{ "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": "IronClaw scores 66.8 (B) on agent readiness against DeepTutor's 62.7 (B), and leads in 4 of 7 scored categories. DeepTutor leads on reliability and maintenance \u0026 community.", "b": { "slug": "ironclaw", "name": "IronClaw", "vendor": "NEAR AI", "vendorUrl": "https://www.ironclaw.com", "kind": "harness", "category": "personal-assistants", "summary": "IronClaw is an open-source personal AI assistant written in Rust by NEAR AI. The owner runs it as a local service with a web interface, Slack and Telegram channels, Google and GitHub extensions, scheduled automations and persistent memory.", "url": "https://www.anchorterminal.com/tools/ironclaw", "markdownUrl": "https://www.anchorterminal.com/tools/ironclaw.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/ironclaw.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/ironclaw.json", "repo": "https://github.com/nearai/ironclaw", "license": "MIT OR Apache-2.0", "transports": [ "http" ], "packages": [], "auth": "mixed", "authNotes": "`ironclaw onboard` writes a bearer token to `~/.ironclaw/reborn/webui-token` and prints a login link that carries it as a `token` query parameter. The same token authorises the web interface and the Responses API with operator rights. Multi-user deployments can add Google or GitHub single sign-on and per-user API tokens with owner, admin or member roles. Connected accounts use OAuth (Google, Slack), a Telegram pairing code, or keys held in the encrypted secret store. The web interface binds to 127.0.0.1:3000 unless `--host` is changed (https://docs.ironclaw.com/using/webui.md).", "pricing": "freemium", "pricingNotes": "Free to self-host under MIT or Apache-2.0, with model usage billed by whichever provider the owner selects, or nothing with Ollama. NEAR AI sells hosted instances on ironclaw.com as Starter (shown as $5 beside $0 a month, 1 agent, $5 credits), Basic at $20 a month (2 agents, $20 credits) and Pro+ at $200 a month (5 agents, $200 credits). The page does not say whether a card is needed. NEAR AI Cloud inference is priced per million tokens on near.ai/pricing (checked 2026-10-12).", "priceSummary": "$20 / mo", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs or the release notes (checked 2026-10-12).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 12648, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-12" }, "docsUrl": "https://docs.ironclaw.com", "llmsTxt": "https://docs.ironclaw.com/llms.txt", "capabilities": [ "assistant.proactive", "assistant.messaging", "assistant.accounts", "assistant.memory", "assistant.self-hosted", "agent.mcp-client" ], "tags": [ "open-source", "self-hosted", "rust", "wasm", "telegram", "slack", "gmail", "mcp", "hosted-option", "llms-txt" ], "lastRelease": "2026-09-29", "graded": true, "anchor": { "graded": true, "score": 66.8, "grade": "B", "agentReady": false, "rank": 309, "ranked": true, "rankOf": 1239, "categoryRank": 5, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 69, "maintenance": 74, "payments": 60, "reliability": 67, "schema": 74, "security": 66, "transparency": 76 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": -2, "negativeNotes": [ "2026-10-12. The ironclaw.com home page lists Discord and Signal among integrations, while the channel docs for the current release say Discord, Signal, WeChat and WeCom are not part of the 1.0 release, which shipped on 27 July 2026. The docs site also says it documents the latest stable release while its heartbeat, cron, shell and WASM pages name settings absent from the 1.4.1 source. A misleading claim, at the minimum, -2. https://www.ironclaw.com/; https://docs.ironclaw.com/channels/overview.md; https://github.com/nearai/ironclaw/blob/ironclaw-v1.4.1/docs/capabilities/routines/heartbeat.mdx" ], "verdict": "Credentials stay in an encrypted store and are injected at the host boundary, and extensions declare per-tool permissions, network targets and OAuth scopes. The global auto-approve setting defaults to on in the 1.4.1 source, so tools marked ask, such as `gmail.send_message`, run unprompted until the owner turns it off.", "bestFor": "One technical owner who wants a self-hosted assistant over Gmail, Calendar, Slack and Telegram with credentials kept out of the model's reach.", "strengths": [ "Dual MIT or