{ "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 Talorys's 29.4 (F), and leads in 5 of 7 scored categories. Talorys leads on transparency \u0026 trust.", "b": { "slug": "talorys", "name": "Talorys", "vendor": "Roc Yu (rociiu) and contributors", "vendorUrl": "https://github.com/rociiu/talorys", "kind": "platform", "category": "personal-assistants", "summary": "Talorys is an open-source, single-user personal AI assistant that its owner deploys into their own Cloudflare account with one command. It chats, keeps editable memories, and manages tasks, notes, projects, reminders and scheduled routines.", "url": "https://www.anchorterminal.com/tools/talorys", "markdownUrl": "https://www.anchorterminal.com/tools/talorys.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/talorys.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/talorys.json", "repo": "https://github.com/rociiu/talorys", "license": "MIT (Copyright 2026 The Talorys contributors). It runs on the owner's Cloudflare account under Cloudflare's own terms.", "transports": [], "packages": [ { "registry": "npm", "name": "create-talorys" } ], "auth": "mixed", "authNotes": "The installer signs in to Cloudflare through Wrangler's OAuth flow, or uses an API token with Workers Scripts, Pages, Workers AI and Account Settings permissions. The owner password is hashed locally with PBKDF2-SHA256 and stored as a Worker secret. The web app uses an HttpOnly session cookie, and every non-GET request needs an x-talorys-request header and a same-origin Origin (https://github.com/rociiu/talorys/blob/main/docs/security.md). There is no API key, MCP server or signup.", "pricing": "free", "pricingNotes": "Free and MIT-licensed, designed to fit the Cloudflare Workers Free plan, including a daily Workers AI allocation. On a paid Cloudflare plan, use beyond the included amounts is billed by Cloudflare (https://github.com/rociiu/talorys#7-what-is-free-and-what-may-cost-money).", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No payment protocol. Talorys has no billing of its own, checked 12 October 2026.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": 978, "pypiWeekly": null, "asOf": "2026-10-12" }, "docsUrl": "https://github.com/rociiu/talorys/tree/main/docs", "capabilities": [ "assistant.memory", "assistant.self-hosted", "memory.user", "memory.search", "tasks.create", "tasks.update", "notify.in-app" ], "tags": [ "open-source", "self-hosted", "free", "typescript", "cloudflare" ], "lastRelease": "2026-10-12", "graded": true, "disclosure": "Talorys 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": 29.4, "grade": "F", "agentReady": false, "rank": 1166, "ranked": true, "rankOf": 1239, "categoryRank": 27, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 0, "maintenance": 83, "payments": 60, "reliability": 41, "schema": 0, "security": 8, "transparency": 58 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": 0, "verdict": "Talorys is an MIT-licensed assistant its owner deploys to their own Cloudflare account, with no telemetry, a documented threat model and code-enforced confirmation for destructive tools. It is two days old at version 0.1.5, has no mail, calendar or payment connections, and no interface for an outside agent.", "bestFor": "A single person who wants a private assistant for memory, tasks, notes and reminders on their own Cloudflare account.", "disclosure": "Talorys 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": [ "MIT licence, and no telemetry, analytics or tracking, stated in the README and confirmed in the code.", "Destructive tools need confirmation in the owner's latest message, enforced in code, and scheduled runs get read-only tools.", "SECURITY.md with private reporting, a 3-business-day acknowledgement target and a threat model.", "Designed to fit Cloudflare's Workers Free plan, with nothing to buy from Talorys." ], "weaknesses": [ "No API key, MCP server or A2A endpoint, and the /api routes need the owner's browser session.", "First released on 10 October 2026 and still pre-1.0 at 0.1.5.", "No changelog or breaking-change notes.", "No