{ "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 Tomo's 13.2 (F), and leads in every scored category.", "b": { "slug": "tomo", "name": "Tomo", "vendor": "Mapo Labs, Inc.", "vendorUrl": "https://www.tomo.ai", "kind": "platform", "category": "personal-assistants", "summary": "Tomo is a personal AI from Mapo Labs that a person texts over iMessage or uses in its iOS app. It remembers goals, checks in first, joins group chats, sets reminders and connects to the owner's calendar and email.", "url": "https://www.anchorterminal.com/tools/tomo", "markdownUrl": "https://www.anchorterminal.com/tools/tomo.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/tomo.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/tomo.json", "license": "Closed service under Tomo's Terms of Service (Mapo Labs, Inc., last updated 24 September 2026).", "transports": [], "packages": [], "auth": "mixed", "authNotes": "A person starts by texting Tomo, signs in at tomo.ai/login or in the iOS app, and the account is tied to their phone number (https://www.tomo.ai/about). No API key, MCP server or other programmatic access was found.", "pricing": "paid", "pricingNotes": "The base plan starts at $19.99 a month, with other plans that raise messaging limits, and the site says prices may vary by user and promotion (https://www.tomo.ai/about). The App Store lists in-app purchases named Tomo Pro at $19.99 and $119.99 (https://apps.apple.com/us/app/tomo-your-personal-ai/id6757726935), checked 12 October 2026. No free plan was found. Payments run through Stripe.", "priceSummary": "$19.99 / mo", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 found on tomo.ai, checked 12 October 2026.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-12" }, "capabilities": [ "assistant.accounts", "assistant.messaging", "assistant.memory", "messaging.inbound", "calendar.write", "mailbox.read", "notify.push", "memory.user", "web.search" ], "tags": [ "hosted", "official", "closed-source", "paid", "ios" ], "lastRelease": "2026-09-29", "graded": true, "disclosure": "Tomo competes with LocalGhost, which Anchor Terminal's founder builds. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.", "competesWith": "localghost", "anchor": { "graded": true, "score": 13.2, "grade": "F", "agentReady": false, "rank": 1216, "ranked": true, "rankOf": 1239, "categoryRank": 43, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 0, "maintenance": 54, "payments": 10, "reliability": 15, "schema": 0, "security": 0, "transparency": 48 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": 0, "verdict": "Tomo is a hosted personal AI over iMessage and an iOS app, centred on goals, check-ins and reminders, with regular iOS releases since April 2026. No outside agent can call it, there's no free plan, and no status page, security contact or subprocessor list was found.", "bestFor": "People who want accountability, check-ins and reminders by text, including in group chats.", "disclosure": "Tomo competes with LocalGhost, which Anchor Terminal's founder builds. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.", "strengths": [ "In iMessage group chats it shares only busy times from a connected calendar, not event details.", "Google Workspace and health data are excluded from AI training, per the privacy policy.", "Complete deletion requests are processed within 30 days.", "Eight iOS releases between 31 July and 29 September 2026." ], "weaknesses": [ "No API, MCP server or A2A endpoint for an outside agent.", "No free plan or trial found, and prices may vary by user.", "No status page, security.txt or security contact found.", "The privacy policy shares visitor identifiers with Meta, TikTok and Snap for ad targeting." ], "agentNotes": [ "Don't plan to call Tomo from another agent. It answers only the owner's iMessage, group chats it's added to and the iOS app.", "Tell the owner that adding Tomo to a group chat applies its terms to every participant." ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 1.8, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "F", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 13.2 } ], "editorialScores": { "ergonomics": 0, "maintenance": 54, "payments": 10, "reliability": 15, "schema": 0, "security": 0, "transparency": 33 }, "provenanceScore": 62, "checked": { "categories": { "ergonomics": "2026-10-12", "maintenance": "2026-10-12", "payments": "2026-10-12", "reliability": "2026-10-12", "schema": "2026-10-12", "security": "2026-10-12", "transparency": "2026-10-12" }, "last": "2026-10-12", "lastMoved": "2026-10-30", "oldest": "2026-10-12", "stale": false, "staleAfterDays": 90 } }, "letme": { "capability": "https://letme.dev/assistant.accounts", "tool": "https://letme.dev/tomo" }, "area": "frameworks", "unitPrices": [ { "item": "Tomo base plan", "unit": "month", "usd": 19.99, "note": "Starting price on tomo.ai. Prices may vary by user and promotion." } ], "provenance": { "legalEntity": "Mapo Labs, Inc.", "domain": "tomo.ai", "domainRegistered": "2020-12-14", "endpointOnVendorDomain": null, "terms": "https://www.tomo.ai/terms", "privacy": "https://www.tomo.ai/privacy", "statusPage": "", "changelog": "", "securityTxt": "none", "checked": "2026-10-12", "notes": [ "tomo.ai redirects to www.tomo.ai. The footer links mapolabs.com.", "tomo.ai/.well-known/security.txt and tomo.ai/llms.txt redirect to the login page.", "No status page or changelog was found.", "RDAP gives a registration date of 2020-12-14 for tomo.ai." ], "score": 62 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/tomo.json", "live": { "slug": "tomo", "securityTxt": { "url": "https://tomo.ai/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-30T15:38:03.718069224Z" }, "domain": { "domain": "tomo.ai", "registered": "2020-12-14", "source": "https://rdap.identitydigital.services/rdap/domain/tomo.ai", "checkedAt": "2026-10-25T13:46:31.872716732Z" }, "pages": [ { "url": "https://www.tomo.ai/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-30T06:01:38.151186828Z", "changedAt": "2026-10-21T01:07:45.068455839Z", "fingerprint": "83fb1af9fd07" }, { "url": "https://www.tomo.ai/terms", "kind": "terms", "status": 200, "checkedAt": "2026-10-30T06:01:40.417736001Z", "changedAt": "2026-10-21T01:07:47.426746629Z", "fingerprint": "c239fa4d5574" } ], "updatedAt": "2026-10-30T15:38:03.718069224Z" } }, "facts": [ { "a": "Agent harness", "b": "Platform", "name": "Kind" }, { "a": "HKUDS", "b": "Mapo Labs, Inc.", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "None", "b": "OAuth or key", "name": "Auth" }, { "a": "Free", "b": "Paid", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Apache-2.0", "b": "Closed service under Tomo's Terms of Service (Mapo Labs, Inc., last updated 24 September 2026).", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "no", "name": "llms.txt" }, { "a": "2026-10-28", "b": "2026-09-29", "name": "Last release" }, { "a": "no document linked", "b": "2026-09-24", "name": "Terms last updated" }, { "a": "no document linked", "b": "2026-10-20", "name": "Privacy policy last updated" }, { "a": "", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "", "b": "yes", "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": "1.8/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "DeepTutor scores 62.7 (B) on agent readiness against Tomo's 13.2 (F), and leads in every scored category.", "question": "Which is better for AI agents, DeepTutor or Tomo?" }, { "answer": "DeepTutor is open source (Apache-2.0). No open-source release is listed for Tomo.", "question": "Are DeepTutor and Tomo open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 78 against 15", "Schema \u0026 documentation, 71 against 0", "Agent ergonomics, 63 against 0", "Security \u0026 auth, 51 against 0", "Payments \u0026 pricing, 60 against 10", "Maintenance \u0026 community, 84 against 54" ], "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": "People who want accountability, check-ins and reminders by text, including in group chats.", "slug": "tomo", "watchFor": "No API, MCP server or A2A endpoint for an outside agent." } ], "job": { "capability": "assistant.memory", "name": "Assistants that remember you" }, "others": [ { "json": "https://www.anchorterminal.com/compare/asaply-vs-deeptutor.json", "title": "asaply vs DeepTutor", "url": "https://www.anchorterminal.com/compare/asaply-vs-deeptutor" }, { "json": "https://www.anchorterminal.com/compare/asaply-vs-tomo.json", "title": "asaply vs Tomo", "url": "https://www.anchorterminal.com/compare/asaply-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-deeptutor.json", "title": "Asmi vs DeepTutor", "url": "https://www.anchorterminal.com/compare/asmi-vs-deeptutor" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-tomo.json", "title": "Asmi vs Tomo", "url": "https://www.anchorterminal.com/compare/asmi-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-deeptutor.json", "title": "AstrBot vs