{ "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 GAIA's 49.7 (D), and leads in 5 of 7 scored categories. GAIA leads on transparency \u0026 trust.", "b": { "slug": "gaia", "name": "GAIA", "vendor": "The Experience Company", "vendorUrl": "https://heygaia.io", "kind": "platform", "category": "personal-assistants", "summary": "GAIA is a personal AI assistant from The Experience Company for email, calendar, todos and scheduled workflows. It runs as a hosted service at heygaia.io with messaging bots, and its source is published for noncommercial self-hosting.", "url": "https://www.anchorterminal.com/tools/gaia", "markdownUrl": "https://www.anchorterminal.com/tools/gaia.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/gaia.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/gaia.json", "repo": "https://github.com/theexperiencecompany/gaia", "license": "PolyForm-Noncommercial-1.0.0", "transports": [], "packages": [ { "registry": "npm", "name": "@heygaia/cli" } ], "auth": "oauth", "authNotes": "People sign in to the hosted app in a browser, and the backend uses WorkOS for sign-in. Integrations connect by OAuth on the provider's consent screen, through Composio for built-in ones, and Gmail asks for the `gmail.modify` scope. Custom MCP servers take no auth, a bearer token or OAuth 2.1 with PKCE and dynamic client registration, with tokens Fernet-encrypted in PostgreSQL. Bot users link a chat identity with `/auth`. No API key for outside callers was found (https://github.com/theexperiencecompany/gaia/blob/master/apps/api/app/config/oauth_config.py; https://docs.heygaia.io/guides/adding-mcp-integrations).", "pricing": "paid", "pricingNotes": "Pro is $30 a month on the pricing page, the only plan shown there, and its FAQ says GAIA is a paid product. The README and docs also describe a Free plan with daily caps and an Enterprise plan by contact, so whether a new account can use the hosted service without paying was not established. Payments run through Dodo Payments. Self-hosting is free for noncommercial use, plus model usage and a WorkOS account (https://heygaia.io/pricing; https://docs.heygaia.io/guides/usage-subscription; checked 2026-10-12).", "priceSummary": "$30 / mo", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs or the backend source (checked 2026-10-12).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 308, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-12" }, "docsUrl": "https://docs.heygaia.io", "llmsTxt": "https://docs.heygaia.io/llms.txt", "capabilities": [ "assistant.proactive", "assistant.messaging", "assistant.accounts", "assistant.memory", "assistant.self-hosted", "agent.mcp-client" ], "tags": [ "hosted", "source-available", "noncommercial-licence", "self-hosted", "messaging", "imessage", "whatsapp", "telegram", "slack", "discord", "gmail", "mcp-client", "status-page", "llms-txt", "approval-off-by-default" ], "lastRelease": "2026-09-14", "graded": true, "anchor": { "graded": true, "score": 49.7, "grade": "D", "agentReady": false, "rank": 954, "ranked": true, "rankOf": 1239, "categoryRank": 14, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 54, "maintenance": 78, "payments": 20, "reliability": 67, "schema": 51, "security": 54, "transparency": 62 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": -5, "negativeNotes": [ "-3. The release notes of 26 August 2026 say GAIA pauses and asks before a tool that deletes, sends or overwrites, the privacy policy (7 August 2026) says destructive actions require explicit approval, and the pricing page says anything outward-facing waits for the owner's OK. The source at `api-v0.24.0` (14 September 2026) and on master sets the default mode to `always_allow`, commented as nothing gated until flipped after launch. Read from source, not from a live account. https://github.com/theexperiencecompany/gaia/blob/master/apps/api/app/models/hil_models.py", "-2. The pricing page FAQ, read on 12 October 2026, says GAIA never shares data with model providers. Section 3.1 of the privacy policy says content, files and data from connected accounts are shared with third-party AI model providers. https://heygaia.io/pricing and https://heygaia.io/privacy" ], "verdict": "GAIA's source is public, so its approval gate, memory store and token handling can be read. Three approval modes and per-tool overrides exist, but the default mode in the source runs every action unasked, which the privacy policy and release notes do not say. Pro costs $30 a month and self-hosting is limited to noncommercial use.", "bestFor": "It suits one person who wants mail triage, meeting briefs, todos and scheduled workflows from one assistant reachable on WhatsApp, Telegram, Slack, Discord or iMessage, and who wants to read the source.", "strengths": [ "The whole product is in a public repository under PolyForm Noncommercial 1.0.0, including the approval gate, memory engine and five messaging bots.", "Approval settings have three modes and per-tool overrides, and adding an MCP server, pairing a device or disconnecting an account asks in every mode.", "Memory is visible in Settings as facts, a journal, four documents and a graph, and each item can be edited or deleted, with a clear-all control.", "A