mail, calendar, booking, payment or messaging connections in the code." ], "agentNotes": [ "Run `npx create-talorys@latest` with Node.js 22 or later and a Cloudflare login or an API token with Workers, Pages and Workers AI permissions.", "Don't script the /api routes. They need the owner's session cookie and CSRF header and aren't documented for other callers.", "Update with `npx create-talorys@latest update`. Only the latest version gets security fixes." ], "metrics": { "kind": "local", "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": 29.4 } ], "editorialScores": { "ergonomics": 0, "maintenance": 83, "payments": 60, "reliability": 41, "schema": 0, "security": 8, "transparency": 77 }, "provenanceScore": 39, "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": "2026-10-27", "oldest": "2026-10-12", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "npx create-talorys@latest # Node.js 22+, signs in to Cloudflare and deploys into your account" }, "letme": { "capability": "https://letme.dev/assistant.memory", "tool": "https://letme.dev/talorys" }, "sameCompany": [ "github-mcp-server", "github-copilot-cli", "ai-job-search", "kronos" ], "area": "frameworks", "provenance": { "legalEntity": "", "domain": "github.com", "domainRegistered": "", "endpointOnVendorDomain": null, "terms": "", "privacy": "", "statusPage": "", "changelog": "https://github.com/rociiu/talorys/commits/main", "securityTxt": "none", "checked": "2026-10-12", "notes": [ "No company, terms of service or privacy policy. The MIT licence names The Talorys contributors, and Cloudflare's terms and privacy policy cover the hosting.", "Security reports go through GitHub private vulnerability reporting per SECURITY.md. There is no security.txt.", "There is no hosted endpoint. Each install answers on the owner's own pages.dev address.", "GitHub star count was not checked because the GitHub API was not available to us." ], "score": 39 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/talorys.json", "live": { "slug": "talorys", "versions": [ { "registry": "github", "name": "rociiu/talorys", "version": "create-talorys@0.1.7", "released": "2026-10-19", "seenAt": "2026-10-30T14:49:03.780658986Z" }, { "registry": "npm", "name": "create-talorys", "version": "0.1.7", "seenAt": "2026-10-30T14:49:03.326120994Z" } ], "githubStars": 1419, "npmWeekly": 190, "securityTxt": { "url": "https://github.com/.well-known/security.txt", "state": "valid", "expires": "2026-11-29T15:37:40z", "checkedAt": "2026-10-30T15:37:39.890377493Z" }, "domain": { "domain": "github.com", "registered": "2007-10-09", "source": "https://rdap.verisign.com/com/v1/domain/github.com", "checkedAt": "2026-10-25T13:59:27.027682076Z" }, "github": { "repo": "rociiu/talorys", "checkedAt": "2026-10-26T08:01:46.439707119Z", "stars": 1386, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-26T00:23:35Z", "openIssues": 5, "openPRs": 3, "issuesOpened90d": 12, "issuesClosed90d": 7, "prsMerged90d": 82, "ci": { "branch": "main", "runs": 50, "success": 49, "failure": 1, "other": 0, "latest": "success", "latestAt": "2026-10-26T00:29:17Z" }, "replies": { "sampled": 11, "unanswered": 2, "medianDays": 0.6 } }, "updatedAt": "2026-10-30T15:37:39.890377493Z" } }, "facts": [ { "a": "Agent harness", "b": "Platform", "name": "Kind" }, { "a": "HKUDS", "b": "Roc Yu (rociiu) and contributors", "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": "Free", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Apache-2.0", "b": "MIT (Copyright 2026 The Talorys contributors). It runs on the owner's Cloudflare account under Cloudflare's own terms.", "name": "Licence" }, { "a": "no", "b": "yes", "name": "Read-only variant documented" }, { "a": "no", "b": "no", "name": "llms.txt" }, { "a": "2026-10-28", "b": "2026-10-12", "name": "Last release" }, { "a": "no document linked", "b": "no document linked", "name": "Terms last updated" }, { "a": "no document linked", "b": "no document linked", "name": "Privacy policy last updated" }, { "a": "", "b": "", "name": "Customer content may train models" }, { "a": "", "b": "", "name": "Terms