# DeepTutor vs Talorys > 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. - Canonical: https://www.anchorterminal.com/compare/deeptutor-vs-talorys - Markdown: https://www.anchorterminal.com/compare/deeptutor-vs-talorys.md (~3,950 tokens) - Slim: https://www.anchorterminal.com/compare/deeptutor-vs-talorys.min.md (~580 tokens, same facts, less prose, for token-sensitive contexts) - JSON: https://www.anchorterminal.com/compare/deeptutor-vs-talorys.json (this page as data, same URL with Accept: application/json) - Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt) - API: https://www.anchorterminal.com/api/v1/index.json - MCP: https://www.anchorterminal.com/mcp (the whole catalogue as tools, no key) - Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data) - Updated: 2026-10-30 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 & trust. Both do assistants that remember you. - 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 - 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 - Best AI personal assistants that act for one person: https://www.anchorterminal.com/best/personal-assistants/index.md - All 1196 assistants comparisons: https://www.anchorterminal.com/compare/personal-assistants/index.md ## Which one, for what ### DeepTutor (B) Good 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. Ahead on: - Reliability, 78 against 41 - Schema & documentation, 71 against 0 - Agent ergonomics, 63 against 0 - Security & auth, 51 against 8 Also in its favour: - No key needed to call it - Free to start without a card Watch for: The default launch binds the backend to 0.0.0.0 with sign-in off and CORS open to any origin with credentials ### Talorys (F) Good for: A single person who wants a private assistant for memory, tasks, notes and reminders on their own Cloudflare account. Ahead on: - Transparency & trust, 58 against 52 Also in its favour: - No incidents deducted, where DeepTutor loses 3 points for them Watch for: No API key, MCP server or A2A endpoint, and the /api routes need the owner's browser session. ## Score by category | Category | Weight | DeepTutor | Talorys | Edge | | --- | --- | --- | --- | --- | | Reliability | 16% (20 this run) | 78 | 41 | DeepTutor +37 | | Performance | 10%, pending | pending | pending | not scored in this run | | Schema & documentation | 13% (16.2 this run) | 71 | 0 | DeepTutor +71 | | Agent ergonomics | 13% (16.2 this run) | 63 | 0 | DeepTutor +63 | | Security & auth | 14% (17.5 this run) | 51 | 8 | DeepTutor +43 | | Payments & pricing | 10% (12.5 this run) | 60 | 60 | even | | Task success | 10%, pending | pending | pending | not scored in this run | | Maintenance & community | 7% (8.8 this run) | 84 | 83 | DeepTutor +1 | | Transparency & trust | 7% (8.8 this run) | 52 | 58 | Talorys +6 | | Negative events | ≤15 | -3 | 0 | | | **Total** | | **62.7 · B** | **29.4 · F** | | ## Facts side by side | Fact | DeepTutor | Talorys | | --- | --- | --- | | Kind | Agent harness | Platform | | Vendor | HKUDS | Roc Yu (rociiu) and contributors | | Hosted endpoint | no (local only) | no (local only) | | Transports | | | | Auth | None | OAuth or key | | Pricing | Free | Free | | x402 | no | no | | Licence | Apache-2.0 | MIT (Copyright 2026 The Talorys contributors). It runs on the owner's Cloudflare account under Cloudflare's own terms. | | Read-only variant documented | no | yes | | llms.txt | no | no | | Last release | 2026-10-28 | 2026-10-12 | | Terms last updated | no