{ "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 Lobby's 11.2 (F), and leads in every scored category.", "b": { "slug": "lobby-os", "name": "Lobby", "vendor": "Lobby OS, Inc.", "vendorUrl": "https://thelobby.ai", "kind": "platform", "category": "personal-assistants", "summary": "Lobby is a hosted email assistant from Lobby OS, Inc. It learns how its owner handles mail and prepares replies, follow-ups and scheduling across Gmail, Calendar, Slack, Notion, Linear and HubSpot for approval.", "url": "https://www.anchorterminal.com/tools/lobby-os", "markdownUrl": "https://www.anchorterminal.com/tools/lobby-os.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/lobby-os.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/lobby-os.json", "license": "Closed service under Lobby's Terms of Use (Lobby OS, Inc.), last updated 26 March 2026.", "transports": [], "packages": [], "auth": "oauth", "authNotes": "A person signs up on the web (https://thelobby.ai/signup, a separate app at in.thelobby.ai). Gmail and Google Calendar connect through Google's OAuth 2.0, and each integration can be disconnected from settings (https://thelobby.ai/privacy). No API, MCP server or other interface for an outside agent was found.", "pricing": "paid", "pricingNotes": "US$50 a month paid monthly or US$42 a month paid annually, with unlimited emails and calendars and a 50+ tools add-on (https://thelobby.ai/ and https://thelobby.ai/llms.txt). The terms say every plan has a 7-day free trial and nothing is charged until it ends. Whether the trial needs a card wasn't established. Checked 21 October 2026.", "priceSummary": "$50 / mo", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 found on thelobby.ai, its llms.txt, terms or privacy policy, checked 21 October 2026.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-21" }, "llmsTxt": "https://thelobby.ai/llms.txt", "capabilities": [ "assistant.accounts", "assistant.memory", "assistant.proactive", "mailbox.read", "mailbox.send", "calendar.write" ], "tags": [ "hosted", "official", "closed-source", "paid", "trial", "llms-txt", "not-for-agents" ], "graded": true, "disclosure": "Lobby 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": 11.2, "grade": "F", "agentReady": false, "rank": 1223, "ranked": true, "rankOf": 1239, "categoryRank": 45, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 0, "maintenance": 2, "payments": 20, "reliability": 15, "schema": 10, "security": 0, "transparency": 45 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-21" }, "negative": 0, "verdict": "Lobby is a paid email assistant that prepares replies, follow-ups and scheduling across Gmail, Calendar and work tools, and its terms say nothing is sent until the owner approves. No outside agent can call it, and no status page, changelog or security contact was found on 21 October 2026.", "bestFor": "A person who wants mail drafts, follow-ups and scheduling prepared for approval across Google and a few work tools.", "disclosure": "Lobby 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": [ "The terms say nothing is sent, booked or updated until the owner explicitly approves it.", "The terms and privacy policy agree on no model training and deletion within 30 days of account closure.", "Public prices of US$50 a month, or US$42 a month billed annually, with a 7-day free trial in the terms.", "An llms.txt that describes the product, connections, approval model and prices." ], "weaknesses": [ "No API, MCP server or A2A endpoint for an outside agent.", "No status page, changelog, release notes or security.txt found on 21 October 2026.", "The privacy policy names no model provider, and the sign-up app's Bubble hosting and Hotjar and PostHog scripts aren't named as processors.", "The home page's 92% prediction accuracy and other figures are the vendor's, with no method published." ], "agentNotes": [ "Don't plan to call Lobby from another agent. It works only inside its own app for the signed-in owner.", "Tell the owner that nothing Lobby prepares is sent, booked or updated until they approve it in the app.", "Check whether the 7-day trial takes a card before signing the owner up. The terms don't say." ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 2, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "F", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 11.2 } ], "editorialScores": { "ergonomics": 0, "maintenance": 2, "payments": 20, "reliability": 15, "schema": 10, "security": 0, "transparency": 38 }, "provenanceScore": 52, "checked": { "categories": { "ergonomics": "2026-10-21", "maintenance": "2026-10-21", "payments": "2026-10-21", "reliability": "2026-10-21", "schema": "2026-10-21", "security": "2026-10-21", "transparency": "2026-10-21" }, "last": "2026-10-21", "lastMoved": "2026-10-30", "oldest": "2026-10-21", "stale": false, "staleAfterDays": 90 } }, "letme": { "capability": "https://letme.dev/assistant.accounts", "tool": "https://letme.dev/lobby-os" }, "area": "frameworks", "unitPrices": [ { "item": "Lobby, monthly