DeepTutor", "url": "https://www.anchorterminal.com/compare/astrbot-vs-deeptutor" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-tomo.json", "title": "AstrBot vs Tomo", "url": "https://www.anchorterminal.com/compare/astrbot-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-deeptutor.json", "title": "Boba vs DeepTutor", "url": "https://www.anchorterminal.com/compare/boba-vs-deeptutor" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-tomo.json", "title": "Boba vs Tomo", "url": "https://www.anchorterminal.com/compare/boba-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-tomo.json", "title": "Boski vs Tomo", "url": "https://www.anchorterminal.com/compare/boski-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-deeptutor.json", "title": "Brea vs DeepTutor", "url": "https://www.anchorterminal.com/compare/brea-vs-deeptutor" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-tomo.json", "title": "Brea vs Tomo", "url": "https://www.anchorterminal.com/compare/brea-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/del-vs-tomo.json", "title": "Del vs Tomo", "url": "https://www.anchorterminal.com/compare/del-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/hirealpha-vs-tomo.json", "title": "HireAlpha vs Tomo", "url": "https://www.anchorterminal.com/compare/hirealpha-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/openinstinct-vs-tomo.json", "title": "OpenInstinct vs Tomo", "url": "https://www.anchorterminal.com/compare/openinstinct-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/orbits-vs-tomo.json", "title": "Orbits vs Tomo", "url": "https://www.anchorterminal.com/compare/orbits-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/orchid-ai-vs-tomo.json", "title": "Orchid vs Tomo", "url": "https://www.anchorterminal.com/compare/orchid-ai-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/picoclaw-vs-tomo.json", "title": "PicoClaw vs Tomo", "url": "https://www.anchorterminal.com/compare/picoclaw-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/szn-vs-tomo.json", "title": "szn vs Tomo", "url": "https://www.anchorterminal.com/compare/szn-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/tab-bot-vs-tomo.json", "title": "Tab vs Tomo", "url": "https://www.anchorterminal.com/compare/tab-bot-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/tasker-ai-vs-tomo.json", "title": "Tasker AI vs Tomo", "url": "https://www.anchorterminal.com/compare/tasker-ai-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/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-tomo.json", "title": "Atticus vs Tomo", "url": "https://www.anchorterminal.com/compare/atticus-vs-tomo" }, { "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-lobby-os.json", "title": "DeepTutor vs Lobby", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os" }, { "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-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-tomo.json", "title": "Hark Pro vs Tomo", "url": "https://www.anchorterminal.com/compare/hark-pro-vs-tomo" }, { "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/talorys-vs-tomo.json", "title": "Talorys vs Tomo", "url": "https://www.anchorterminal.com/compare/talorys-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-tomo.json", "title": "Caddy vs Tomo", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-tomo.json", "title": "Claude Duet vs Tomo", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-tomo.json", "title": "CowAgent vs Tomo", "url": "https://www.anchorterminal.com/compare/cowagent-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-tomo.json", "title": "folk vs Tomo", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-tomo.json", "title": "GAIA vs Tomo", "url": "https://www.anchorterminal.com/compare/gaia-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-tomo.json", "title": "Gemini Spark vs Tomo", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/grok-bot-vs-tomo.json", "title": "Grok Bot vs Tomo", "url": "https://www.anchorterminal.com/compare/grok-bot-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/haven-vs-tomo.json", "title": "Haven vs Tomo", "url": "https://www.anchorterminal.com/compare/haven-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-tomo.json", "title": "Hermes Agent vs Tomo", "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/instinct-vs-tomo.json", "title": "Instinct vs Tomo", "url": "https://www.anchorterminal.com/compare/instinct-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-tomo.json", "title": "IronClaw