restrict automated access" }, { "a": "", "b": "", "name": "Terms restrict benchmarking" }, { "a": "", "b": "", "name": "Terms or service can change without notice" }, { "a": "", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "51k stars", "b": "978 npm/wk", "name": "Popularity" }, { "a": "none", "b": "2/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "DeepTutor scores 62.7 (B) on agent readiness against Talorys's 29.4 (F), and leads in 5 of 7 scored categories. Talorys leads on transparency \u0026 trust.", "question": "Which is better for AI agents, DeepTutor or Talorys?" }, { "answer": "Yes. DeepTutor is open source (Apache-2.0). Talorys is open source (MIT (Copyright 2026 The Talorys contributors). It runs on the owner's Cloudflare account under Cloudflare's own terms.).", "question": "Are DeepTutor and Talorys open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 78 against 41", "Schema \u0026 documentation, 71 against 0", "Agent ergonomics, 63 against 0", "Security \u0026 auth, 51 against 8" ], "also": [ "No key needed to call it", "Free to start without a card" ], "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": [ "Transparency \u0026 trust, 58 against 52" ], "also": [ "No incidents deducted, where DeepTutor loses 3 points for them" ], "goodFor": "A single person who wants a private assistant for memory, tasks, notes and reminders on their own Cloudflare account.", "slug": "talorys", "watchFor": "No API key, MCP server or A2A endpoint, and the /api routes need the owner's browser session." } ], "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/asaply-vs-talorys.json", "title": "asaply vs Talorys", "url": "https://www.anchorterminal.com/compare/asaply-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-talorys.json", "title": "Asmi vs Talorys", "url": "https://www.anchorterminal.com/compare/asmi-vs-talorys" }, { "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-talorys.json", "title": "Atticus vs Talorys", "url": "https://www.anchorterminal.com/compare/atticus-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-talorys.json", "title": "Boba vs Talorys", "url": "https://www.anchorterminal.com/compare/boba-vs-talorys" }, { "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/boski-vs-talorys.json", "title": "Boski vs Talorys", "url": "https://www.anchorterminal.com/compare/boski-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-talorys.json", "title": "Brea vs Talorys", "url": "https://www.anchorterminal.com/compare/brea-vs-talorys" }, { "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/caddy-app-vs-talorys.json", "title": "Caddy vs Talorys", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-talorys" }, { "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/claude-duet-vs-talorys.json", "title": "Claude Duet vs Talorys", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-talorys" }, { "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/cowagent-vs-talorys.json", "title": "CowAgent vs Talorys", "url": "https://www.anchorterminal.com/compare/cowagent-vs-talorys" }, { "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-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/del-vs-talorys.json", "title": "Del vs Talorys", "url": "https://www.anchorterminal.com/compare/del-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-talorys.json", "title": "folk vs Talorys", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-talorys.json", "title": "GAIA vs Talorys", "url": "https://www.anchorterminal.com/compare/gaia-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-talorys.json", "title": "Gemini Spark vs Talorys", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/grok-bot-vs-talorys.json", "title": "Grok Bot vs Talorys", "url": "https://www.anchorterminal.com/compare/grok-bot-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/hark-pro-vs-talorys.json", "title": "Hark Pro vs Talorys", "url": "https://www.anchorterminal.com/compare/hark-pro-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/haven-vs-talorys.json", "title": "Haven vs