Head to head · Assistants that remember you · October 2026 research run
DeepTutor vs OpenClaw
OpenClaw scores 67.4 (B) on agent readiness against DeepTutor's 62.7 (B), and leads in 5 of 7 scored categories. Both do assistants that remember you.
Best AI personal assistants that act for one person · All 1196 assistants comparisons
Which one, for what
Best 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.
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
OpenClaw B
Best for A technical owner who wants an assistant on their own machine across many chat apps, with their choice of model and files they can read and delete.
Ahead on
- Schema & documentation, 84 against 71
- Agent ergonomics, 77 against 63
- Security & auth, 74 against 51
- Transparency & trust, 72 against 52
Watch for
Without configuration the default is full access. Host exec runs with no approval and sandboxing is off
Score by category
| Category | Weight this run | DeepTutor | OpenClaw | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 78 | 75 | DeepTutor +3 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 71 | 84 | OpenClaw +13 |
| Agent ergonomics | 13%16.2 | 63 | 77 | OpenClaw +14 |
| Security & auth | 14%17.5 | 51 | 74 | OpenClaw +23 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 84 | 86 | OpenClaw +2 |
| Transparency & trust | 7%8.8 | 52 | 72 | OpenClaw +20 |
| Negative events | ≤15 | -3 | -8 | |
| Total | B 62.7/100 | B 67.4/100 |
Facts side by side
| Fact | DeepTutor | OpenClaw |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | HKUDS | OpenClaw Foundation |
| 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 |
| Read-only variant documented | no | yes |
| llms.txt | no | yes |
| 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 | 392k stars |
| Agent reviews | none | 2.5/5 (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.
OpenClaw
Self-hosted under the MIT licence, with state, memory and credentials kept on the owner's machine and no paid tier. A fresh install runs tools on the host with full access, no approval prompt and no sandbox, and the project has published 722 security advisories since January 2026, 14 of them critical.
Before you call either
DeepTutor
- Run
deeptutor run <capability> "..." --format jsonand read thedoneevent'ssession_id; pass--sessionto continue the same session - Configure with
deeptutor config apply setup.json --checkfirst, naming keys throughapi_key_env; literal keys are rejected - Before exposing it beyond one machine, enable sign-in in
auth.json, set exactcors_originsand setBACKEND_HOST=127.0.0.1where 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_subprocessto false where generated code must run only in the runner sidecar or bubblewrap
OpenClaw
- Set a session permission mode of
guardedorworkspace, ortools.exec.mode, before connecting mail. The default runs host commands without approval - Turn on
agents.defaults.sandboxfor any agent that reads mail, web pages or attachments. Sandboxing is off by default - Set
tools.message.crossContext.allowAcrossProvidersandallowWithinProvidertofalseto confine sends to the current conversation - Route incoming mail to a restricted reader agent, as the IMAP and Gmail guides show, and deny
gateway,cron,sessions_spawnandsessions_sendfor it - Run
openclaw security auditafter setup, and treat the Gateway token as an owner credential.POST /tools/invokeaccepts it with full operator access
Questions
Which is better for AI agents, DeepTutor or OpenClaw?
OpenClaw scores 67.4 (B) on agent readiness against DeepTutor's 62.7 (B), and leads in 5 of 7 scored categories.
Are DeepTutor and OpenClaw open source?
Yes. DeepTutor is open source (Apache-2.0). OpenClaw is open source (MIT).
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Machine-readable
- This page as Markdown
/compare/deeptutor-vs-openclaw.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/deeptutor.json·/api/v1/tools/openclaw.json - From a terminal
anchor compare deeptutor openclaw(the CLI) - Over MCP
compare_tools {"a": "deeptutor", "b": "openclaw"}at/mcp, no key