{ "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 Tab's 10.6 (F), and leads in every scored category.", "b": { "slug": "tab-bot", "name": "Tab", "vendor": "Terrasoft, Inc.", "vendorUrl": "https://tab.bot", "kind": "platform", "category": "personal-assistants", "summary": "Tab is a hosted AI assistant in private beta that people text in Messages. It has its own computer and browser, makes phone calls, works with connected accounts, and places orders or pays invoices after the owner approves.", "url": "https://www.anchorterminal.com/tools/tab-bot", "markdownUrl": "https://www.anchorterminal.com/tools/tab-bot.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/tab-bot.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/tab-bot.json", "license": "Closed service under Tab's Terms of Use (Terrasoft, Inc., effective 2 September 2026).", "transports": [], "packages": [], "auth": "mixed", "authNotes": "Join the waitlist with a name and mobile number. Account access starts with a code sent to the verified number, and web sessions use HttpOnly SameSite cookies with only a keyed hash stored (https://tab.bot and https://tab.bot/security). Connected accounts use the provider's own authorisation flow, and write actions are denied by default unless the exact action is enabled (https://tab.bot/security).", "pricing": "paid", "pricingNotes": "No price or plan was published on tab.bot, checked 14 October 2026. The terms cover purchases the owner approves but name no subscription fee. The value of this field is unconfirmed.", "priceSummary": "Paid", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 found on tab.bot, its terms or security page, checked 14 October 2026.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-14" }, "capabilities": [ "assistant.messaging", "assistant.memory", "messaging.rcs", "messaging.inbound", "browser.hosted", "voice.calls", "commerce.checkout", "payments.card-token", "memory.user" ], "tags": [ "hosted", "official", "closed-source", "paid", "waitlist" ], "graded": true, "disclosure": "Tab 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": 10.6, "grade": "F", "agentReady": false, "rank": 1224, "ranked": true, "rankOf": 1239, "categoryRank": 46, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 0, "maintenance": 58, "payments": 0, "reliability": 5, "schema": 0, "security": 4, "transparency": 44 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "low", "date": "2026-10-14" }, "negative": 0, "verdict": "Tab is a private-beta texting assistant with a detailed security page on credential isolation and checkout binding, and a public updates page. No outside agent can call it, no price is published, and its privacy policy says nothing on training with user content.", "bestFor": "A person who wants a texting assistant that browses, calls and buys with tight checkout controls.", "disclosure": "Tab 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": [ "Saved passwords are encrypted and filled inside a separate boundary, with only an opaque ID passed to the AI.", "Checkout is bound to the merchant, cart, recipient and exact total, and a charge is attempted once.", "Write actions on connected accounts are denied by default unless the exact action is enabled.", "Dated updates on eight days in September 2026." ], "weaknesses": [ "Private beta behind a waitlist.", "No API, MCP server or A2A endpoint for an outside agent.", "No price or plan published.", "The privacy policy says nothing on training with user content, and the home page loads ad pixels." ], "agentNotes": [ "Don't plan to call Tab from another agent. It answers only the owner's Messages or WhatsApp thread.", "Tell the owner that access needs a waitlist place and no price is published." ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 1.8, "history": [ { "basis": "public evidence", "confidence": "low", "grade": "F", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 10.6 } ], "editorialScores": { "ergonomics": 0, "maintenance": 58, "payments": 0, "reliability": 5, "schema": 0, "security": 4, "transparency": 30 }, "provenanceScore": 58, "checked": { "categories": { "ergonomics": "2026-10-14", "maintenance": "2026-10-14", "payments": "2026-10-14", "reliability": "2026-10-14", "schema": "2026-10-14", "security": "2026-10-14", "transparency": "2026-10-14" }, "last": "2026-10-14", "lastMoved": "2026-10-30", "oldest": "2026-10-14", "stale": false, "staleAfterDays": 90 } }, "letme": { "capability": "https://letme.dev/assistant.messaging", "tool": "https://letme.dev/tab-bot" }, "area": "frameworks", "provenance": { "legalEntity": "Terrasoft, Inc.", "domain": "tab.bot", "domainRegistered": "2026-08-21", "endpointOnVendorDomain": null, "terms": "https://tab.bot/terms", "privacy": "https://tab.bot/privacy", "statusPage": "", "changelog": "https://tab.bot/updates", "securityTxt": "none", "checked": "2026-10-14", "notes": [ "The terms and privacy policy name Terrasoft, Inc. and are effective 2 September 2026. The security page was last reviewed on 21 August 2026.", "tab.bot/.well-known/security.txt and llms.txt return 404. No status page was found.", "RDAP gives a registration date of 2026-08-21 for tab.bot." ], "score": 58 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/tab-bot.json", "live": { "slug": "tab-bot", "securityTxt": { "url": "https://tab.bot/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-30T15:39:27.820875719Z" }, "domain": { "domain": "tab.bot", "registered": "2026-08-21", "source": "https://rdap.nominet.uk/bot/domain/tab.bot", "checkedAt": "2026-10-25T13:53:04.84272319Z" }, "pages": [ { "url": "https://tab.bot/updates", "kind": "changelog", "status": 200, "checkedAt": "2026-10-30T05:50:07.865116783Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "faa44c12ba8d" }, { "url": "https://tab.bot/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-30T05:50:03.773513869Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "4b28f1cbe841" }, { "url": "https://tab.bot/terms", "kind": "terms", "status": 200, "checkedAt": "2026-10-30T05:50:05.930799405Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "aa8aa9325799" } ], "updatedAt": "2026-10-30T15:39:27.820875719Z" } }, "facts": [ { "a": "Agent harness", "b": "Platform", "name": "Kind" }, { "a": "Amos Blomqvist", "b": "Terrasoft, 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 Tab's Terms of Use (Terrasoft, Inc., effective 2 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": "none", "name": "Last release" }, { "a": "no date given", "b": "2026-09-02", "name": "Terms last updated" }, { "a": "no document linked", "b": "2026-09-02", "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": "not found in the text", "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 Tab's 10.6 (F), and leads in every scored category.", "question": "Which is better for AI agents, LearnHarness or Tab?" }, { "answer": "LearnHarness is open source (AGPL-3.0-only). No open-source release is listed for Tab.", "question": "Are LearnHarness and Tab open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 56 against 5", "Schema \u0026 documentation, 63 against 0", "Agent ergonomics, 60 against 0", "Security \u0026 auth, 52 against 4", "Payments \u0026 pricing, 60 against 0", "Maintenance \u0026 community, 71 against 58", "Transparency \u0026 trust, 60 against 44" ], "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": "A person who wants a texting assistant that browses, calls and buys with tight checkout controls.", "slug": "tab-bot", "watchFor": "Private beta behind a waitlist." } ], "job": { "capability": "assistant.memory", "name": "Assistants that remember you" }, "others": [ { "json": "https://www.anchorterminal.com/compare/asaply-vs-tab-bot.json", "title": "asaply vs Tab", "url": "https://www.anchorterminal.com/compare/asaply-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-tab-bot.json", "title": "Asmi vs Tab", "url": "https://www.anchorterminal.com/compare/asmi-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-tab-bot.json", "title": "AstrBot vs Tab", "url": "https://www.anchorterminal.com/compare/astrbot-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-tab-bot.json", "title": "Boba vs Tab", "url": "https://www.anchorterminal.com/compare/boba-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-tab-bot.json", "title": "Boski vs