billing", "unit": "month", "usd": 50, "note": "Checked 21 October 2026." }, { "item": "Lobby, annual billing", "unit": "month", "usd": 42, "note": "Per month, billed annually." } ], "provenance": { "legalEntity": "Lobby OS, Inc.", "domain": "thelobby.ai", "domainRegistered": "", "endpointOnVendorDomain": null, "terms": "https://thelobby.ai/terms_of_use", "privacy": "https://thelobby.ai/privacy", "statusPage": "", "changelog": "", "securityTxt": "none", "checked": "2026-10-21", "notes": [ "Terms of Use and Privacy Policy both last updated 26 March 2026.", "thelobby.ai/.well-known/security.txt, /changelog, /docs and /pricing return 404. status.thelobby.ai doesn't resolve.", "The domain's registration date wasn't established (rdap.org had no answer for .ai)." ], "score": 52 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/lobby-os.json", "live": { "slug": "lobby-os", "securityTxt": { "url": "https://thelobby.ai/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-30T15:38:01.933618915Z" }, "llmsTxt": { "url": "https://thelobby.ai/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-30T15:07:51.711305049Z" }, "domain": { "domain": "thelobby.ai", "registered": "2024-12-18", "source": "https://rdap.identitydigital.services/rdap/domain/thelobby.ai", "checkedAt": "2026-10-25T14:04:37.912359166Z" }, "pages": [ { "url": "https://thelobby.ai/privacy", "kind": "privacy", "status": 304, "checkedAt": "2026-10-30T05:50:31.041254128Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "4e992b0f9368" }, { "url": "https://thelobby.ai/terms_of_use", "kind": "terms", "status": 304, "checkedAt": "2026-10-30T05:50:33.137934238Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "eb058d21811d" } ], "updatedAt": "2026-10-30T15:38:01.933618915Z" } }, "facts": [ { "a": "Agent harness", "b": "Platform", "name": "Kind" }, { "a": "Amos Blomqvist", "b": "Lobby OS, Inc.", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "None", "b": "OAuth", "name": "Auth" }, { "a": "Free", "b": "Paid", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "AGPL-3.0-only", "b": "Closed service under Lobby's Terms of Use (Lobby OS, Inc.), last updated 26 March 2026.", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-29", "b": "none", "name": "Last release" }, { "a": "no date given", "b": "2026-03-26", "name": "Terms last updated" }, { "a": "no document linked", "b": "2026-03-26", "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": "2/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "LearnHarness scores 59.3 (C) on agent readiness against Lobby's 11.2 (F), and leads in every scored category.", "question": "Which is better for AI agents, LearnHarness or Lobby?" }, { "answer": "LearnHarness is open source (AGPL-3.0-only). No open-source release is listed for Lobby.", "question": "Are LearnHarness and Lobby open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 56 against 15", "Schema \u0026 documentation, 63 against 10", "Agent ergonomics, 60 against 0", "Security \u0026 auth, 52 against 0", "Payments \u0026 pricing, 60 against 20", "Maintenance \u0026 community, 71 against 2", "Transparency \u0026 trust, 60 against 45" ], "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 mail drafts, follow-ups and scheduling prepared for approval across Google and a few work tools.", "slug": "lobby-os", "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/astrbot-vs-lobby-os.json", "title": "AstrBot vs Lobby", "url": "https://www.anchorterminal.com/compare/astrbot-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-lobby-os.json", "title": "Boski vs Lobby", "url": "https://www.anchorterminal.com/compare/boski-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-lobby-os.json", "title": "Caddy vs Lobby", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-lobby-os.json", "title": "Claude Duet vs Lobby", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-lobby-os.json", "title": "CowAgent vs Lobby", "url": "https://www.anchorterminal.com/compare/cowagent-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-lobby-os.json", "title": "folk vs Lobby", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-lobby-os.json", "title": "GAIA vs Lobby", "url": "https://www.anchorterminal.com/compare/gaia-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-lobby-os.json", "title": "Gemini Spark vs Lobby", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/grok-bot-vs-lobby-os.json", "title": "Grok Bot vs Lobby", "url": "https://www.anchorterminal.com/compare/grok-bot-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/haven-vs-lobby-os.json", "title": "Haven vs Lobby", "url": "https://www.anchorterminal.com/compare/haven-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-lobby-os.json", "title": "Hermes Agent vs Lobby", "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/instinct-vs-lobby-os.json", "title": "Instinct vs Lobby", "url": "https://www.anchorterminal.com/compare/instinct-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-lobby-os.json", "title": "IronClaw