vs Tomo", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/leon-vs-tomo.json", "title": "Leon vs Tomo", "url": "https://www.anchorterminal.com/compare/leon-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/lindy-vs-tomo.json", "title": "Lindy vs Tomo", "url": "https://www.anchorterminal.com/compare/lindy-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-tomo.json", "title": "Lobby vs Tomo", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/nanobot-vs-tomo.json", "title": "nanobot vs Tomo", "url": "https://www.anchorterminal.com/compare/nanobot-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-tomo.json", "title": "NanoClaw vs Tomo", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/natura-vs-tomo.json", "title": "Natura tinyNature vs Tomo", "url": "https://www.anchorterminal.com/compare/natura-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/openai-dots-vs-tomo.json", "title": "Dots vs Tomo", "url": "https://www.anchorterminal.com/compare/openai-dots-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/openclaw-vs-tomo.json", "title": "OpenClaw vs Tomo", "url": "https://www.anchorterminal.com/compare/openclaw-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/openduet-vs-tomo.json", "title": "OpenDuet vs Tomo", "url": "https://www.anchorterminal.com/compare/openduet-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-tomo.json", "title": "Pally vs Tomo", "url": "https://www.anchorterminal.com/compare/pally-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/poke-vs-tomo.json", "title": "Poke vs Tomo", "url": "https://www.anchorterminal.com/compare/poke-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/qwenpaw-vs-tomo.json", "title": "QwenPaw vs Tomo", "url": "https://www.anchorterminal.com/compare/qwenpaw-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/tomo-vs-town.json", "title": "Tomo vs Town", "url": "https://www.anchorterminal.com/compare/tomo-vs-town" }, { "json": "https://www.anchorterminal.com/compare/tomo-vs-wajo.json", "title": "Tomo vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/tomo-vs-wajo" }, { "json": "https://www.anchorterminal.com/compare/tomo-vs-zapia.json", "title": "Tomo vs Zapia", "url": "https://www.anchorterminal.com/compare/tomo-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/tomo-vs-zeroclaw.json", "title": "Tomo vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/tomo-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/tomo-vs-zo-computer.json", "title": "Tomo vs Zo Computer", "url": "https://www.anchorterminal.com/compare/tomo-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/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", "name": "Reliability", "tomo": 15, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 71, "deeptutor": 71, "edge": "deeptutor", "key": "schema", "name": "Schema \u0026 documentation", "tomo": 0, "weight": 13 }, { "by": 63, "deeptutor": 63, "edge": "deeptutor", "key": "ergonomics", "name": "Agent ergonomics", "tomo": 0, "weight": 13 }, { "by": 51, "deeptutor": 51, "edge": "deeptutor", "key": "security", "name": "Security \u0026 auth", "tomo": 0, "weight": 14 }, { "by": 50, "deeptutor": 60, "edge": "deeptutor", "key": "payments", "name": "Payments \u0026 pricing", "tomo": 10, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 30, "deeptutor": 84, "edge": "deeptutor", "key": "maintenance", "name": "Maintenance \u0026 community", "tomo": 54, "weight": 7 }, { "by": 4, "deeptutor": 52, "edge": "deeptutor", "key": "transparency", "name": "Transparency \u0026 trust", "tomo": 48, "weight": 7 } ], "summary": "DeepTutor scores 62.7 (B) on agent readiness against Tomo's 13.2 (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.", "tomo": "Tomo is a hosted personal AI over iMessage and an iOS app, centred on goals, check-ins and reminders, with regular iOS releases since April 2026. No outside agent can call it, there's no free plan, and no status page, security contact or subprocessor list was found." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/deeptutor-vs-tomo", "json": "https://www.anchorterminal.com/compare/deeptutor-vs-tomo.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/deeptutor-vs-tomo.