Tab", "url": "https://www.anchorterminal.com/compare/boski-vs-tab-bot" }, { "json": 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"https://www.anchorterminal.com/compare/tab-bot-vs-tasker-ai" }, { "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/tab-bot-vs-town.json", "title": "Tab vs Town", "url": "https://www.anchorterminal.com/compare/tab-bot-vs-town" }, { "json": "https://www.anchorterminal.com/compare/tab-bot-vs-zapia.json", "title": "Tab vs Zapia", "url": "https://www.anchorterminal.com/compare/tab-bot-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/tab-bot-vs-zeroclaw.json", "title": "Tab vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/tab-bot-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/tab-bot-vs-zo-computer.json", "title": "Tab vs Zo Computer", "url": "https://www.anchorterminal.com/compare/tab-bot-vs-zo-computer" }, { "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-tab-bot.json", "title": "Atticus vs Tab", "url": "https://www.anchorterminal.com/compare/atticus-vs-tab-bot" }, { "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/claude-duet-vs-tab-bot.json", "title": "Claude Duet vs Tab", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-tab-bot" }, { "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-tab-bot.json", "title": "DeepTutor vs Tab", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-tab-bot" }, { "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/gemini-spark-vs-tab-bot.json", "title": "Gemini Spark vs Tab", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-tab-bot" }, { "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-tab-bot.json", "title": "Hark Pro vs Tab", "url": "https://www.anchorterminal.com/compare/hark-pro-vs-tab-bot" }, { "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-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-tomo.json", "title": "LearnHarness vs Tomo", "url": "https://www.anchorterminal.com/compare/learnharness-vs-tomo" }, { "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/leon-vs-tab-bot.json", "title": "Leon vs Tab", "url": "https://www.anchorterminal.com/compare/leon-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-tab-bot.json", "title": "Lobby vs Tab", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/tab-bot-vs-talorys.json", "title": "Tab vs Talorys", "url": "https://www.anchorterminal.com/compare/tab-bot-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/tab-bot-vs-wajo.json", "title": "Tab vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/tab-bot-vs-wajo" }, { "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": 51, "edge": "learnharness", "key": "reliability", "learnharness": 56, "name": "Reliability", "tab-bot": 5, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 63, "edge": "learnharness", "key": "schema", "learnharness": 63, "name": "Schema \u0026 documentation", "tab-bot": 0, "weight": 13 }, { "by": 60, "edge": "learnharness", "key": "ergonomics", "learnharness": 60, "name": "Agent ergonomics", "tab-bot": 0, "weight": 13 }, { "by": 48, "edge": "learnharness", "key": "security", "learnharness": 52, "name": "Security \u0026 auth", "tab-bot": 4, "weight": 14 }, { "by": 60, "edge": "learnharness", "key": "payments", "learnharness": 60, "name": "Payments \u0026 pricing", "tab-bot": 0, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 13, "edge": "learnharness", "key": "maintenance", "learnharness": 71, "name": "Maintenance \u0026 community", "tab-bot": 58, "weight": 7 }, { "by": 16, "edge": "learnharness", "key": "transparency", "learnharness": 60, "name": "Transparency \u0026 trust", "tab-bot": 44, "weight": 7 } ], "summary": "LearnHarness scores 59.3 (C) on agent readiness against Tab's 10.6 (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.", "tab-bot": "Tab is a private-beta texting assistant with a detailed security page on credential isolation and checkout binding, and a public updates page. No outside agent can call it, no price is published, and its privacy policy says nothing on training with user content." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot", "json": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.min.md" }, "markdown": "LearnHarness scores 59.3 (C) on agent readiness against Tab's 10.6 (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- Tab: grade F, 10.6/100, rank #1224 of 1239. Markdown https://www.anchorterminal.com/tools/tab-bot.md · JSON https://www.anchorterminal.com/api/v1/tools/tab-bot.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 5\n- Schema \u0026 documentation, 63 against 0\n- Agent ergonomics, 60 against 0\n- Security \u0026 auth, 52 against 4\n- Payments \u0026 pricing, 60 against 0\n- Maintenance \u0026 community, 71 against 58\n- Transparency \u0026 trust, 60 against 44\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### Tab (F)\n\nGood for: A person who wants a texting assistant that browses, calls and buys with tight checkout controls.\n\nWatch for: Private beta behind a waitlist.\n\n\n## Score by category\n\n| Category | Weight | LearnHarness | Tab | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 56 | 5 | LearnHarness +51 |\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 | 4 | LearnHarness +48 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 0 | LearnHarness +60 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 71 | 58 | LearnHarness +13 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 60 | 44 | LearnHarness +16 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **59.3 · C** | **10.6 · F** | |\n\n## Facts side by side\n\n| Fact | LearnHarness | Tab |\n| --- | --- | --- |\n| Kind | Agent harness | Platform |\n| Vendor | Amos Blomqvist | Terrasoft, 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 Tab's Terms of Use (Terrasoft, Inc., effective 2 September 2026). |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| Last release | 2026-10-29 | none |\n| Terms last updated | no date given | 2026-09-02 |\n| Privacy policy last updated | no document linked | 2026-09-02 |\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 | not found in the text |\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**Tab.** Tab is a private-beta texting assistant with a detailed security page on credential isolation and checkout binding, and a public updates page. No outside agent can call it, no price is published, and its privacy policy says nothing on training with user content.\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### Tab\n\n1. Don't plan to call Tab from another agent. It answers only the owner's Messages or WhatsApp thread.\n2. Tell the owner that access needs a waitlist place and no price is published.\n\n## Questions\n\n### Which is better for AI agents, LearnHarness or Tab?\n\nLearnHarness scores 59.3 (C) on agent readiness against Tab's 10.6 (F), and leads in every scored category.\n\n### Are LearnHarness and Tab open source?\n\nLearnHarness is open source (AGPL-3.0-only). No open-source release is listed for Tab.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.json, and with the fewest tokens: https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"learnharness\", \"b\": \"tab-bot\"}`. From a terminal: `anchor compare learnharness tab-bot`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/learnharness.json and https://www.anchorterminal.com/api/v1/tools/tab-bot.json\n\n## Other comparisons with LearnHarness or Tab\n\n- [asaply vs Tab](https://www.anchorterminal.com/compare/asaply-vs-tab-bot.md)\n- [Asmi vs Tab](https://www.anchorterminal.com/compare/asmi-vs-tab-bot.md)\n- [AstrBot vs Tab](https://www.anchorterminal.com/compare/astrbot-vs-tab-bot.md)\n- [Boba vs Tab](https://www.anchorterminal.com/compare/boba-vs-tab-bot.md)\n- [Boski vs Tab](https://www.anchorterminal.com/compare/boski-vs-tab-bot.md)\n- [Brea vs Tab](https://www.anchorterminal.com/compare/brea-vs-tab-bot.md)\n- [Caddy vs Tab](https://www.anchorterminal.com/compare/caddy-app-vs-tab-bot.md)\n- [CowAgent vs Tab](https://www.anchorterminal.com/compare/cowagent-vs-tab-bot.md)\n- [Del vs Tab](https://www.anchorterminal.com/compare/del-vs-tab-bot.md)\n- [folk vs Tab](https://www.anchorterminal.com/compare/folk-nozomio-vs-tab-bot.md)\n- [GAIA vs Tab](https://www.anchorterminal.com/compare/gaia-vs-tab-bot.md)\n- [Grok Bot vs