Apache-2.0 licence, with installers for seven targets on GitHub releases and no account needed to run it", "Each extension tool declares a default permission, effects, network targets and OAuth scopes in `manifest.toml`. Gmail reads use `gmail.readonly` and sends use `gmail.send`", "Secrets are encrypted with AES-256-GCM per the README, with the master key in the OS keychain, and are injected into requests outside the sandbox", "No analytics library was found in the 1.4.1 source. Trace Commons is opt-in and has no default endpoint", "Six stable releases between 27 July and 29 September 2026, each with dated notes and upgrade steps" ], "weaknesses": [ "Global auto-approve defaults to on in the 1.4.1 source, so tools marked ask (send, trash, delete) run without a prompt. Only financial, approval and budget effects always ask", "The `main` branch has had no commit since 10 September 2026, and open reports filed since mid-September show no replies. 1,363 issues and 183 pull requests are open", "Docs pages for heartbeat, cron, shell and WASM limits name settings such as `HEARTBEAT_ENABLED` and `ALLOW_LOCAL_TOOLS` that do not appear in the 1.4.1 source", "No SECURITY.md, security.txt or published GitHub advisory was found", "The home page lists Discord and Signal integrations, while the channel docs say both are not part of the 1.0 release" ], "agentNotes": [ "Open Settings and turn off global auto-approve, or set send and delete tools to ask each time, before connecting mail or chat accounts", "Install with the release installer and run `ironclaw onboard`. 1.x does not migrate 0.29 data, so use a fresh home directory", "Call `POST /api/v1/responses` with the bearer token from `~/.ironclaw/reborn/webui-token`. Keep under 30 requests in 60 seconds", "Resolve approval and OAuth gates in the web interface. The Responses API fails the turn instead of surfacing them", "Connect MCP servers over HTTP only. The stdio transport is rejected" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 2.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 66.8 } ], "editorialScores": { "ergonomics": 69, "maintenance": 74, "payments": 60, "reliability": 67, "schema": 74, "security": 66, "transparency": 79 }, "provenanceScore": 73, "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": "2026-10-28", "oldest": "2026-10-12", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "IRONCLAW_RELEASE_TAG=ironclaw-v1.4.1\ncurl --proto '=https' --tlsv1.2 -LsSf \"https://github.com/nearai/ironclaw/releases/download/${IRONCLAW_RELEASE_TAG}/ironclaw-installer.sh\" | sh\nironclaw onboard" }, "letme": { "capability": "https://letme.dev/assistant.proactive", "tool": "https://letme.dev/ironclaw" }, "area": "frameworks", "unitPrices": [ { "item": "Hosted Basic plan (2 agents, $20 credits)", "unit": "month", "usd": 20, "note": "NEAR AI Cloud, per ironclaw.com" }, { "item": "Hosted Pro+ plan (5 agents, $200 credits)", "unit": "month", "usd": 200, "note": "NEAR AI Cloud, per ironclaw.com" } ], "provenance": { "legalEntity": "Jasnah, Inc. d/b/a NEAR AI", "domain": "ironclaw.com", "domainRegistered": "2018-01-04", "endpointOnVendorDomain": null, "terms": "", "privacy": "https://near.ai/privacy-policy", "statusPage": "", "changelog": "https://github.com/nearai/ironclaw/releases", "securityTxt": "none", "checked": "2026-10-12", "notes": [ "The NEAR AI terms of service (updated 24 September 2026) name Jasnah, Inc. d/b/a NEAR AI under Delaware law and cover NEAR AI Cloud and its API. They do not mention IronClaw or agent hosting, so no terms link is set and the MIT or Apache-2.0 licence stands in for the self-hosted software.", "The privacy policy (updated 4 September 2026) lists ironclaw.com, agent.near.ai, the IronClaw framework and IronHub among what it covers.", "The ironclaw.com home page says Built by Near Foundation and its footer says by NEAR AI.", "security.txt answered 404 on www.ironclaw.com, docs.ironclaw.com and near.ai.", "RDAP for ironclaw.com gives a registration date of 2018-01-04 and Cloudflare, Inc. as registrar, last changed 2026-04-20.", "A self-hosted instance answers on its owner's own host. Hosted instances answer at \u003cinstance-id\u003e.agents.near.ai per the quickstart." ], "score": 73 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/ironclaw.json", "live": { "slug": "ironclaw", "versions": [ { "registry": "github", "name": "nearai/ironclaw", "version": "ironclaw-v1.4.1", "released": "2026-09-29", "seenAt": "2026-10-30T14:20:35.313337198Z" } ], "githubStars": 12695, "securityTxt": { "url": "https://ironclaw.