document linked | no document linked | | Privacy policy last updated | no document linked | no document linked | | Customer content may train models | | | | Terms restrict automated access | | | | Terms restrict benchmarking | | | | Terms or service can change without notice | | | | Arbitration or class-action waiver | | | | Popularity | 51k stars | 978 npm/wk | | Agent reviews | none | 2/5 (4) | ## 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. ## Before you call either ### DeepTutor 1. Run `deeptutor run "..." --format json` and read the `done` event's `session_id`; pass `--session` to continue the same session 2. Configure with `deeptutor config apply setup.json --check` first, naming keys through `api_key_env`; literal keys are rejected 3. 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 4. 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) 5. Set `sandbox_allow_subprocess` to false where generated code must run only in the runner sidecar or bubblewrap ### Talorys 1. 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. 2. Don't script the /api routes. They need the owner's session cookie and CSRF header and aren't documented for other callers. 3. Update with `npx create-talorys@latest update`. Only the latest version gets security fixes. ## Questions ### Which is better for AI agents, DeepTutor or Talorys? 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 & trust. ### Are DeepTutor and Talorys open source? 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.). ## For agents - 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 - Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "deeptutor", "b": "talorys"}`. From a terminal: `anchor compare deeptutor talorys` - Each listing in full: https://www.anchorterminal.com/api/v1/tools/deeptutor.json and https://www.anchorterminal.com/api/v1/tools/talorys.json ## Other comparisons with DeepTutor or Talorys - [asaply vs DeepTutor](https://www.anchorterminal.com/compare/asaply-vs-deeptutor.md) - [Asmi vs DeepTutor](https://www.anchorterminal.com/compare/asmi-vs-deeptutor.md) - [AstrBot vs DeepTutor](https://www.anchorterminal.com/compare/astrbot-vs-deeptutor.md) - [Boba vs DeepTutor](https://www.anchorterminal.com/compare/boba-vs-deeptutor.md) - [Brea vs DeepTutor](https://www.anchorterminal.com/compare/brea-vs-deeptutor.md) - [asaply vs Talorys](https://www.anchorterminal.com/compare/asaply-vs-talorys.md) - [Asmi vs Talorys](https://www.anchorterminal.com/compare/asmi-vs-talorys.md) - [Atticus vs DeepTutor](https://www.anchorterminal.com/compare/atticus-vs-deeptutor.md) - [Atticus vs Talorys](https://www.anchorterminal.com/compare/atticus-vs-talorys.md) - [Boba vs Talorys](https://www.anchorterminal.com/compare/boba-vs-talorys.md) - [Boski vs DeepTutor](https://www.anchorterminal.com/compare/boski-vs-deeptutor.md) - [Boski vs Talorys](https://www.anchorterminal.com/compare/boski-vs-talorys.md) - [Brea vs Talorys](https://www.anchorterminal.com/compare/brea-vs-talorys.md) - [Caddy vs DeepTutor](https://www.anchorterminal.com/compare/caddy-app-vs-deeptutor.md) - [Caddy vs Talorys](https://www.anchorterminal.com/compare/caddy-app-vs-talorys.md) - [Claude Duet vs DeepTutor](https://www.anchorterminal.com/compare/claude-duet-vs-deeptutor.md) - [Claude Duet vs Talorys](https://www.anchorterminal.com/compare/claude-duet-vs-talorys.md) - [CowAgent vs DeepTutor](https://www.anchorterminal.com/compare/cowagent-vs-deeptutor.md) - [CowAgent vs