{ "data": { "a": { "slug": "deeptutor", "name": "DeepTutor", "vendor": "HKUDS", "vendorUrl": "https://deeptutor.info", "kind": "harness", "category": "personal-assistants", "summary": "DeepTutor is an open-source, self-hosted learning workspace from HKUDS for tutoring, quizzes, research reports and knowledge bases, with persistent memory and optional multiple users. It runs as a web app, and a `deeptutor` CLI emits NDJSON for other agents.", "url": "https://www.anchorterminal.com/tools/deeptutor", "markdownUrl": "https://www.anchorterminal.com/tools/deeptutor.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/deeptutor.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/deeptutor.json", "repo": "https://github.com/HKUDS/DeepTutor", "license": "Apache-2.0", "transports": [], "packages": [ { "registry": "pypi", "name": "deeptutor" }, { "registry": "pypi", "name": "deeptutor-cli" } ], "auth": "none", "authNotes": "No account with the project. The owner adds model provider keys in Settings or through `deeptutor config apply` with `api_key_env` naming an environment variable, or signs in to OpenAI Codex (OAuth), GitHub Copilot (device login) or CodeBuddy. Web sign-in is off by default; with `auth.json` enabled the first registered user becomes admin and grants models, knowledge bases, skills, tools and MCP access to other users (https://github.com/HKUDS/DeepTutor/blob/main/README.md).", "pricing": "free", "pricingNotes": "Free under the Apache 2.0 licence, and the README says the project has no paid online products. The owner pays the chosen model, embedding and search providers, or nothing with a local model through Ollama, LM Studio, llama.cpp, vLLM or Lemonade. The README carries a PageIndex discount code and an API Route provider preset, both third parties (checked 2026-10-30).", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the README, SKILL.md or the developer handbook (checked 2026-10-30).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 51497, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-30" }, "docsUrl": "https://deeptutor.info/", "capabilities": [ "assistant.memory", "assistant.self-hosted", "assistant.messaging", "agent.mcp-client", "knowledge.search", "search.research", "memory.user", "document.write" ], "tags": [ "open-source", "self-hosted", "local", "free", "python", "apache-2.0", "cli", "harness", "docker", "mcp-client", "rag", "no-card" ], "lastRelease": "2026-10-28", "graded": true, "anchor": { "graded": true, "score": 62.7, "grade": "B", "agentReady": false, "rank": 494, "ranked": true, "rankOf": 1239, "categoryRank": 7, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 63, "maintenance": 84, "payments": 60, "reliability": 78, "schema": 71, "security": 51, "transparency": 52 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-30" }, "negative": -3, "negativeNotes": [ "2026-09-30. CVE-2026-51870 (critical on NVD). Command execution through the TutorBot shell tool's `ExecTool.execute` in v1.4.0, reported in issue #506. v1.4.1 of 27 May 2026 lists it closed with a shell RCE (#518), a filesystem path traversal (#517) and three authorisation bypasses (#514 to #516), and makes shell exec opt-in. Fixed within five days and documented in release notes, -2. https://nvd.nist.gov/vuln/detail/CVE-2026-51870", "2026-06-30. GHSA-jg88-rvpc-qvxj (CVE-2026-58168, high). Before 1.4.10, a user grant without `mcp_tools` let non-admin users in multi-user mode invoke every configured MCP tool. Single-user installs were unaffected. Fixed in 1.4.10 of 21 June 2026 with deny-by-default MCP access, -1. https://api.osv.dev/v1/vulns/GHSA-jg88-rvpc-qvxj" ], "verdict": "DeepTutor runs on the owner's machine under Apache 2.0, ships releases every few days with upgrade notes, and gives other agents a JSON CLI with resumable sessions. Its default launch binds all interfaces with sign-in off and permissive CORS, there is no security policy, and two CVEs in 2026 covered a shell-tool RCE and a multi-user MCP bypass, both fixed.", "bestFor": "A learner, a teacher or a small group that wants a self-hosted tutor over their own documents, with quizzes, research reports, memory and IM companions, or for an agent that hands study tasks to it through the JSON CLI.", "strengths": [ "Apache 2.0, self-hosted, and the README says the project sells nothing", "`deeptutor run ... --format json` streams NDJSON tagged with `session_id`, and `--session` chains turns headlessly", "SKILL.md and AGENT_SETUP.md give an agent a non-interactive setup path with `config apply --check` and `doctor --format json`", "Releases every few days with dated notes and upgrade steps, 27 in the 90 days to 30 October 2026", "Inspectable file-backed memory with an append-only L1 trace, and grants, audit records and per-user isolation in multi-user mode" ], "weaknesses": [ "The default launch binds the backend to 0.0.0.0 with sign-in off and CORS open to any origin with credentials", "No SECURITY.md, no private reporting route and no repository-published advisories, while two CVEs were assigned in 2026", "The `exec` sandbox falls back to a best-effort restricted subprocess by default when no runner or bubblewrap is present", "Nightly test runs on main failed every night from 20 to 28 October 2026 before passing again on 29 and 30 October", "Provider keys are stored in plain JSON under `data/user/settings/`" ], "agentNotes": [ "Run `deeptutor run \u003ccapability\u003e \"...