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-30T15:37:59.632400146Z" }, "llmsTxt": { "url": "https://docs.ironclaw.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-30T15:07:44.858680057Z" }, "domain": { "domain": "ironclaw.com", "registered": "2018-01-04", "source": "https://rdap.verisign.com/com/v1/domain/ironclaw.com", "checkedAt": "2026-10-25T13:51:09.648390688Z" }, "pages": [ { "url": "https://near.ai/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-30T05:44:20.897915467Z", "changedAt": "2026-10-30T05:44:20.897915467Z", "fingerprint": "aadd0446f426" } ], "github": { "repo": "nearai/ironclaw", "checkedAt": "2026-10-26T07:49:19.860014353Z", "stars": 12676, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-25T20:49:55Z", "openIssues": 1369, "openPRs": 196, "issuesOpened90d": 585, "issuesClosed90d": 416, "prsMerged90d": 525, "ci": { "branch": "main", "runs": 50, "success": 28, "failure": 15, "other": 7, "latest": "failure", "latestAt": "2026-09-05T01:40:20Z" }, "replies": { "sampled": 25, "unanswered": 25 } }, "updatedAt": "2026-10-30T15:37:59.632400146Z" } }, "facts": [ { "a": "Agent harness", "b": "Agent harness", "name": "Kind" }, { "a": "HKUDS", "b": "NEAR AI", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "HTTP", "name": "Transports" }, { "a": "None", "b": "OAuth or key", "name": "Auth" }, { "a": "Free", "b": "Freemium", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Apache-2.0", "b": "MIT OR Apache-2.0", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-28", "b": "2026-09-29", "name": "Last release" }, { "a": "no document linked", "b": "no document linked", "name": "Terms last updated" }, { "a": "no document linked", "b": "no date given", "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": "13k stars", "name": "Popularity" }, { "a": "none", "b": "2.5/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "IronClaw scores 66.8 (B) on agent readiness against DeepTutor's 62.7 (B), and leads in 4 of 7 scored categories. DeepTutor leads on reliability and maintenance \u0026 community.", "question": "Which is better for AI agents, DeepTutor or IronClaw?" }, { "answer": "Yes. DeepTutor is open source (Apache-2.0). IronClaw is open source (MIT OR Apache-2.0).", "question": "Are DeepTutor and IronClaw open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 78 against 67", "Maintenance \u0026 community, 84 against 74" ], "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": [ "Agent ergonomics, 69 against 63", "Security \u0026 auth, 66 against 51", "Transparency \u0026 trust, 76 against 52" ], "also": null, "goodFor": "One technical owner who wants a self-hosted assistant over Gmail, Calendar, Slack and Telegram with credentials kept out of the model's reach.", "slug": "ironclaw", "watchFor": "Global auto-approve defaults to on in the 1.4.1 source, so tools marked ask (send, trash, delete) run without a prompt. Only financial, approval and budget effects always ask" } ], "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-ironclaw.json", "title": "asaply vs IronClaw", "url": "https://www.anchorterminal.com/compare/asaply-vs-ironclaw" }, { "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-ironclaw.json", "title": "Asmi vs IronClaw", "url": "https://www.anchorterminal.com/compare/asmi-vs-ironclaw" }, { "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/boba-vs-ironclaw.json", "title": "Boba vs IronClaw", "url": "https://www.anchorterminal.com/compare/boba-vs-ironclaw" }, { "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-ironclaw.json", "title": "Brea vs IronClaw", "url": "https://www.anchorterminal.com/compare/brea-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/del-vs-ironclaw.json", "title": "Del vs IronClaw", "url": "https://www.anchorterminal.com/compare/del-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/hirealpha-vs-ironclaw.json", "title": "HireAlpha vs IronClaw", "url": "https://www.anchorterminal.com/compare/hirealpha-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-openinstinct.json", "title": "IronClaw vs