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/deeptutor-vs-tomo.min.md" }, "markdown": "DeepTutor scores 62.7 (B) on agent readiness against Tomo's 13.2 (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- Tomo: grade F, 13.2/100, rank #1216 of 1239. Markdown https://www.anchorterminal.com/tools/tomo.md · JSON https://www.anchorterminal.com/api/v1/tools/tomo.json\n- Best AI personal assistants that act for one person: https://www.anchorterminal.com/best/personal-assistants/index.md\n- All 1196 assistants comparisons: https://www.anchorterminal.com/compare/personal-assistants/index.md\n\n## Which one, for what\n\n### 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 0\n- Agent ergonomics, 63 against 0\n- Security \u0026 auth, 51 against 0\n- Payments \u0026 pricing, 60 against 10\n- Maintenance \u0026 community, 84 against 54\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### Tomo (F)\n\nGood for: People who want accountability, check-ins and reminders by text, including in group chats.\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 | Tomo | 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 | 0 | DeepTutor +71 |\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 | 10 | DeepTutor +50 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 84 | 54 | DeepTutor +30 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 52 | 48 | DeepTutor +4 |\n| Negative events | ≤15 | -3 | 0 | |\n| **Total** | | **62.7 · B** | **13.2 · F** | |\n\n## Facts side by side\n\n| Fact | DeepTutor | Tomo |\n| --- | --- | --- |\n| Kind | Agent harness | Platform |\n| Vendor | HKUDS | Mapo Labs, Inc. |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | None | OAuth or key |\n| Pricing | Free | Paid |\n| x402 | no | no |\n| Licence | Apache-2.0 | Closed service under Tomo's Terms of Service (Mapo Labs, Inc., last updated 24 September 2026). |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| Last release | 2026-10-28 | 2026-09-29 |\n| Terms last updated | no document linked | 2026-09-24 |\n| Privacy policy last updated | no document linked | 2026-10-20 |\n| Customer content may train models | | not found in the text |\n| Terms restrict automated access | | yes |\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 | 1.8/5 (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**Tomo.** Tomo is a hosted personal AI over iMessage and an iOS app, centred on goals, check-ins and reminders, with regular iOS releases since April 2026. No outside agent can call it, there's no free plan, and no status page, security contact or subprocessor list was found.\n\n## Before you call either\n\n### 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### Tomo\n\n1. Don't plan to call Tomo from another agent. It answers only the owner's iMessage, group chats it's added to and the iOS app.\n2. Tell the owner that adding Tomo to a group chat applies its terms to every participant.\n\n## Questions\n\n### Which is better for AI agents, DeepTutor or Tomo?\n\nDeepTutor scores 62.7 (B) on agent readiness against Tomo's 13.2 (F), and leads in every scored category.\n\n### Are DeepTutor and Tomo open source?\n\nDeepTutor is open source (Apache-2.0). No open-source release is listed for Tomo.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/deeptutor-vs-tomo.json, and with the fewest tokens: https://www.anchorterminal.com/compare/deeptutor-vs-tomo.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"deeptutor\", \"b\": \"tomo\"}`. From a terminal: `anchor compare deeptutor tomo`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/deeptutor.json and https://www.anchorterminal.com/api/v1/tools/tomo.json\n\n## Other comparisons with DeepTutor or Tomo\n\n- [asaply vs DeepTutor](https://www.anchorterminal.com/compare/asaply-vs-deeptutor.md)\n- [asaply vs Tomo](https://www.anchorterminal.com/compare/asaply-vs-tomo.md)\n- [Asmi vs DeepTutor](https://www.anchorterminal.com/compare/asmi-vs-deeptutor.md)\n- [Asmi vs Tomo](https://www.anchorterminal.com/compare/asmi-vs-tomo.md)\n- [AstrBot vs DeepTutor](https://www.anchorterminal.com/compare/astrbot-vs-deeptutor.md)\n- [AstrBot vs Tomo](https://www.anchorterminal.com/compare/astrbot-vs-tomo.md)\n- [Boba vs DeepTutor](https://www.anchorterminal.com/compare/boba-vs-deeptutor.md)\n- [Boba vs Tomo](https://www.anchorterminal.com/compare/boba-vs-tomo.md)\n- [Boski vs Tomo](https://www.anchorterminal.com/compare/boski-vs-tomo.md)\n- [Brea vs DeepTutor](https://www.anchorterminal.com/compare/brea-vs-deeptutor.md)\n- [Brea vs Tomo](https://www.anchorterminal.com/compare/brea-vs-tomo.md)\n- [Del vs Tomo](https://www.anchorterminal.com/compare/del-vs-tomo.md)\n- [HireAlpha vs Tomo](https://www.anchorterminal.com/compare/hirealpha-vs-tomo.md)\n- [OpenInstinct