vs Lobby", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/leon-vs-lobby-os.json", "title": "Leon vs Lobby", "url": "https://www.anchorterminal.com/compare/leon-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/lindy-vs-lobby-os.json", "title": "Lindy vs Lobby", "url": "https://www.anchorterminal.com/compare/lindy-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-picoclaw.json", "title": "Lobby vs PicoClaw", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-picoclaw" }, { "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/asmi-vs-lobby-os.json", "title": "Asmi vs Lobby", "url": "https://www.anchorterminal.com/compare/asmi-vs-lobby-os" }, { "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-lobby-os.json", "title": "Atticus vs Lobby", "url": "https://www.anchorterminal.com/compare/atticus-vs-lobby-os" }, { "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/boba-vs-lobby-os.json", "title": "Boba vs Lobby", "url": "https://www.anchorterminal.com/compare/boba-vs-lobby-os" }, { "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-lobby-os.json", "title": "DeepTutor vs Lobby", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os" }, { "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-lobby-os.json", "title": "Hark Pro vs Lobby", "url": "https://www.anchorterminal.com/compare/hark-pro-vs-lobby-os" }, { "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-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-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/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/lobby-os-vs-talorys.json", "title": "Lobby vs Talorys", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/asaply-vs-lobby-os.json", "title": "asaply vs Lobby", "url": "https://www.anchorterminal.com/compare/asaply-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-lobby-os.json", "title": "Brea vs Lobby", "url": "https://www.anchorterminal.com/compare/brea-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/del-vs-lobby-os.json", "title": "Del vs Lobby", "url": "https://www.anchorterminal.com/compare/del-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/hirealpha-vs-lobby-os.json", "title": "HireAlpha vs Lobby", "url": "https://www.anchorterminal.com/compare/hirealpha-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-nanobot.json", "title": "Lobby vs nanobot", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-nanobot" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-nanoclaw.json", "title": "Lobby vs NanoClaw", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-natura.json", "title": "Lobby vs Natura tinyNature", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-natura" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-openai-dots.json", "title": "Lobby vs Dots", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-openai-dots" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-openclaw.json", "title": "Lobby vs OpenClaw", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-openclaw" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-openduet.json", "title": "Lobby vs OpenDuet", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-openduet" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-openinstinct.json", "title": "Lobby vs OpenInstinct", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-openinstinct" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-orbits.json", "title": "Lobby vs Orbits", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-orbits" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-orchid-ai.json", "title": "Lobby vs Orchid", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-orchid-ai" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-pally.json", "title": "Lobby vs Pally", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-poke.json", "title": "Lobby vs Poke", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-qwenpaw.json", "title": "Lobby vs QwenPaw", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-szn.json", "title": "Lobby vs szn", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-szn" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-tasker-ai.json", "title": "Lobby vs Tasker AI", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-tasker-ai" }, { "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/lobby-os-vs-town.json", "title": "Lobby vs Town", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-town" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-wajo.json", "title": "Lobby vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-wajo" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-zapia.json", "title": "Lobby vs Zapia", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-zeroclaw.json", "title": "Lobby vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-zo-computer.json", "title": "Lobby vs Zo Computer", "url": "https://www.anchorterminal.com/compare/lobby-os-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, "lobby-os": 15, "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 