OpenInstinct", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-openinstinct" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-orbits.json", "title": "IronClaw vs Orbits", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-orbits" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-orchid-ai.json", "title": "IronClaw vs Orchid", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-orchid-ai" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-szn.json", "title": "IronClaw vs szn", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-szn" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-tab-bot.json", "title": "IronClaw vs Tab", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-zapia.json", "title": "IronClaw vs Zapia", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-ironclaw.json", "title": "AstrBot vs IronClaw", "url": "https://www.anchorterminal.com/compare/astrbot-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-ironclaw.json", "title": "Boski vs IronClaw", "url": "https://www.anchorterminal.com/compare/boski-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-ironclaw.json", "title": "Caddy vs IronClaw", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-ironclaw.json", "title": "Claude Duet vs IronClaw", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-ironclaw.json", "title": "CowAgent vs IronClaw", "url": "https://www.anchorterminal.com/compare/cowagent-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-ironclaw.json", "title": "folk vs IronClaw", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-ironclaw.json", "title": "GAIA vs IronClaw", "url": "https://www.anchorterminal.com/compare/gaia-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-ironclaw.json", "title": "Gemini Spark vs IronClaw", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/grok-bot-vs-ironclaw.json", "title": "Grok Bot vs IronClaw", "url": "https://www.anchorterminal.com/compare/grok-bot-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/haven-vs-ironclaw.json", "title": "Haven vs IronClaw", "url": "https://www.anchorterminal.com/compare/haven-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-ironclaw.json", "title": "Hermes Agent vs IronClaw", "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/instinct-vs-ironclaw.json", "title": "Instinct vs IronClaw", "url": "https://www.anchorterminal.com/compare/instinct-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-leon.json", "title": "IronClaw vs Leon", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-leon" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-lindy.json", "title": "IronClaw vs Lindy", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-lindy" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-lobby-os.json", "title": "IronClaw vs Lobby", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-nanobot.json", "title": "IronClaw vs nanobot", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-nanobot" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-nanoclaw.json", "title": "IronClaw vs NanoClaw", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-openai-dots.json", "title": "IronClaw vs Dots", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-openai-dots" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-openclaw.json", "title": "IronClaw vs OpenClaw", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-openclaw" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-openduet.json", "title": "IronClaw vs OpenDuet", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-openduet" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-picoclaw.json", "title": "IronClaw vs PicoClaw", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-poke.json", "title": "IronClaw vs Poke", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-qwenpaw.json", "title": "IronClaw vs QwenPaw", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-tasker-ai.json", "title": "IronClaw vs Tasker AI", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-tasker-ai" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-town.json", "title": "IronClaw vs Town", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-town" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-zeroclaw.json", "title": "IronClaw vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-zo-computer.json", "title": "IronClaw vs Zo