Talorys", "url": "https://www.anchorterminal.com/compare/haven-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-talorys.json", "title": "Hermes Agent vs Talorys", "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/hirealpha-vs-talorys.json", "title": "HireAlpha vs Talorys", "url": "https://www.anchorterminal.com/compare/hirealpha-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/instinct-vs-talorys.json", "title": "Instinct vs Talorys", "url": "https://www.anchorterminal.com/compare/instinct-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-talorys.json", "title": "IronClaw vs Talorys", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-talorys.json", "title": "LearnHarness vs Talorys", "url": "https://www.anchorterminal.com/compare/learnharness-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/leon-vs-talorys.json", "title": "Leon vs Talorys", "url": "https://www.anchorterminal.com/compare/leon-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/lindy-vs-talorys.json", "title": "Lindy vs Talorys", "url": "https://www.anchorterminal.com/compare/lindy-vs-talorys" }, { "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/nanobot-vs-talorys.json", "title": "nanobot vs Talorys", "url": "https://www.anchorterminal.com/compare/nanobot-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-talorys.json", "title": "NanoClaw vs Talorys", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/natura-vs-talorys.json", "title": "Natura tinyNature vs Talorys", "url": "https://www.anchorterminal.com/compare/natura-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/openai-dots-vs-talorys.json", "title": "Dots vs Talorys", "url": "https://www.anchorterminal.com/compare/openai-dots-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/openclaw-vs-talorys.json", "title": "OpenClaw vs Talorys", "url": "https://www.anchorterminal.com/compare/openclaw-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/openduet-vs-talorys.json", "title": "OpenDuet vs Talorys", "url": "https://www.anchorterminal.com/compare/openduet-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/openinstinct-vs-talorys.json", "title": "OpenInstinct vs Talorys", "url": "https://www.anchorterminal.com/compare/openinstinct-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/orbits-vs-talorys.json", "title": "Orbits vs Talorys", "url": "https://www.anchorterminal.com/compare/orbits-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/orchid-ai-vs-talorys.json", "title": "Orchid vs Talorys", "url": "https://www.anchorterminal.com/compare/orchid-ai-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-talorys.json", "title": "Pally vs Talorys", "url": "https://www.anchorterminal.com/compare/pally-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/picoclaw-vs-talorys.json", "title": "PicoClaw vs Talorys", "url": "https://www.anchorterminal.com/compare/picoclaw-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/poke-vs-talorys.json", "title": "Poke vs Talorys", "url": "https://www.anchorterminal.com/compare/poke-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/qwenpaw-vs-talorys.json", "title": "QwenPaw vs Talorys", "url": "https://www.anchorterminal.com/compare/qwenpaw-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/szn-vs-talorys.json", "title": "szn vs Talorys", "url": "https://www.anchorterminal.com/compare/szn-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/tab-bot-vs-talorys.json", "title": "Tab vs Talorys", "url": "https://www.anchorterminal.com/compare/tab-bot-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/talorys-vs-tasker-ai.json", "title": "Talorys vs Tasker AI", "url": "https://www.anchorterminal.com/compare/talorys-vs-tasker-ai" }, { "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/talorys-vs-town.json", "title": "Talorys vs Town", "url": "https://www.anchorterminal.com/compare/talorys-vs-town" }, { "json": "https://www.anchorterminal.com/compare/talorys-vs-wajo.json", "title": "Talorys vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/talorys-vs-wajo" }, { "json": "https://www.anchorterminal.com/compare/talorys-vs-zapia.json", "title": "Talorys