\" --format json` and read the `done` event's `session_id`; pass `--session` to continue the same session", "Configure with `deeptutor config apply setup.json --check` first, naming keys through `api_key_env`; literal keys are rejected", "Before exposing it beyond one machine, enable sign-in in `auth.json`, set exact `cors_origins` and set `BACKEND_HOST=127.0.0.1` where loopback is wanted", "Run 1.4.10 or later. Earlier versions carry CVE-2026-51870 (shell tool RCE, fixed in 1.4.1) and CVE-2026-58168 (multi-user MCP bypass)", "Set `sandbox_allow_subprocess` to false where generated code must run only in the runner sidecar or bubblewrap" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 62.7 } ], "editorialScores": { "ergonomics": 63, "maintenance": 84, "payments": 60, "reliability": 78, "schema": 71, "security": 51, "transparency": 65 }, "provenanceScore": 39, "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 } }, "connect": { "install": "pip install -U \"deeptutor[full]\" # then: deeptutor init \u0026\u0026 deeptutor start # or: docker run --rm -p 127.0.0.1:3782:3782 -v deeptutor-data:/app/data ghcr.io/hkuds/deeptutor:latest", "headless": { "command": "deeptutor run chat \"$TASK\" --format json" } }, "letme": { "capability": "https://letme.dev/assistant.memory", "tool": "https://letme.dev/deeptutor" }, "area": "frameworks", "provenance": { "legalEntity": "", "domain": "deeptutor.info", "domainRegistered": "2026-05-20", "endpointOnVendorDomain": null, "terms": "", "privacy": "", "statusPage": "", "changelog": "https://github.com/HKUDS/DeepTutor/releases", "securityTxt": "unknown", "checked": "2026-10-30", "notes": [ "No legal entity is named. The repository belongs to the GitHub organisation HKUDS, the Data Intelligence Lab at the University of Hong Kong, and the README says the project is led by Bingxi Zhao within the HKUDS group.", "deeptutor.info's robots.txt disallows ClaudeBot, Claude-Web and anthropic-ai, so its pages were not read. Its terms, privacy page and security.txt are unknown.", "No SECURITY.md was found in the repository tree on 30 October 2026.", "RDAP gives a registration date of 20 May 2026 for deeptutor.info. The README dates the docs site's launch to 22 May 2026.", "There is no hosted endpoint. The API answers on the owner's own host." ], "score": 39 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/deeptutor.json" }, "answer": "DeepTutor scores 62.7 (B) 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": "HKUDS", "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": "Apache-2.0", "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": "2026-10-28", "b": "none", "name": "Last release" }, { "a": "no document linked", "b": "2026-03-26", "name": "Terms last updated" }, { "a": "no document linked", "b": "2026-03-26", "name": "Privacy policy last updated" }, { "a": "", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "", "b": "not found in the text", "name": "Terms restrict automated access" }, { "a": "", "b": "not found in the text", "name": "Terms restrict benchmarking" }, { "a": "", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "", "b": "not found in the text", "name": "Arbitration or class-action waiver" }, { "a": "51k stars", "b": "none", "name": "Popularity" }, { "a": "none", "b": "2/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "DeepTutor scores 62.7 (B) on agent readiness against Lobby's 11.2 (F), and leads in every scored category.", "question": "Which is better for AI agents, DeepTutor or Lobby?" }, { "answer": "DeepTutor is open source (Apache-2.0). No open-source release is listed for Lobby.", "question": "Are DeepTutor and Lobby open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 78 against 15", "Schema \u0026 documentation, 71 against 10", "Agent ergonomics, 63 against 0", "Security \u0026 auth, 51 against 0", "Payments \u0026 pricing, 60 against 20", "Maintenance \u0026 community, 84 against 2", "Transparency \u0026 trust, 52 against 45" ], "also": [ "No key needed to call it", "Free to start without a card", "Open source" ], "goodFor": "A learner, a teacher or a small group that wants a self-hosted tutor over their own documents, with quizzes, research reports, memory and IM