tomo.md)\n- [Natura tinyNature vs Tomo](https://www.anchorterminal.com/compare/natura-vs-tomo.md)\n- [Dots vs Tomo](https://www.anchorterminal.com/compare/openai-dots-vs-tomo.md)\n- [OpenClaw vs Tomo](https://www.anchorterminal.com/compare/openclaw-vs-tomo.md)\n- [OpenDuet vs Tomo](https://www.anchorterminal.com/compare/openduet-vs-tomo.md)\n- [Pally vs Tomo](https://www.anchorterminal.com/compare/pally-vs-tomo.md)\n- [Poke vs Tomo](https://www.anchorterminal.com/compare/poke-vs-tomo.md)\n- [QwenPaw vs Tomo](https://www.anchorterminal.com/compare/qwenpaw-vs-tomo.md)\n- [Tomo vs Town](https://www.anchorterminal.com/compare/tomo-vs-town.md)\n- [Tomo vs Wajo (Fo)](https://www.anchorterminal.com/compare/tomo-vs-wajo.md)\n- [Tomo vs Zapia](https://www.anchorterminal.com/compare/tomo-vs-zapia.md)\n- [Tomo vs ZeroClaw](https://www.anchorterminal.com/compare/tomo-vs-zeroclaw.md)\n- [Tomo vs Zo Computer](https://www.anchorterminal.com/compare/tomo-vs-zo-computer.md)\n- [AstrBot vs LearnHarness](https://www.anchorterminal.com/compare/astrbot-vs-learnharness.md)\n\n## Disclosure\n\n- Tomo 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.\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-31", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.7", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "LearnHarness vs Tomo", "url": "" } ], "description": "LearnHarness scores 59.3 (C) to Tomo's 13.2 (F) for assistants that remember you. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "LearnHarness C 59.3", "Tomo F 13.2", "scores" ], "h1": "LearnHarness vs Tomo", "image": "https://www.anchorterminal.com/assets/og/compare-learnharness-vs-tomo.png", "path": "/compare/learnharness-vs-tomo", "published": "2026-10-01", "section": "tools", "title": "LearnHarness vs Tomo for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-30", "url": "https://www.anchorterminal.com/compare/learnharness-vs-tomo" }, "tokens": { "markdown": 3800, "slim": 580 }, "version": 1 }