Computer", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-zo-computer" }, { "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-ironclaw.json", "title": "Atticus vs IronClaw", "url": "https://www.anchorterminal.com/compare/atticus-vs-ironclaw" }, { "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-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-tomo.json", "title": "DeepTutor vs Tomo", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-town.json", "title": "DeepTutor vs Town", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-town" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-wajo.json", "title": "DeepTutor vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-wajo" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-zapia.json", "title": "DeepTutor vs Zapia", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-zeroclaw.json", "title": "DeepTutor vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-zo-computer.json", "title": "DeepTutor vs Zo Computer", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/hark-pro-vs-ironclaw.json", "title": "Hark Pro vs IronClaw", "url": "https://www.anchorterminal.com/compare/hark-pro-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.json", "title": "IronClaw vs LearnHarness", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-learnharness" }, { "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/ironclaw-vs-natura.json", "title": "IronClaw vs Natura tinyNature", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-natura" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-pally.json", "title": "IronClaw vs Pally", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-pally" }, { "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/ironclaw-vs-wajo.json", "title": "IronClaw vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-wajo" }, { "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": 11, "deeptutor": 78, "edge": "deeptutor", "ironclaw": 67, "key": "reliability", "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 3, "deeptutor": 71, "edge": "ironclaw", "ironclaw": 74, "key": "schema", "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 6, "deeptutor": 63, "edge": "ironclaw", "ironclaw": 69, "key": "ergonomics", "name": "Agent ergonomics", "weight": 13 }, { "by": 15, "deeptutor": 51, "edge": "ironclaw", "ironclaw": 66, "key": "security", "name": "Security \u0026 auth", "weight": 14 }, { "by": 0, "deeptutor": 60, "edge": "", "ironclaw": 60, "key": "payments", "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 10, "deeptutor": 84, "edge": "deeptutor", "ironclaw": 74, "key": "maintenance", "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 24, "deeptutor": 52, "edge": "ironclaw", "ironclaw": 76, "key": "transparency", "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "IronClaw scores 66.8 (B) on agent readiness against DeepTutor's 62.7 (B), and leads in 4 of 7 scored categories. DeepTutor leads on reliability and maintenance \u0026 community. 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.", "ironclaw": "Credentials stay in an encrypted store and are injected at the host boundary, and extensions declare per-tool permissions, network targets and OAuth scopes. The global auto-approve setting defaults to on in the 1.4.1 source, so tools marked ask, such as `gmail.send_message`, run unprompted until the owner turns it off." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw", "json": "https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw.min.md" }, "markdown": "IronClaw scores 66.8 (B) on agent readiness against DeepTutor's 62.7 (B), and leads in 4 of 7 scored categories. DeepTutor leads on reliability and maintenance \u0026 community. 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- IronClaw: grade B, 66.8/100, rank #309 of 1239. Markdown https://www.anchorterminal.com/tools/ironclaw.md · JSON https://www.anchorterminal.com/api/v1/tools/ironclaw.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 67\n- Maintenance \u0026 community, 84 against 74\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### IronClaw (B)\n\nGood for: One technical owner who wants a self-hosted assistant over Gmail, Calendar, Slack and Telegram with credentials kept out of the model's reach.