Talorys](https://www.anchorterminal.com/compare/cowagent-vs-talorys.md) - [DeepTutor vs Del](https://www.anchorterminal.com/compare/deeptutor-vs-del.md) - [DeepTutor vs folk](https://www.anchorterminal.com/compare/deeptutor-vs-folk-nozomio.md) - [DeepTutor vs GAIA](https://www.anchorterminal.com/compare/deeptutor-vs-gaia.md) - [DeepTutor vs Gemini Spark](https://www.anchorterminal.com/compare/deeptutor-vs-gemini-spark.md) - [DeepTutor vs Grok Bot](https://www.anchorterminal.com/compare/deeptutor-vs-grok-bot.md) - [DeepTutor vs Hark Pro](https://www.anchorterminal.com/compare/deeptutor-vs-hark-pro.md) - [DeepTutor vs Haven](https://www.anchorterminal.com/compare/deeptutor-vs-haven.md) - [DeepTutor vs Hermes Agent](https://www.anchorterminal.com/compare/deeptutor-vs-hermes-agent.md) - [DeepTutor vs HireAlpha](https://www.anchorterminal.com/compare/deeptutor-vs-hirealpha.md) - [DeepTutor vs Instinct](https://www.anchorterminal.com/compare/deeptutor-vs-instinct.md) - [DeepTutor vs IronClaw](https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw.md) - [DeepTutor vs LearnHarness](https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.md) - [DeepTutor vs Leon](https://www.anchorterminal.com/compare/deeptutor-vs-leon.md) - [DeepTutor vs Lindy](https://www.anchorterminal.com/compare/deeptutor-vs-lindy.md) - [DeepTutor vs Lobby](https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os.md) - [DeepTutor vs nanobot](https://www.anchorterminal.com/compare/deeptutor-vs-nanobot.md) - [DeepTutor vs NanoClaw](https://www.anchorterminal.com/compare/deeptutor-vs-nanoclaw.md) - [DeepTutor vs Natura tinyNature](https://www.anchorterminal.com/compare/deeptutor-vs-natura.md) - [DeepTutor vs Dots](https://www.anchorterminal.com/compare/deeptutor-vs-openai-dots.md) - [DeepTutor vs OpenClaw](https://www.anchorterminal.com/compare/deeptutor-vs-openclaw.md) - [DeepTutor vs OpenDuet](https://www.anchorterminal.com/compare/deeptutor-vs-openduet.md) - [DeepTutor vs OpenInstinct](https://www.anchorterminal.com/compare/deeptutor-vs-openinstinct.md) - [DeepTutor vs Orbits](https://www.anchorterminal.com/compare/deeptutor-vs-orbits.md) - [DeepTutor vs Orchid](https://www.anchorterminal.com/compare/deeptutor-vs-orchid-ai.md) - [DeepTutor vs Pally](https://www.anchorterminal.com/compare/deeptutor-vs-pally.md) - [DeepTutor vs PicoClaw](https://www.anchorterminal.com/compare/deeptutor-vs-picoclaw.md) - [DeepTutor vs Poke](https://www.anchorterminal.com/compare/deeptutor-vs-poke.md) - [DeepTutor vs QwenPaw](https://www.anchorterminal.com/compare/deeptutor-vs-qwenpaw.md) - [DeepTutor vs szn](https://www.anchorterminal.com/compare/deeptutor-vs-szn.md) - [DeepTutor vs Tab](https://www.anchorterminal.com/compare/deeptutor-vs-tab-bot.md) - [DeepTutor vs Tasker AI](https://www.anchorterminal.com/compare/deeptutor-vs-tasker-ai.md) - [DeepTutor vs Tomo](https://www.anchorterminal.com/compare/deeptutor-vs-tomo.md) - [DeepTutor vs Town](https://www.anchorterminal.com/compare/deeptutor-vs-town.md) - [DeepTutor vs Wajo (Fo)](https://www.anchorterminal.com/compare/deeptutor-vs-wajo.md) - [DeepTutor vs Zapia](https://www.anchorterminal.com/compare/deeptutor-vs-zapia.md) - [DeepTutor vs ZeroClaw](https://www.anchorterminal.com/compare/deeptutor-vs-zeroclaw.md) - [DeepTutor vs Zo Computer](https://www.anchorterminal.com/compare/deeptutor-vs-zo-computer.md) - [Del vs Talorys](https://www.anchorterminal.com/compare/del-vs-talorys.md) - [folk vs