companions, or for an agent that hands study tasks to it through the JSON CLI.", "slug": "deeptutor", "watchFor": "The default launch binds the backend to 0.0.0.0 with sign-in off and CORS open to any origin with credentials" }, { "aheadOn": null, "also": [ "No incidents deducted, where DeepTutor loses 3 points for them" ], "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/asaply-vs-deeptutor.json", "title": "asaply vs DeepTutor", "url": "https://www.anchorterminal.com/compare/asaply-vs-deeptutor" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-deeptutor.json", "title": "Asmi vs DeepTutor", "url": "https://www.anchorterminal.com/compare/asmi-vs-deeptutor" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-deeptutor.json", "title": "AstrBot vs DeepTutor", "url": "https://www.anchorterminal.com/compare/astrbot-vs-deeptutor" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-deeptutor.json", "title": "Boba vs DeepTutor", "url": "https://www.anchorterminal.com/compare/boba-vs-deeptutor" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-deeptutor.json", "title": "Brea vs DeepTutor", "url": "https://www.anchorterminal.com/compare/brea-vs-deeptutor" }, { "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/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-deeptutor.json", "title": "Atticus vs DeepTutor", "url": "https://www.anchorterminal.com/compare/atticus-vs-deeptutor" }, { "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-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-deeptutor.json", "title": "Boski vs DeepTutor", "url": "https://www.anchorterminal.com/compare/boski-vs-deeptutor" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-deeptutor.json", "title": "Caddy vs DeepTutor", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-deeptutor" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-deeptutor.json", "title": "Claude Duet vs DeepTutor", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-deeptutor" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-deeptutor.json", "title": "CowAgent vs DeepTutor", "url": "https://www.anchorterminal.com/compare/cowagent-vs-deeptutor" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-del.json", "title": "DeepTutor vs Del", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-del" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-folk-nozomio.json", "title": "DeepTutor vs folk", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-folk-nozomio" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-gaia.json", "title": "DeepTutor vs GAIA", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-gemini-spark.json", "title": "DeepTutor vs Gemini Spark", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-gemini-spark" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-grok-bot.json", "title": "DeepTutor vs Grok Bot", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-grok-bot" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-hark-pro.json", "title": "DeepTutor vs Hark Pro", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-hark-pro" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-haven.json", "title": "DeepTutor vs Haven", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-haven" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-hermes-agent.json", "title": "DeepTutor vs Hermes Agent", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-hermes-agent" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-hirealpha.json", "title": "DeepTutor vs HireAlpha", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-hirealpha" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-instinct.json", "title": "DeepTutor vs Instinct", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-instinct" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw.json", "title": "DeepTutor vs IronClaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw" }, { "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-leon.json", "title": "DeepTutor vs Leon", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-leon" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-lindy.json", "title": "DeepTutor vs Lindy", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-lindy" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-nanobot.json", "title": "DeepTutor vs nanobot", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-nanobot" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-nanoclaw.json", "title": "DeepTutor vs NanoClaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-natura.json", "title": "DeepTutor vs Natura tinyNature", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-natura" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-openai-dots.json", "title": "DeepTutor vs Dots", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-openai-dots" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-openclaw.json", "title": "DeepTutor