BetterStack status page covers the API, web app and four bots, and lists no incident in the 90 days to 12 October 2026.", "Three sets of tagged releases in the 90 days to 12 October 2026, the latest on 14 September, with 91 commits on master in the last 30 days." ], "weaknesses": [ "The default approval mode in the source is `always_allow`, commented as nothing gated, while the privacy policy and the 26 August release notes say destructive actions wait for approval.", "The pricing page FAQ says data is never shared with model providers. The privacy policy says content, including data from connected accounts, is shared with them.", "The README lists a Free plan at $0 forever, while the pricing page shows only Pro and says GAIA is a paid product.", "Gmail connects with the `gmail.modify` scope, and built-in integrations run through Composio, so a third party holds those OAuth connections.", "No security.txt, bug bounty, certification, subprocessor list or DPA was found, and self-hosting needs a WorkOS account and five data services.", "The Terms of Service forbid automated systems accessing the Service. Recorded as a fact, and it matters before any probe is run." ], "agentNotes": [ "Set Settings \u003e Approvals to Always ask or Auto before connecting mail. The default in the source runs every action, including send and delete, without asking.", "Expect no public API on the hosted service. The backend turns off its OpenAPI document in production, so reach GAIA through its apps, bots or CLI.", "Check the plan before relying on the hosted service. The README and docs describe a Free plan, and the pricing page says GAIA is a paid product.", "For self-hosting, prepare Docker, Node.js 20, a WorkOS account and a model key first, and confirm the use is noncommercial under the licence.", "Add outside tools as MCP servers by URL on the Integrations page. GAIA asks before adding a server in every approval mode." ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "D", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 49.7 } ], "editorialScores": { "ergonomics": 54, "maintenance": 78, "payments": 20, "reliability": 67, "schema": 51, "security": 54, "transparency": 50 }, "provenanceScore": 74, "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": "npm install -g @heygaia/cli \u0026\u0026 gaia init # choose Self-Host (Docker), then open http://localhost:3000" }, "letme": { "capability": "https://letme.dev/assistant.proactive", "tool": "https://letme.dev/gaia" }, "area": "frameworks", "unitPrices": [ { "item": "Pro", "unit": "month", "usd": 30, "note": "billed monthly, with usage limits the pricing page does not state" } ], "provenance": { "legalEntity": "The Experience Company, Inc.", "domain": "heygaia.io", "domainRegistered": "", "endpointOnVendorDomain": true, "terms": "https://heygaia.io/terms", "privacy": "https://heygaia.io/privacy", "statusPage": "https://status.heygaia.io", "changelog": "https://docs.heygaia.io/release-notes", "securityTxt": "none", "checked": "2026-10-12", "notes": [ "The Terms of Service (effective 14 August 2026) name The Experience Company, Inc., a Delaware corporation. Neither the terms nor the privacy policy gives a postal address.", "The privacy policy (effective 7 August 2026) gives support@heygaia.so as its contact, a different domain from heygaia.io, where the README's security and contact addresses sit.", "heygaia.io/.well-known/security.txt returned 404 on 12 October 2026. The repository's SECURITY.md gives an email address for reports.", "The status page lists api.heygaia.io as the backend. We sent nothing to that host.", "heygaia.io's robots.txt allows every path and names ClaudeBot, Claude-Web and anthropic-ai with Allow. docs.heygaia.io carries Content-Signal ai-input=yes. status.heygaia.io returned an empty robots.txt.", "The domain's registration date was not looked up." ], "score": 74 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/gaia.json", "live": { "slug": "gaia", "vendorStatus": { "page": "https://status.heygaia.io", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-10-31T00:09:42.049536471Z" }, "versions": [ { "registry": "github", "name": "theexperiencecompany/gaia", "version": "desktop-v0.8.0", "released": "2026-10-26", "seenAt": "2026-10-30T14:14:14.305199026Z" }, { "registry": "npm", "name": "@heygaia/cli", "version": "0.7.0", "seenAt": "2026-10-30T14:14:13.4189837Z" } ], "githubStars": 323, "npmWeekly": 367, "securityTxt": { "url": "https://heygaia.io/.well-known/security.txt", "state": "valid", "expires": "2027-10-01T00:00:00.000Z", "checkedAt": "2026-10-30T15:38:34.979113045Z" }, "llmsTxt": { "url": "https://docs.heygaia.io/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-30T15:07:31.572838469Z" }, "domain": { "domain": "heygaia.io", "checkedAt": "2026-10-25T14:02:27.025465859Z" }, "pages": [ { "url": "https://docs.heygaia.io/release-notes", "kind": "changelog", "status": 200, "checkedAt": "2026-10-30T05:37:32.70007014Z", "changedAt": "2026-10-27T03:44:23.255785798Z", "fingerprint": "0c0d24f253c1" }, { "url": "https://heygaia.io/pricing", "kind": "pricing", "status": 