vs Zapia", "url": "https://www.anchorterminal.com/compare/talorys-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/talorys-vs-zeroclaw.json", "title": "Talorys vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/talorys-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/talorys-vs-zo-computer.json", "title": "Talorys vs Zo Computer", "url": "https://www.anchorterminal.com/compare/talorys-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-talorys.json", "title": "AstrBot vs Talorys", "url": "https://www.anchorterminal.com/compare/astrbot-vs-talorys" }, { "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": 37, "deeptutor": 78, "edge": "deeptutor", "key": "reliability", "name": "Reliability", "talorys": 41, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 71, "deeptutor": 71, "edge": "deeptutor", "key": "schema", "name": "Schema \u0026 documentation", "talorys": 0, "weight": 13 }, { "by": 63, "deeptutor": 63, "edge": "deeptutor", "key": "ergonomics", "name": "Agent ergonomics", "talorys": 0, "weight": 13 }, { "by": 43, "deeptutor": 51, "edge": "deeptutor", "key": "security", "name": "Security \u0026 auth", "talorys": 8, "weight": 14 }, { "by": 0, "deeptutor": 60, "edge": "", "key": "payments", "name": "Payments \u0026 pricing", "talorys": 60, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 1, "deeptutor": 84, "edge": "deeptutor", "key": "maintenance", "name": "Maintenance \u0026 community", "talorys": 83, "weight": 7 }, { "by": 6, "deeptutor": 52, "edge": "talorys", "key": "transparency", "name": "Transparency \u0026 trust", "talorys": 58, "weight": 7 } ], "summary": "DeepTutor scores 62.7 (B) on agent readiness against Talorys's 29.4 (F), and leads in 5 of 7 scored categories. Talorys leads on transparency \u0026 trust. 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.", "talorys": "Talorys is an MIT-licensed assistant its owner deploys to their own Cloudflare account, with no telemetry, a documented threat model and code-enforced confirmation for destructive tools. It is two days old at version 0.1.5, has no mail, calendar or payment connections, and no interface for an outside agent." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/deeptutor-vs-talorys", "json": "https://www.anchorterminal.com/compare/deeptutor-vs-talorys.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/deeptutor-vs-talorys.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/deeptutor-vs-talorys.min.md" }, "markdown": "DeepTutor scores 62.7 (B) on agent readiness against Talorys's 29.4 (F), and leads in 5 of 7 scored categories. Talorys leads on transparency \u0026 trust. 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- Talorys: grade F, 29.4/100, rank #1166 of 1239. Markdown https://www.anchorterminal.com/tools/talorys.md · JSON https://www.anchorterminal.com/api/v1/tools/talorys.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 41\n- Schema \u0026 documentation, 71 against 0\n- Agent ergonomics, 63 against 0\n- Security \u0026 auth, 51 against 8\n\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\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### Talorys (F)\n\nGood for: A single person who wants a private assistant for memory, tasks, notes and reminders on their own Cloudflare account.\n\nAhead on:\n- Transparency \u0026 trust, 58 against 52\n\nAlso in its favour:\n- No incidents deducted, where DeepTutor loses 3 points for them\n\nWatch for: No API key, MCP server or A2A endpoint, and the /api routes need the owner's browser session.