vs OpenClaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-openclaw" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-openduet.json", "title": "DeepTutor vs OpenDuet", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-openduet" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-openinstinct.json", "title": "DeepTutor vs OpenInstinct", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-openinstinct" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-orbits.json", "title": "DeepTutor vs Orbits", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-orbits" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-orchid-ai.json", "title": "DeepTutor vs Orchid", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-orchid-ai" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-pally.json", "title": "DeepTutor vs Pally", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-picoclaw.json", "title": "DeepTutor vs PicoClaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-poke.json", "title": "DeepTutor vs Poke", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-qwenpaw.json", "title": "DeepTutor vs QwenPaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-szn.json", "title": "DeepTutor vs szn", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-szn" }, { "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/deeptutor-vs-talorys.json", "title": "DeepTutor vs Talorys", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-tasker-ai.json", "title": "DeepTutor vs Tasker AI", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-tasker-ai" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-tomo.json", "title": "DeepTutor vs Tomo", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-town.json", "title": "DeepTutor vs Town", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-town" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-wajo.json", "title": "DeepTutor vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-wajo" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-zapia.json", "title": "DeepTutor vs Zapia", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-zeroclaw.json", "title": "DeepTutor vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-zo-computer.json", "title": "DeepTutor vs Zo Computer", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-zo-computer" }, { "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/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/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/ai-job-search-vs-deeptutor.json", "title": "AI Job Search vs DeepTutor", "url": "https://www.anchorterminal.com/compare/ai-job-search-vs-deeptutor" } ], "scores": [ { "by": 63, "deeptutor": 78, "edge": "deeptutor", "key": "reliability", "lobby-os": 15, "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 61, "deeptutor": 71, "edge": "deeptutor", "key": "schema", "lobby-os": 10, "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 63, "deeptutor": 63, "edge": "deeptutor", "key": "ergonomics", "lobby-os": 0, "name": "Agent ergonomics", "weight": 13 }, { "by": 51, "deeptutor": 51, "edge": "deeptutor", "key": "security", "lobby-os": 0, "name": "Security \u0026 auth", "weight": 14 }, { "by": 40, "deeptutor": 60, "edge": "deeptutor", "key": "payments", "lobby-os": 20, "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 82, "deeptutor": 84, "edge": "deeptutor", "key": "maintenance", "lobby-os": 2, "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 7, "deeptutor": 52, "edge": "deeptutor", "key": "transparency", "lobby-os": 45, "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "DeepTutor scores 62.7 (B) on agent readiness against Lobby's 11.2 (F), and leads in every scored category. Both do assistants that remember you.", "tutorials": [], "verdicts": { "deeptutor": "DeepTutor runs on the owner's machine under Apache 2.0, ships releases every few days with upgrade notes, and gives other agents a JSON CLI with resumable sessions. Its default launch binds all interfaces with sign-in off and permissive CORS, there is no security policy, and two CVEs in 2026 covered a shell-tool RCE and a multi-user MCP bypass, both fixed.", "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/deeptutor-vs-lobby-os", "json": "https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os.min.md" }, "markdown": "DeepTutor scores 62.7 (B) on agent readiness against Lobby's 11.2 (F), and leads in every scored category. Both do assistants that remember you.\n\n- DeepTutor: grade B, 62.7/100, rank #494 of 1239. Markdown https://www.anchorterminal.com/tools/deeptutor.md · JSON https://www.anchorterminal.com/api/v1/tools/deeptutor.