53, "edge": "learnharness", "key": "schema", "learnharness": 63, "lobby-os": 10, "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 60, "edge": "learnharness", "key": "ergonomics", "learnharness": 60, "lobby-os": 0, "name": "Agent ergonomics", "weight": 13 }, { "by": 52, "edge": "learnharness", "key": "security", "learnharness": 52, "lobby-os": 0, "name": "Security \u0026 auth", "weight": 14 }, { "by": 40, "edge": "learnharness", "key": "payments", "learnharness": 60, "lobby-os": 20, "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 69, "edge": "learnharness", "key": "maintenance", "learnharness": 71, "lobby-os": 2, "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 15, "edge": "learnharness", "key": "transparency", "learnharness": 60, "lobby-os": 45, "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "LearnHarness scores 59.3 (C) on agent readiness against Lobby's 11.2 (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.", "lobby-os": "Lobby is a paid email assistant that prepares replies, follow-ups and scheduling across Gmail, Calendar and work tools, and its terms say nothing is sent until the owner approves. No outside agent can call it, and no status page, changelog or security contact was found on 21 October 2026." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os", "json": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.min.md" }, "markdown": "LearnHarness scores 59.3 (C) on agent readiness against Lobby's 11.2 (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- Lobby: grade F, 11.2/100, rank #1223 of 1239. Markdown https://www.anchorterminal.com/tools/lobby-os.md · JSON https://www.anchorterminal.com/api/v1/tools/lobby-os.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 10\n- Agent ergonomics, 60 against 0\n- Security \u0026 auth, 52 against 0\n- Payments \u0026 pricing, 60 against 20\n- Maintenance \u0026 community, 71 against 2\n- Transparency \u0026 trust, 60 against 45\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### Lobby (F)\n\nGood for: A person who wants mail drafts, follow-ups and scheduling prepared for approval across Google and a few work tools.\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 | Lobby | 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 | 10 | LearnHarness +53 |\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 | 20 | LearnHarness +40 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 71 | 2 | LearnHarness +69 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 60 | 45 | LearnHarness +15 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **59.3 · C** | **11.2 · F** | |\n\n## Facts side by side\n\n| Fact | LearnHarness | Lobby |\n| --- | --- | --- |\n| Kind | Agent harness | Platform |\n| Vendor | Amos Blomqvist | Lobby OS, Inc. |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | None | OAuth |\n| Pricing | Free | Paid |\n| x402 | no | no |\n| Licence | AGPL-3.0-only | Closed service under Lobby's Terms of Use (Lobby OS, Inc.), last updated 26 March 2026. |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-10-29 | none |\n| Terms last updated | no date given | 2026-03-26 |\n| Privacy policy last updated | no document linked | 2026-03-26 |\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 | 2/5 (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**Lobby.** Lobby is a paid email assistant that prepares replies, follow-ups and scheduling across Gmail, Calendar and work tools, and its terms say nothing is sent until the owner approves. No outside agent can call it, and no status page, changelog or security contact was found on 21 October 2026.\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### Lobby\n\n1. Don't plan to call Lobby from another agent. It works only inside its own app for the signed-in owner.\n2. Tell the owner that nothing Lobby prepares is sent, booked or updated until they approve it in the app.\n3. Check whether the 7-day trial takes a card before signing the owner up. The terms don't say.\n\n## Questions\n\n### Which is better for AI agents, LearnHarness or Lobby?\n\nLearnHarness scores 59.3 (C) on agent readiness against Lobby's 11.2 (F), and leads in every scored category.\n\n### Are LearnHarness and Lobby open source?\n\nLearnHarness is open source (AGPL-3.0-only). No open-source release is listed for Lobby.