vs Tomo](https://www.anchorterminal.com/compare/openinstinct-vs-tomo.md)\n- [Orbits vs Tomo](https://www.anchorterminal.com/compare/orbits-vs-tomo.md)\n- [Orchid vs Tomo](https://www.anchorterminal.com/compare/orchid-ai-vs-tomo.md)\n- [PicoClaw vs Tomo](https://www.anchorterminal.com/compare/picoclaw-vs-tomo.md)\n- [szn vs Tomo](https://www.anchorterminal.com/compare/szn-vs-tomo.md)\n- [Tab vs Tomo](https://www.anchorterminal.com/compare/tab-bot-vs-tomo.md)\n- [Tasker AI vs Tomo](https://www.anchorterminal.com/compare/tasker-ai-vs-tomo.md)\n- [Atticus vs DeepTutor](https://www.anchorterminal.com/compare/atticus-vs-deeptutor.md)\n- [Atticus vs Tomo](https://www.anchorterminal.com/compare/atticus-vs-tomo.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 Lobby](https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os.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 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 Tomo](https://www.anchorterminal.com/compare/hark-pro-vs-tomo.md)\n- [LearnHarness vs Tomo](https://www.anchorterminal.com/compare/learnharness-vs-tomo.md)\n- [Talorys vs Tomo](https://www.anchorterminal.com/compare/talorys-vs-tomo.md)\n- [Caddy vs Tomo](https://www.anchorterminal.com/compare/caddy-app-vs-tomo.md)\n- [Claude Duet vs Tomo](https://www.anchorterminal.com/compare/claude-duet-vs-tomo.md)\n- [CowAgent vs Tomo](https://www.anchorterminal.com/compare/cowagent-vs-tomo.md)\n- [folk vs Tomo](https://www.anchorterminal.com/compare/folk-nozomio-vs-tomo.md)\n- [GAIA vs Tomo](https://www.anchorterminal.com/compare/gaia-vs-tomo.md)\n- [Gemini Spark vs Tomo](https://www.anchorterminal.com/compare/gemini-spark-vs-tomo.md)\n- [Grok Bot vs Tomo](https://www.anchorterminal.com/compare/grok-bot-vs-tomo.md)\n- [Haven vs Tomo](https://www.anchorterminal.com/compare/haven-vs-tomo.md)\n- [Hermes Agent vs Tomo](https://www.anchorterminal.com/compare/hermes-agent-vs-tomo.md)\n- [Instinct vs Tomo](https://www.anchorterminal.com/compare/instinct-vs-tomo.md)\n- [IronClaw vs Tomo](https://www.anchorterminal.com/compare/ironclaw-vs-tomo.md)\n- [Leon vs Tomo](https://www.anchorterminal.com/compare/leon-vs-tomo.md)\n- [Lindy vs Tomo](https://www.anchorterminal.com/compare/lindy-vs-tomo.md)\n- [Lobby vs Tomo](https://www.anchorterminal.com/compare/lobby-os-vs-tomo.md)\n- [nanobot vs Tomo](https://www.anchorterminal.com/compare/nanobot-vs-tomo.md)\n- [NanoClaw vs Tomo](https://www.anchorterminal.com/compare/nanoclaw-vs-tomo.md)\n- [Natura tinyNature vs Tomo](https://www.anchorterminal.com/compare/natura-vs-tomo.md)\n- [Dots vs Tomo](https://www.anchorterminal.com/compare/openai-dots-vs-tomo.md)\n- [OpenClaw vs Tomo](https://www.anchorterminal.com/compare/openclaw-vs-tomo.md)\n- [OpenDuet vs Tomo](https://www.anchorterminal.com/compare/openduet-vs-tomo.md)\n- [Pally vs Tomo](https://www.anchorterminal.com/compare/pally-vs-tomo.md)\n- [Poke vs Tomo](https://www.anchorterminal.com/compare/poke-vs-tomo.md)\n- [QwenPaw vs Tomo](https://www.anchorterminal.com/compare/qwenpaw-vs-tomo.md)\n- [Tomo vs Town](https://www.anchorterminal.com/compare/tomo-vs-town.md)\n- [Tomo vs Wajo (Fo)](https://www.anchorterminal.com/compare/tomo-vs-wajo.md)\n- [Tomo vs Zapia](https://www.anchorterminal.com/compare/tomo-vs-zapia.md)\n- [Tomo vs ZeroClaw](https://www.anchorterminal.com/compare/tomo-vs-zeroclaw.md)\n- [Tomo vs Zo Computer](https://www.anchorterminal.com/compare/tomo-vs-zo-computer.md)\n- [AI Job Search vs DeepTutor](https://www.anchorterminal.com/compare/ai-job-search-vs-deeptutor.md)\n\n## Disclosure\n\n- Tomo competes with LocalGhost, which Anchor Terminal's founder builds. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-31", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.7", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "DeepTutor vs Tomo", "url": "" } ], "description": "DeepTutor scores 62.7 (B) to Tomo's 13.2 (F) for assistants that remember you. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "DeepTutor B 62.7", "Tomo F 13.2", "scores" ], "h1": "DeepTutor vs Tomo", "image": "https://www.anchorterminal.com/assets/og/compare-deeptutor-vs-tomo.png", "path": "/compare/deeptutor-vs-tomo", "published": "2026-10-01", "section": "tools", "title": "DeepTutor vs Tomo for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-30", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-tomo" }, "tokens": { "markdown": 3750, "slim": 680 }, "version": 1 }