Tab](https://www.anchorterminal.com/compare/grok-bot-vs-tab-bot.md)\n- [Haven vs Tab](https://www.anchorterminal.com/compare/haven-vs-tab-bot.md)\n- [Hermes Agent vs Tab](https://www.anchorterminal.com/compare/hermes-agent-vs-tab-bot.md)\n- [HireAlpha vs Tab](https://www.anchorterminal.com/compare/hirealpha-vs-tab-bot.md)\n- [Instinct vs Tab](https://www.anchorterminal.com/compare/instinct-vs-tab-bot.md)\n- [IronClaw vs Tab](https://www.anchorterminal.com/compare/ironclaw-vs-tab-bot.md)\n- [Lindy vs Tab](https://www.anchorterminal.com/compare/lindy-vs-tab-bot.md)\n- [nanobot vs Tab](https://www.anchorterminal.com/compare/nanobot-vs-tab-bot.md)\n- [NanoClaw vs Tab](https://www.anchorterminal.com/compare/nanoclaw-vs-tab-bot.md)\n- [Natura tinyNature vs Tab](https://www.anchorterminal.com/compare/natura-vs-tab-bot.md)\n- [Dots vs Tab](https://www.anchorterminal.com/compare/openai-dots-vs-tab-bot.md)\n- [OpenClaw vs Tab](https://www.anchorterminal.com/compare/openclaw-vs-tab-bot.md)\n- [OpenDuet vs Tab](https://www.anchorterminal.com/compare/openduet-vs-tab-bot.md)\n- [OpenInstinct vs Tab](https://www.anchorterminal.com/compare/openinstinct-vs-tab-bot.md)\n- [Orbits vs Tab](https://www.anchorterminal.com/compare/orbits-vs-tab-bot.md)\n- [Orchid vs Tab](https://www.anchorterminal.com/compare/orchid-ai-vs-tab-bot.md)\n- [Pally vs Tab](https://www.anchorterminal.com/compare/pally-vs-tab-bot.md)\n- [PicoClaw vs Tab](https://www.anchorterminal.com/compare/picoclaw-vs-tab-bot.md)\n- [Poke vs Tab](https://www.anchorterminal.com/compare/poke-vs-tab-bot.md)\n- [QwenPaw vs Tab](https://www.anchorterminal.com/compare/qwenpaw-vs-tab-bot.md)\n- [szn vs Tab](https://www.anchorterminal.com/compare/szn-vs-tab-bot.md)\n- [Tab vs Tasker AI](https://www.anchorterminal.com/compare/tab-bot-vs-tasker-ai.md)\n- [Tab vs Tomo](https://www.anchorterminal.com/compare/tab-bot-vs-tomo.md)\n- [Tab vs Town](https://www.anchorterminal.com/compare/tab-bot-vs-town.md)\n- [Tab vs Zapia](https://www.anchorterminal.com/compare/tab-bot-vs-zapia.md)\n- [Tab vs ZeroClaw](https://www.anchorterminal.com/compare/tab-bot-vs-zeroclaw.md)\n- [Tab vs Zo Computer](https://www.anchorterminal.com/compare/tab-bot-vs-zo-computer.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 Tab](https://www.anchorterminal.com/compare/atticus-vs-tab-bot.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- [Claude Duet vs Tab](https://www.anchorterminal.com/compare/claude-duet-vs-tab-bot.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 Tab](https://www.anchorterminal.com/compare/deeptutor-vs-tab-bot.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- [Gemini Spark vs Tab](https://www.anchorterminal.com/compare/gemini-spark-vs-tab-bot.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 Tab](https://www.anchorterminal.com/compare/hark-pro-vs-tab-bot.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 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 Tomo](https://www.anchorterminal.com/compare/learnharness-vs-tomo.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- [Leon vs Tab](https://www.anchorterminal.com/compare/leon-vs-tab-bot.md)\n- [Lobby vs Tab](https://www.anchorterminal.com/compare/lobby-os-vs-tab-bot.md)\n- [Tab vs Talorys](https://www.anchorterminal.com/compare/tab-bot-vs-talorys.md)\n- [Tab vs Wajo (Fo)](https://www.anchorterminal.com/compare/tab-bot-vs-wajo.md)\n- [AstrBot vs LearnHarness](https://www.anchorterminal.com/compare/astrbot-vs-learnharness.md)\n\n## Disclosure\n\n- Tab 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 Tab", "url": "" } ], "description": "LearnHarness scores 59.3 (C) to Tab's 10.6 (F) for assistants that remember you. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "LearnHarness C 59.3", "Tab F 10.6", "scores" ], "h1": "LearnHarness vs Tab", "image": "https://www.anchorterminal.com/assets/og/compare-learnharness-vs-tab-bot.png", "path": "/compare/learnharness-vs-tab-bot", "published": "2026-10-01", "section": "tools", "title": "LearnHarness vs Tab for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-30", "url": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot" }, "tokens": { "markdown": 3800, "slim": 580 }, "version": 1 }