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.json, and with the fewest tokens: https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"learnharness\", \"b\": \"lobby-os\"}`. From a terminal: `anchor compare learnharness lobby-os`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/learnharness.json and https://www.anchorterminal.com/api/v1/tools/lobby-os.json\n\n## Other comparisons with LearnHarness or Lobby\n\n- [AstrBot vs Lobby](https://www.anchorterminal.com/compare/astrbot-vs-lobby-os.md)\n- [Boski vs Lobby](https://www.anchorterminal.com/compare/boski-vs-lobby-os.md)\n- [Caddy vs Lobby](https://www.anchorterminal.com/compare/caddy-app-vs-lobby-os.md)\n- [Claude Duet vs Lobby](https://www.anchorterminal.com/compare/claude-duet-vs-lobby-os.md)\n- [CowAgent vs Lobby](https://www.anchorterminal.com/compare/cowagent-vs-lobby-os.md)\n- [folk vs Lobby](https://www.anchorterminal.com/compare/folk-nozomio-vs-lobby-os.md)\n- [GAIA vs Lobby](https://www.anchorterminal.com/compare/gaia-vs-lobby-os.md)\n- [Gemini Spark vs Lobby](https://www.anchorterminal.com/compare/gemini-spark-vs-lobby-os.md)\n- [Grok Bot vs Lobby](https://www.anchorterminal.com/compare/grok-bot-vs-lobby-os.md)\n- [Haven vs Lobby](https://www.anchorterminal.com/compare/haven-vs-lobby-os.md)\n- [Hermes Agent vs Lobby](https://www.anchorterminal.com/compare/hermes-agent-vs-lobby-os.md)\n- [Instinct vs Lobby](https://www.anchorterminal.com/compare/instinct-vs-lobby-os.md)\n- [IronClaw vs Lobby](https://www.anchorterminal.com/compare/ironclaw-vs-lobby-os.md)\n- [Leon vs Lobby](https://www.anchorterminal.com/compare/leon-vs-lobby-os.md)\n- [Lindy vs Lobby](https://www.anchorterminal.com/compare/lindy-vs-lobby-os.md)\n- [Lobby vs PicoClaw](https://www.anchorterminal.com/compare/lobby-os-vs-picoclaw.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- [Asmi vs Lobby](https://www.anchorterminal.com/compare/asmi-vs-lobby-os.md)\n- [Atticus vs LearnHarness](https://www.anchorterminal.com/compare/atticus-vs-learnharness.md)\n- [Atticus vs Lobby](https://www.anchorterminal.com/compare/atticus-vs-lobby-os.md)\n- [Boba vs LearnHarness](https://www.anchorterminal.com/compare/boba-vs-learnharness.md)\n- [Boba vs Lobby](https://www.anchorterminal.com/compare/boba-vs-lobby-os.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 Lobby](https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os.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 Lobby](https://www.anchorterminal.com/compare/hark-pro-vs-lobby-os.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 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 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- [Lobby vs Tab](https://www.anchorterminal.com/compare/lobby-os-vs-tab-bot.md)\n- [Lobby vs Talorys](https://www.anchorterminal.com/compare/lobby-os-vs-talorys.md)\n- [asaply vs Lobby](https://www.anchorterminal.com/compare/asaply-vs-lobby-os.md)\n- [Brea vs Lobby](https://www.anchorterminal.com/compare/brea-vs-lobby-os.md)\n- [Del vs Lobby](https://www.anchorterminal.com/compare/del-vs-lobby-os.md)\n- [HireAlpha vs Lobby](https://www.anchorterminal.com/compare/hirealpha-vs-lobby-os.md)\n- [Lobby vs nanobot](https://www.anchorterminal.com/compare/lobby-os-vs-nanobot.md)\n- [Lobby vs NanoClaw](https://www.anchorterminal.com/compare/lobby-os-vs-nanoclaw.md)\n- [Lobby vs Natura tinyNature](https://www.anchorterminal.com/compare/lobby-os-vs-natura.md)\n- [Lobby vs Dots](https://www.anchorterminal.com/compare/lobby-os-vs-openai-dots.md)\n- [Lobby vs OpenClaw](https://www.anchorterminal.com/compare/lobby-os-vs-openclaw.md)\n- [Lobby vs OpenDuet](https://www.anchorterminal.com/compare/lobby-os-vs-openduet.md)\n- [Lobby vs OpenInstinct](https://www.anchorterminal.com/compare/lobby-os-vs-openinstinct.md)\n- [Lobby vs Orbits](https://www.anchorterminal.com/compare/lobby-os-vs-orbits.md)\n- [Lobby vs Orchid](https://www.anchorterminal.com/compare/lobby-os-vs-orchid-ai.md)\n- [Lobby vs Pally](https://www.anchorterminal.com/compare/lobby-os-vs-pally.md)\n- [Lobby vs Poke](https://www.anchorterminal.com/compare/lobby-os-vs-poke.md)\n- [Lobby vs QwenPaw](https://www.anchorterminal.com/compare/lobby-os-vs-qwenpaw.md)\n- [Lobby vs szn](https://www.anchorterminal.com/compare/lobby-os-vs-szn.md)\n- [Lobby vs Tasker AI](https://www.anchorterminal.com/compare/lobby-os-vs-tasker-ai.md)\n- [Lobby vs Tomo](https://www.anchorterminal.com/compare/lobby-os-vs-tomo.md)\n- [Lobby vs Town](https://www.anchorterminal.com/compare/lobby-os-vs-town.md)\n- [Lobby vs Wajo (Fo)](https://www.anchorterminal.com/compare/lobby-os-vs-wajo.md)\n- [Lobby vs Zapia](https://www.anchorterminal.com/compare/lobby-os-vs-zapia.md)\n- [Lobby vs ZeroClaw](https://www.anchorterminal.com/compare/lobby-os-vs-zeroclaw.md)\n- [Lobby vs Zo Computer](https://www.anchorterminal.com/compare/lobby-os-vs-zo-computer.md)\n- [AstrBot vs LearnHarness](https://www.anchorterminal.com/compare/astrbot-vs-learnharness.md)\n\n## Disclosure\n\n- Lobby 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 Lobby", "url": "" } ], "description": "LearnHarness scores 59.3 (C) to Lobby's 11.2 (F) for assistants that remember you. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "LearnHarness C 59.3", "Lobby F 11.2", "scores" ], "h1": "LearnHarness vs Lobby", "image": "https://www.anchorterminal.com/assets/og/compare-learnharness-vs-lobby-os.png", "path": "/compare/learnharness-vs-lobby-os", "published": "2026-10-01", "section": "tools", "title": "LearnHarness vs Lobby for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-30", "url": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os" }, "tokens": { "markdown": 3900, "slim": 580 }, "version": 1 }