\n\n\n## Score by category\n\n| Category | Weight | DeepTutor | Talorys | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 78 | 41 | DeepTutor +37 |\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 | 8 | DeepTutor +43 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 60 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 84 | 83 | DeepTutor +1 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 52 | 58 | Talorys +6 |\n| Negative events | ≤15 | -3 | 0 | |\n| **Total** | | **62.7 · B** | **29.4 · F** | |\n\n## Facts side by side\n\n| Fact | DeepTutor | Talorys |\n| --- | --- | --- |\n| Kind | Agent harness | Platform |\n| Vendor | HKUDS | Roc Yu (rociiu) and contributors |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | None | OAuth or key |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | Apache-2.0 | MIT (Copyright 2026 The Talorys contributors). It runs on the owner's Cloudflare account under Cloudflare's own terms. |\n| Read-only variant documented | no | yes |\n| llms.txt | no | no |\n| Last release | 2026-10-28 | 2026-10-12 |\n| Terms last updated | no document linked | no document linked |\n| Privacy policy last updated | no document linked | no document linked |\n| Customer content may train models | | |\n| Terms restrict automated access | | |\n| Terms restrict benchmarking | | |\n| Terms or service can change without notice | | |\n| Arbitration or class-action waiver | | |\n| Popularity | 51k stars | 978 npm/wk |\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**Talorys.** Talorys is an MIT-licensed assistant its owner deploys to their own Cloudflare account, with no telemetry, a documented threat model and code-enforced confirmation for destructive tools. It is two days old at version 0.1.5, has no mail, calendar or payment connections, and no interface for an outside agent.\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### Talorys\n\n1. Run `npx create-talorys@latest` with Node.js 22 or later and a Cloudflare login or an API token with Workers, Pages and Workers AI permissions.\n2. Don't script the /api routes. They need the owner's session cookie and CSRF header and aren't documented for other callers.\n3. Update with `npx create-talorys@latest update`. Only the latest version gets security fixes.\n\n## Questions\n\n### Which is better for AI agents, DeepTutor or Talorys?\n\nDeepTutor scores 62.7 (B) on agent readiness against Talorys's 29.4 (F), and leads in 5 of 7 scored categories. Talorys leads on transparency \u0026 trust.\n\n### Are DeepTutor and Talorys open source?\n\nYes. DeepTutor is open source (Apache-2.0). Talorys is open source (MIT (Copyright 2026 The Talorys contributors). It runs on the owner's Cloudflare account under Cloudflare's own terms.).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/deeptutor-vs-talorys.json, and with the fewest tokens: https://www.anchorterminal.com/compare/deeptutor-vs-talorys.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"deeptutor\", \"b\": \"talorys\"}`. From a terminal: `anchor compare deeptutor talorys`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/deeptutor.json and https://www.anchorterminal.com/api/v1/tools/talorys.json\n\n## Other comparisons with DeepTutor or Talorys\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- [asaply vs Talorys](https://www.anchorterminal.com/compare/asaply-vs-talorys.md)\n- [Asmi vs Talorys](https://www.anchorterminal.com/compare/asmi-vs-talorys.md)\n- [Atticus vs DeepTutor](https://www.anchorterminal.com/compare/atticus-vs-deeptutor.md)\n- [Atticus vs Talorys](https://www.anchorterminal.com/compare/atticus-vs-talorys.md)\n- [Boba vs Talorys](https://www.anchorterminal.com/compare/boba-vs-talorys.md)\n- [Boski vs DeepTutor](https://www.anchorterminal.com/compare/boski-vs-deeptutor.md)\n- [Boski vs Talorys](https://www.anchorterminal.com/compare/boski-vs-talorys.md)\n- [Brea vs Talorys](https://www.anchorterminal.com/compare/brea-vs-talorys.md)\n- [Caddy vs DeepTutor](https://www.anchorterminal.com/compare/caddy-app-vs-deeptutor.md)\n- [Caddy vs Talorys](https://www.anchorterminal.com/compare/caddy-app-vs-talorys.md)\n- [Claude Duet vs DeepTutor](https://www.anchorterminal.com/compare/claude-duet-vs-deeptutor.md)\n- [Claude Duet vs Talorys](https://www.anchorterminal.com/compare/claude-duet-vs-talorys.md)\n- [CowAgent vs DeepTutor](https://www.anchorterminal.com/compare/cowagent-vs-deeptutor.md)\n- [CowAgent vs Talorys](https://www.anchorterminal.com/compare/cowagent-vs-talorys.