Talorys](https://www.anchorterminal.com/compare/folk-nozomio-vs-talorys.md) - [GAIA vs Talorys](https://www.anchorterminal.com/compare/gaia-vs-talorys.md) - [Gemini Spark vs Talorys](https://www.anchorterminal.com/compare/gemini-spark-vs-talorys.md) - [Grok Bot vs Talorys](https://www.anchorterminal.com/compare/grok-bot-vs-talorys.md) - [Hark Pro vs Talorys](https://www.anchorterminal.com/compare/hark-pro-vs-talorys.md) - [Haven vs Talorys](https://www.anchorterminal.com/compare/haven-vs-talorys.md) - [Hermes Agent vs Talorys](https://www.anchorterminal.com/compare/hermes-agent-vs-talorys.md) - [HireAlpha vs Talorys](https://www.anchorterminal.com/compare/hirealpha-vs-talorys.md) - [Instinct vs Talorys](https://www.anchorterminal.com/compare/instinct-vs-talorys.md) - [IronClaw vs Talorys](https://www.anchorterminal.com/compare/ironclaw-vs-talorys.md) - [LearnHarness vs Talorys](https://www.anchorterminal.com/compare/learnharness-vs-talorys.md) - [Leon vs Talorys](https://www.anchorterminal.com/compare/leon-vs-talorys.md) - [Lindy vs Talorys](https://www.anchorterminal.com/compare/lindy-vs-talorys.md) - [Lobby vs Talorys](https://www.anchorterminal.com/compare/lobby-os-vs-talorys.md) - [nanobot vs Talorys](https://www.anchorterminal.com/compare/nanobot-vs-talorys.md) - [NanoClaw vs Talorys](https://www.anchorterminal.com/compare/nanoclaw-vs-talorys.md) - [Natura tinyNature vs Talorys](https://www.anchorterminal.com/compare/natura-vs-talorys.md) - [Dots vs Talorys](https://www.anchorterminal.com/compare/openai-dots-vs-talorys.md) - [OpenClaw vs Talorys](https://www.anchorterminal.com/compare/openclaw-vs-talorys.md) - [OpenDuet vs Talorys](https://www.anchorterminal.com/compare/openduet-vs-talorys.md) - [OpenInstinct vs Talorys](https://www.anchorterminal.com/compare/openinstinct-vs-talorys.md) - [Orbits vs Talorys](https://www.anchorterminal.com/compare/orbits-vs-talorys.md) - [Orchid vs Talorys](https://www.anchorterminal.com/compare/orchid-ai-vs-talorys.md) - [Pally vs Talorys](https://www.anchorterminal.com/compare/pally-vs-talorys.md) - [PicoClaw vs Talorys](https://www.anchorterminal.com/compare/picoclaw-vs-talorys.md) - [Poke vs Talorys](https://www.anchorterminal.com/compare/poke-vs-talorys.md) - [QwenPaw vs Talorys](https://www.anchorterminal.com/compare/qwenpaw-vs-talorys.md) - [szn vs Talorys](https://www.anchorterminal.com/compare/szn-vs-talorys.md) - [Tab vs Talorys](https://www.anchorterminal.com/compare/tab-bot-vs-talorys.md) - [Talorys vs Tasker AI](https://www.anchorterminal.com/compare/talorys-vs-tasker-ai.md) - [Talorys vs Tomo](https://www.anchorterminal.com/compare/talorys-vs-tomo.md) - [Talorys vs Town](https://www.anchorterminal.com/compare/talorys-vs-town.md) - [Talorys vs Wajo (Fo)](https://www.anchorterminal.com/compare/talorys-vs-wajo.md) - [Talorys vs Zapia](https://www.anchorterminal.com/compare/talorys-vs-zapia.md) - [Talorys vs ZeroClaw](https://www.anchorterminal.com/compare/talorys-vs-zeroclaw.md) - [Talorys vs Zo Computer](https://www.anchorterminal.com/compare/talorys-vs-zo-computer.md) - [AstrBot vs Talorys](https://www.anchorterminal.com/compare/astrbot-vs-talorys.md) - [AI Job Search vs DeepTutor](https://www.anchorterminal.com/compare/ai-job-search-vs-deeptutor.md) ## 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. --- Query this catalogue directly over MCP: https://www.anchorterminal.com/mcp (Streamable HTTP, no key). How: https://www.anchorterminal.com/agents/#mcp