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### DeepTutor (B)\n\nGood for: A learner, a teacher or a small group that wants a self-hosted tutor over their own documents, with quizzes, research reports, memory and IM companions, or for an agent that hands study tasks to it through the JSON CLI.\n\nAhead on:\n- Reliability, 78 against 15\n- Schema \u0026 documentation, 71 against 10\n- Agent ergonomics, 63 against 0\n- Security \u0026 auth, 51 against 0\n- Payments \u0026 pricing, 60 against 20\n- Maintenance \u0026 community, 84 against 2\n- Transparency \u0026 trust, 52 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 default launch binds the backend to 0.0.0.0 with sign-in off and CORS open to any origin with credentials\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\nAlso in its favour:\n- No incidents deducted, where DeepTutor loses 3 points for them\n\nWatch for: No API, MCP server or A2A endpoint for an outside agent.\n\n\n## Score by category\n\n| Category | Weight | DeepTutor | Lobby | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 78 | 15 | DeepTutor +63 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 71 | 10 | DeepTutor +61 |\n| Agent ergonomics | 13% (16.2 this run) | 63 | 0 | DeepTutor +63 |\n| Security \u0026 auth | 14% (17.5 this run) | 51 | 0 | DeepTutor +51 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 20 | DeepTutor +40 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 84 | 2 | DeepTutor +82 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 52 | 45 | DeepTutor +7 |\n| Negative events | ≤15 | -3 | 0 | |\n| **Total** | | **62.7 · B** | **11.2 · F** | |\n\n## Facts side by side\n\n| Fact | DeepTutor | Lobby |\n| --- | --- | --- |\n| Kind | Agent harness | Platform |\n| Vendor | HKUDS | 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 | Apache-2.0 | 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 | 2026-10-28 | none |\n| Terms last updated | no document linked | 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 |\n| Terms restrict automated access | | not found in the text |\n| Terms restrict benchmarking | | not found in the text |\n| Terms or service can change without notice | | not found in the text |\n| Arbitration or class-action waiver | | not found in the text |\n| Popularity | 51k stars | none |\n| Agent reviews | none | 2/5 (4) |\n\n## Verdicts\n\n**DeepTutor.** DeepTutor runs on the owner's machine under Apache 2.0, ships releases every few days with upgrade notes, and gives other agents a JSON CLI with resumable sessions. Its default launch binds all interfaces with sign-in off and permissive CORS, there is no security policy, and two CVEs in 2026 covered a shell-tool RCE and a multi-user MCP bypass, both fixed.\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### DeepTutor\n\n1. Run `deeptutor run \u003ccapability\u003e \"...\" --format json` and read the `done` event's `session_id`; pass `--session` to continue the same session\n2. Configure with `deeptutor config apply setup.json --check` first, naming keys through `api_key_env`; literal keys are rejected\n3. Before exposing it beyond one machine, enable sign-in in `auth.json`, set exact `cors_origins` and set `BACKEND_HOST=127.0.0.1` where loopback is wanted\n4. Run 1.4.10 or later. Earlier versions carry CVE-2026-51870 (shell tool RCE, fixed in 1.4.1) and CVE-2026-58168 (multi-user MCP bypass)\n5. Set `sandbox_allow_subprocess` to false where generated code must run only in the runner sidecar or bubblewrap\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, DeepTutor or Lobby?\n\nDeepTutor scores 62.7 (B) on agent readiness against Lobby's 11.2 (F), and leads in every scored category.\n\n### Are DeepTutor and Lobby open source?\n\nDeepTutor is open source (Apache-2.0). No open-source release is listed for Lobby.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os.json, and with the fewest tokens: https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"deeptutor\", \"b\": \"lobby-os\"}`. From a terminal: `anchor compare deeptutor lobby-os`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/deeptutor.json and https://www.anchorterminal.com/api/v1/tools/lobby-os.json\n\n## Other comparisons with DeepTutor or Lobby\n\n- [asaply vs DeepTutor](https://www.anchorterminal.com/compare/asaply-vs-deeptutor.md)\n- [Asmi vs DeepTutor](https://www.anchorterminal.com/compare/asmi-vs-deeptutor.md)\n- [AstrBot vs DeepTutor](https://www.anchorterminal.com/compare/astrbot-vs-deeptutor.md)\n- [Boba vs DeepTutor](https://www.anchorterminal.com/compare/boba-vs-deeptutor.md)\n- [Brea vs DeepTutor](https://www.anchorterminal.com/compare/brea-vs-deeptutor.md)\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- [Asmi vs Lobby](https://www.anchorterminal.com/compare/asmi-vs-lobby-os.md)\n- [Atticus vs DeepTutor](https://www.anchorterminal.com/compare/atticus-vs-deeptutor.md)\n- [Atticus vs Lobby](https://www.anchorterminal.com/compare/atticus-vs-lobby-os.md)\n- [Boba