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 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- [Del vs Talorys](https://www.anchorterminal.com/compare/del-vs-talorys.md)\n- [folk vs Talorys](https://www.anchorterminal.com/compare/folk-nozomio-vs-talorys.md)\n- [GAIA vs Talorys](https://www.anchorterminal.com/compare/gaia-vs-talorys.md)\n- [Gemini Spark vs Talorys](https://www.anchorterminal.com/compare/gemini-spark-vs-talorys.md)\n- [Grok Bot vs Talorys](https://www.anchorterminal.com/compare/grok-bot-vs-talorys.md)\n- [Hark Pro vs Talorys](https://www.anchorterminal.com/compare/hark-pro-vs-talorys.md)\n- [Haven vs Talorys](https://www.anchorterminal.com/compare/haven-vs-talorys.md)\n- [Hermes Agent vs Talorys](https://www.anchorterminal.com/compare/hermes-agent-vs-talorys.md)\n- [HireAlpha vs Talorys](https://www.anchorterminal.com/compare/hirealpha-vs-talorys.md)\n- [Instinct vs Talorys](https://www.anchorterminal.com/compare/instinct-vs-talorys.md)\n- [IronClaw vs Talorys](https://www.anchorterminal.com/compare/ironclaw-vs-talorys.md)\n- [LearnHarness vs Talorys](https://www.anchorterminal.com/compare/learnharness-vs-talorys.md)\n- [Leon vs Talorys](https://www.anchorterminal.com/compare/leon-vs-talorys.md)\n- [Lindy vs Talorys](https://www.anchorterminal.com/compare/lindy-vs-talorys.md)\n- [Lobby vs Talorys](https://www.anchorterminal.com/compare/lobby-os-vs-talorys.md)\n- [nanobot vs Talorys](https://www.anchorterminal.com/compare/nanobot-vs-talorys.md)\n- [NanoClaw vs Talorys](https://www.anchorterminal.com/compare/nanoclaw-vs-talorys.md)\n- [Natura tinyNature vs Talorys](https://www.anchorterminal.com/compare/natura-vs-talorys.md)\n- [Dots vs Talorys](https://www.anchorterminal.com/compare/openai-dots-vs-talorys.md)\n- [OpenClaw vs Talorys](https://www.anchorterminal.com/compare/openclaw-vs-talorys.md)\n- [OpenDuet vs Talorys](https://www.anchorterminal.com/compare/openduet-vs-talorys.md)\n- [OpenInstinct vs Talorys](https://www.anchorterminal.com/compare/openinstinct-vs-talorys.md)\n- [Orbits vs Talorys](https://www.anchorterminal.com/compare/orbits-vs-talorys.md)\n- [Orchid vs Talorys](https://www.anchorterminal.com/compare/orchid-ai-vs-talorys.md)\n- [Pally vs Talorys](https://www.anchorterminal.com/compare/pally-vs-talorys.md)\n- [PicoClaw vs Talorys](https://www.anchorterminal.com/compare/picoclaw-vs-talorys.md)\n- [Poke vs Talorys](https://www.anchorterminal.com/compare/poke-vs-talorys.md)\n- [QwenPaw vs Talorys](https://www.anchorterminal.com/compare/qwenpaw-vs-talorys.md)\n- [szn vs Talorys](https://www.anchorterminal.com/compare/szn-vs-talorys.md)\n- [Tab vs Talorys](https://www.anchorterminal.com/compare/tab-bot-vs-talorys.md)\n- [Talorys vs Tasker AI](https://www.anchorterminal.com/compare/talorys-vs-tasker-ai.md)\n- [Talorys vs Tomo](https://www.anchorterminal.com/compare/talorys-vs-tomo.md)\n- [Talorys vs Town](https://www.anchorterminal.com/compare/talorys-vs-town.md)\n- [Talorys vs Wajo (Fo)](https://www.anchorterminal.com/compare/talorys-vs-wajo.md)\n- [Talorys vs Zapia](https://www.anchorterminal.com/compare/talorys-vs-zapia.md)\n- [Talorys vs ZeroClaw](https://www.anchorterminal.com/compare/talorys-vs-zeroclaw.md)\n- [Talorys vs Zo Computer](https://www.anchorterminal.com/compare/talorys-vs-zo-computer.md)\n- [AstrBot vs Talorys](https://www.anchorterminal.com/compare/astrbot-vs-talorys.md)\n- [AI Job Search vs DeepTutor](https://www.anchorterminal.com/compare/ai-job-search-vs-deeptutor.md)\n\n## Disclosure\n\n- Talorys 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 Talorys", "url": "" } ], "description": "DeepTutor scores 62.7 (B) to Talorys's 29.4 (F) for assistants that remember you. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "DeepTutor B 62.7", "Talorys F 29.4", "scores" ], "h1": "DeepTutor vs Talorys", "image": "https://www.anchorterminal.com/assets/og/compare-deeptutor-vs-talorys.png", "path": "/compare/deeptutor-vs-talorys", "published": "2026-10-01", "section": "tools", "title": "DeepTutor vs Talorys for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-30", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-talorys" }, "tokens": { "markdown": 3950, "slim": 580 }, "version": 1 }