\n\nAhead on:\n- Agent ergonomics, 69 against 63\n- Security \u0026 auth, 66 against 51\n- Transparency \u0026 trust, 76 against 52\n\nWatch for: Global auto-approve defaults to on in the 1.4.1 source, so tools marked ask (send, trash, delete) run without a prompt. Only financial, approval and budget effects always ask\n\n\n## Score by category\n\n| Category | Weight | DeepTutor | IronClaw | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 78 | 67 | DeepTutor +11 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 71 | 74 | IronClaw +3 |\n| Agent ergonomics | 13% (16.2 this run) | 63 | 69 | IronClaw +6 |\n| Security \u0026 auth | 14% (17.5 this run) | 51 | 66 | IronClaw +15 |\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 | 74 | DeepTutor +10 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 52 | 76 | IronClaw +24 |\n| Negative events | ≤15 | -3 | -2 | |\n| **Total** | | **62.7 · B** | **66.8 · B** | |\n\n## Facts side by side\n\n| Fact | DeepTutor | IronClaw |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | HKUDS | NEAR AI |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | HTTP |\n| Auth | None | OAuth or key |\n| Pricing | Free | Freemium |\n| x402 | no | no |\n| Licence | Apache-2.0 | MIT OR Apache-2.0 |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-10-28 | 2026-09-29 |\n| Terms last updated | no document linked | no document linked |\n| Privacy policy last updated | no document linked | no date given |\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 | 13k stars |\n| Agent reviews | none | 2.5/5 (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**IronClaw.** Credentials stay in an encrypted store and are injected at the host boundary, and extensions declare per-tool permissions, network targets and OAuth scopes. The global auto-approve setting defaults to on in the 1.4.1 source, so tools marked ask, such as `gmail.send_message`, run unprompted until the owner turns it off.\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### IronClaw\n\n1. Open Settings and turn off global auto-approve, or set send and delete tools to ask each time, before connecting mail or chat accounts\n2. Install with the release installer and run `ironclaw onboard`. 1.x does not migrate 0.29 data, so use a fresh home directory\n3. Call `POST /api/v1/responses` with the bearer token from `~/.ironclaw/reborn/webui-token`. Keep under 30 requests in 60 seconds\n4. Resolve approval and OAuth gates in the web interface. The Responses API fails the turn instead of surfacing them\n5. Connect MCP servers over HTTP only. The stdio transport is rejected\n\n## Questions\n\n### Which is better for AI agents, DeepTutor or IronClaw?\n\nIronClaw scores 66.8 (B) on agent readiness against DeepTutor's 62.7 (B), and leads in 4 of 7 scored categories. DeepTutor leads on reliability and maintenance \u0026 community.\n\n### Are DeepTutor and IronClaw open source?\n\nYes. DeepTutor is open source (Apache-2.0). IronClaw is open source (MIT OR Apache-2.0).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw.json, and with the fewest tokens: https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"deeptutor\", \"b\": \"ironclaw\"}`. From a terminal: `anchor compare deeptutor ironclaw`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/deeptutor.json and https://www.anchorterminal.com/api/v1/tools/ironclaw.json\n\n## Other comparisons with DeepTutor or IronClaw\n\n- [asaply vs DeepTutor](https://www.anchorterminal.com/compare/asaply-vs-deeptutor.md)\n- [asaply vs IronClaw](https://www.anchorterminal.com/compare/asaply-vs-ironclaw.md)\n- [Asmi vs DeepTutor](https://www.anchorterminal.com/compare/asmi-vs-deeptutor.md)\n- [Asmi vs IronClaw](https://www.anchorterminal.com/compare/asmi-vs-ironclaw.