vs Lobby](https://www.anchorterminal.com/compare/boba-vs-lobby-os.md)\n- [Boski vs DeepTutor](https://www.anchorterminal.com/compare/boski-vs-deeptutor.md)\n- [Caddy vs DeepTutor](https://www.anchorterminal.com/compare/caddy-app-vs-deeptutor.md)\n- [Claude Duet vs DeepTutor](https://www.anchorterminal.com/compare/claude-duet-vs-deeptutor.md)\n- [CowAgent vs DeepTutor](https://www.anchorterminal.com/compare/cowagent-vs-deeptutor.md)\n- [DeepTutor vs Del](https://www.anchorterminal.com/compare/deeptutor-vs-del.md)\n- [DeepTutor vs folk](https://www.anchorterminal.com/compare/deeptutor-vs-folk-nozomio.md)\n- [DeepTutor vs GAIA](https://www.anchorterminal.com/compare/deeptutor-vs-gaia.md)\n- [DeepTutor vs Gemini Spark](https://www.anchorterminal.com/compare/deeptutor-vs-gemini-spark.md)\n- [DeepTutor vs Grok Bot](https://www.anchorterminal.com/compare/deeptutor-vs-grok-bot.md)\n- [DeepTutor vs Hark Pro](https://www.anchorterminal.com/compare/deeptutor-vs-hark-pro.md)\n- [DeepTutor vs Haven](https://www.anchorterminal.com/compare/deeptutor-vs-haven.md)\n- [DeepTutor vs Hermes Agent](https://www.anchorterminal.com/compare/deeptutor-vs-hermes-agent.md)\n- [DeepTutor vs HireAlpha](https://www.anchorterminal.com/compare/deeptutor-vs-hirealpha.md)\n- [DeepTutor vs Instinct](https://www.anchorterminal.com/compare/deeptutor-vs-instinct.md)\n- [DeepTutor vs IronClaw](https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw.md)\n- [DeepTutor vs LearnHarness](https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.md)\n- [DeepTutor vs Leon](https://www.anchorterminal.com/compare/deeptutor-vs-leon.md)\n- [DeepTutor vs Lindy](https://www.anchorterminal.com/compare/deeptutor-vs-lindy.md)\n- [DeepTutor vs nanobot](https://www.anchorterminal.com/compare/deeptutor-vs-nanobot.md)\n- [DeepTutor vs NanoClaw](https://www.anchorterminal.com/compare/deeptutor-vs-nanoclaw.md)\n- [DeepTutor vs Natura tinyNature](https://www.anchorterminal.com/compare/deeptutor-vs-natura.md)\n- [DeepTutor vs Dots](https://www.anchorterminal.com/compare/deeptutor-vs-openai-dots.md)\n- [DeepTutor vs OpenClaw](https://www.anchorterminal.com/compare/deeptutor-vs-openclaw.md)\n- [DeepTutor vs OpenDuet](https://www.anchorterminal.com/compare/deeptutor-vs-openduet.md)\n- [DeepTutor vs OpenInstinct](https://www.anchorterminal.com/compare/deeptutor-vs-openinstinct.md)\n- [DeepTutor vs Orbits](https://www.anchorterminal.com/compare/deeptutor-vs-orbits.md)\n- [DeepTutor vs Orchid](https://www.anchorterminal.com/compare/deeptutor-vs-orchid-ai.md)\n- [DeepTutor vs Pally](https://www.anchorterminal.com/compare/deeptutor-vs-pally.md)\n- [DeepTutor vs PicoClaw](https://www.anchorterminal.com/compare/deeptutor-vs-picoclaw.md)\n- [DeepTutor vs Poke](https://www.anchorterminal.com/compare/deeptutor-vs-poke.md)\n- [DeepTutor vs QwenPaw](https://www.anchorterminal.com/compare/deeptutor-vs-qwenpaw.md)\n- [DeepTutor vs szn](https://www.anchorterminal.com/compare/deeptutor-vs-szn.md)\n- [DeepTutor vs Tab](https://www.anchorterminal.com/compare/deeptutor-vs-tab-bot.md)\n- [DeepTutor vs Talorys](https://www.anchorterminal.com/compare/deeptutor-vs-talorys.md)\n- [DeepTutor vs Tasker AI](https://www.anchorterminal.com/compare/deeptutor-vs-tasker-ai.md)\n- [DeepTutor vs Tomo](https://www.anchorterminal.com/compare/deeptutor-vs-tomo.md)\n- [DeepTutor vs Town](https://www.anchorterminal.com/compare/deeptutor-vs-town.md)\n- [DeepTutor vs Wajo (Fo)](https://www.anchorterminal.com/compare/deeptutor-vs-wajo.md)\n- [DeepTutor vs Zapia](https://www.anchorterminal.com/compare/deeptutor-vs-zapia.md)\n- [DeepTutor vs ZeroClaw](https://www.anchorterminal.com/compare/deeptutor-vs-zeroclaw.md)\n- [DeepTutor vs Zo Computer](https://www.anchorterminal.com/compare/deeptutor-vs-zo-computer.md)\n- [Hark Pro vs Lobby](https://www.anchorterminal.com/compare/hark-pro-vs-lobby-os.md)\n- [LearnHarness vs Lobby](https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.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- [AI Job Search vs DeepTutor](https://www.anchorterminal.com/compare/ai-job-search-vs-deeptutor.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": "DeepTutor vs Lobby", "url": "" } ], "description": "DeepTutor scores 62.7 (B) to Lobby's 11.2 (F) for assistants that remember you. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "DeepTutor B 62.7", "Lobby F 11.2", "scores" ], "h1": "DeepTutor vs Lobby", "image": "https://www.anchorterminal.com/assets/og/compare-deeptutor-vs-lobby-os.png", "path": "/compare/deeptutor-vs-lobby-os", "published": "2026-10-01", "section": "tools", "title": "DeepTutor vs Lobby for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-30", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os" }, "tokens": { "markdown": 3900, "slim": 680 }, "version": 1 }