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- [Boba vs IronClaw](https://www.anchorterminal.com/compare/boba-vs-ironclaw.md)\n- [Brea vs DeepTutor](https://www.anchorterminal.com/compare/brea-vs-deeptutor.md)\n- [Brea vs IronClaw](https://www.anchorterminal.com/compare/brea-vs-ironclaw.md)\n- [Del vs IronClaw](https://www.anchorterminal.com/compare/del-vs-ironclaw.md)\n- [HireAlpha vs IronClaw](https://www.anchorterminal.com/compare/hirealpha-vs-ironclaw.md)\n- [IronClaw vs OpenInstinct](https://www.anchorterminal.com/compare/ironclaw-vs-openinstinct.md)\n- [IronClaw vs Orbits](https://www.anchorterminal.com/compare/ironclaw-vs-orbits.md)\n- [IronClaw vs Orchid](https://www.anchorterminal.com/compare/ironclaw-vs-orchid-ai.md)\n- [IronClaw vs szn](https://www.anchorterminal.com/compare/ironclaw-vs-szn.md)\n- [IronClaw vs Tab](https://www.anchorterminal.com/compare/ironclaw-vs-tab-bot.md)\n- [IronClaw vs Zapia](https://www.anchorterminal.com/compare/ironclaw-vs-zapia.md)\n- [AstrBot vs IronClaw](https://www.anchorterminal.com/compare/astrbot-vs-ironclaw.md)\n- [Boski vs IronClaw](https://www.anchorterminal.com/compare/boski-vs-ironclaw.md)\n- [Caddy vs IronClaw](https://www.anchorterminal.com/compare/caddy-app-vs-ironclaw.md)\n- [Claude Duet vs IronClaw](https://www.anchorterminal.com/compare/claude-duet-vs-ironclaw.md)\n- [CowAgent vs IronClaw](https://www.anchorterminal.com/compare/cowagent-vs-ironclaw.md)\n- [folk vs IronClaw](https://www.anchorterminal.com/compare/folk-nozomio-vs-ironclaw.md)\n- [GAIA vs IronClaw](https://www.anchorterminal.com/compare/gaia-vs-ironclaw.md)\n- [Gemini Spark vs IronClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-ironclaw.md)\n- [Grok Bot vs IronClaw](https://www.anchorterminal.com/compare/grok-bot-vs-ironclaw.md)\n- [Haven vs IronClaw](https://www.anchorterminal.com/compare/haven-vs-ironclaw.md)\n- [Hermes Agent vs IronClaw](https://www.anchorterminal.com/compare/hermes-agent-vs-ironclaw.md)\n- [Instinct vs IronClaw](https://www.anchorterminal.com/compare/instinct-vs-ironclaw.md)\n- [IronClaw vs Leon](https://www.anchorterminal.com/compare/ironclaw-vs-leon.md)\n- [IronClaw vs Lindy](https://www.anchorterminal.com/compare/ironclaw-vs-lindy.md)\n- [IronClaw vs Lobby](https://www.anchorterminal.com/compare/ironclaw-vs-lobby-os.md)\n- [IronClaw vs nanobot](https://www.anchorterminal.com/compare/ironclaw-vs-nanobot.md)\n- [IronClaw vs NanoClaw](https://www.anchorterminal.com/compare/ironclaw-vs-nanoclaw.md)\n- [IronClaw vs Dots](https://www.anchorterminal.com/compare/ironclaw-vs-openai-dots.md)\n- [IronClaw vs OpenClaw](https://www.anchorterminal.com/compare/ironclaw-vs-openclaw.md)\n- [IronClaw vs OpenDuet](https://www.anchorterminal.com/compare/ironclaw-vs-openduet.md)\n- [IronClaw vs PicoClaw](https://www.anchorterminal.com/compare/ironclaw-vs-picoclaw.md)\n- [IronClaw vs Poke](https://www.anchorterminal.com/compare/ironclaw-vs-poke.md)\n- [IronClaw vs QwenPaw](https://www.anchorterminal.com/compare/ironclaw-vs-qwenpaw.md)\n- [IronClaw vs Tasker AI](https://www.anchorterminal.com/compare/ironclaw-vs-tasker-ai.md)\n- [IronClaw vs Town](https://www.anchorterminal.com/compare/ironclaw-vs-town.md)\n- [IronClaw vs ZeroClaw](https://www.anchorterminal.com/compare/ironclaw-vs-zeroclaw.md)\n- [IronClaw vs Zo Computer](https://www.anchorterminal.com/compare/ironclaw-vs-zo-computer.md)\n- [Atticus vs DeepTutor](https://www.anchorterminal.com/compare/atticus-vs-deeptutor.md)\n- [Atticus vs IronClaw](https://www.anchorterminal.com/compare/atticus-vs-ironclaw.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 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 Tomo](https://www.anchorterminal.com/compare/deeptutor-vs-tomo.md)\n- [DeepTutor vs Town](https://www.anchorterminal.com/compare/deeptutor-vs-town.md)\n- [DeepTutor vs Wajo (Fo)](https://www.anchorterminal.com/compare/deeptutor-vs-wajo.md)\n- [DeepTutor vs Zapia](https://www.anchorterminal.com/compare/deeptutor-vs-zapia.md)\n- [DeepTutor vs ZeroClaw](https://www.anchorterminal.com/compare/deeptutor-vs-zeroclaw.md)\n- [DeepTutor vs Zo Computer](https://www.anchorterminal.com/compare/deeptutor-vs-zo-computer.md)\n- [Hark Pro vs IronClaw](https://www.anchorterminal.com/compare/hark-pro-vs-ironclaw.md)\n- [IronClaw vs LearnHarness](https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.md)\n- [IronClaw vs Talorys](https://www.anchorterminal.com/compare/ironclaw-vs-talorys.md)\n- [IronClaw vs Natura tinyNature](https://www.anchorterminal.com/compare/ironclaw-vs-natura.md)\n- [IronClaw vs Pally](https://www.anchorterminal.com/compare/ironclaw-vs-pally.md)\n- [IronClaw vs Tomo](https://www.anchorterminal.com/compare/ironclaw-vs-tomo.md)\n- [IronClaw vs Wajo (Fo)](https://www.anchorterminal.com/compare/ironclaw-vs-wajo.md)\n- [AI Job Search vs DeepTutor](https://www.anchorterminal.com/compare/ai-job-search-vs-deeptutor.md)\n", "meta": { 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