200, "checkedAt": "2026-10-30T05:41:13.260926156Z", "changedAt": "2026-10-30T05:41:13.260926156Z", "fingerprint": "5bfb4f2cba26" }, { "url": "https://heygaia.io/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-30T05:41:15.398135195Z", "changedAt": "2026-10-30T05:41:15.398135195Z", "fingerprint": "314163d55ae1" }, { "url": "https://heygaia.io/terms", "kind": "terms", "status": 200, "checkedAt": "2026-10-30T05:41:17.493111066Z", "changedAt": "2026-10-30T05:41:17.493111066Z", "fingerprint": "c371c9277cb5" } ], "github": { "repo": "theexperiencecompany/gaia", "checkedAt": "2026-10-26T08:10:51.564709139Z", "stars": 320, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-26T08:10:18Z", "openIssues": 13, "openPRs": 46, "issuesOpened90d": 21, "issuesClosed90d": 10, "prsMerged90d": 408, "ci": { "branch": "master", "runs": 50, "success": 39, "failure": 6, "other": 5, "latest": "success", "latestAt": "2026-10-26T07:24:15Z" }, "replies": { "sampled": 25, "unanswered": 12, "medianDays": 13.5 } }, "updatedAt": "2026-10-31T00:09:42.049536471Z" } }, "facts": [ { "a": "Agent harness", "b": "Platform", "name": "Kind" }, { "a": "HKUDS", "b": "The Experience Company", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "None", "b": "OAuth", "name": "Auth" }, { "a": "Free", "b": "Paid", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Apache-2.0", "b": "PolyForm-Noncommercial-1.0.0", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-28", "b": "2026-09-14", "name": "Last release" }, { "a": "no document linked", "b": "2026-08-14", "name": "Terms last updated" }, { "a": "no document linked", "b": "2026-08-07", "name": "Privacy policy last updated" }, { "a": "", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "", "b": "yes", "name": "Terms restrict automated access" }, { "a": "", "b": "not found in the text", "name": "Terms restrict benchmarking" }, { "a": "", "b": "yes", "name": "Terms or service can change without notice" }, { "a": "", "b": "yes", "name": "Arbitration or class-action waiver" }, { "a": "51k stars", "b": "308 stars", "name": "Popularity" } ], "faq": [ { "answer": "DeepTutor scores 62.7 (B) on agent readiness against GAIA's 49.7 (D), and leads in 5 of 7 scored categories. GAIA leads on transparency \u0026 trust.", "question": "Which is better for AI agents, DeepTutor or GAIA?" }, { "answer": "DeepTutor is open source (Apache-2.0). No open-source release is listed for GAIA.", "question": "Are DeepTutor and GAIA open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 78 against 67", "Schema \u0026 documentation, 71 against 51", "Agent ergonomics, 63 against 54", "Payments \u0026 pricing, 60 against 20", "Maintenance \u0026 community, 84 against 78" ], "also": [ "No key needed to call it", "Free to start without a card", "Open source" ], "goodFor": "A learner, a teacher or a small group that wants a self-hosted tutor over their own documents, with quizzes, research reports, memory and IM companions, or for an agent that hands study tasks to it through the JSON CLI.", "slug": "deeptutor", "watchFor": "The default launch binds the backend to 0.0.0.0 with sign-in off and CORS open to any origin with credentials" }, { "aheadOn": [ "Transparency \u0026 trust, 62 against 52" ], "also": null, "goodFor": "It suits one person who wants mail triage, meeting briefs, todos and scheduled workflows from one assistant reachable on WhatsApp, Telegram, Slack, Discord or iMessage, and who wants to read the source.", "slug": "gaia", "watchFor": "The default approval mode in the source is `always_allow`, commented as nothing gated, while the privacy policy and the 26 August release notes say destructive actions wait for approval." } ], "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-gaia.json", "title": "asaply vs GAIA", "url": "https://www.anchorterminal.com/compare/asaply-vs-gaia" }, { "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-gaia.json", "title": "Asmi vs GAIA", "url": "https://www.anchorterminal.com/compare/asmi-vs-gaia" }, { "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-gaia.json", "title": "Boba vs GAIA", "url": "https://www.anchorterminal.com/compare/boba-vs-gaia" }, { "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-gaia.json", "title": "Brea vs GAIA", "url": "https://www.anchorterminal.com/compare/brea-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/del-vs-gaia.json", "title": "Del vs GAIA", "url": "https://www.anchorterminal.com/compare/del-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-hirealpha.json", "title": "GAIA vs HireAlpha", "url": "https://www.anchorterminal.com/compare/gaia-vs-hirealpha" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-openinstinct.json", "title": "GAIA vs OpenInstinct", "url": "https://www.anchorterminal.com/compare/gaia-vs-openinstinct" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-orbits.json", "title": "GAIA vs Orbits", "url": "https://www.anchorterminal.com/compare/gaia-vs-orbits" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-orchid-ai.json", "title": "GAIA vs Orchid", "url": "https://www.anchorterminal.com/compare/gaia-vs-orchid-ai" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-szn.json", "title": "GAIA vs szn", "url": "https://www.anchorterminal.com/compare/gaia-vs-szn" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-tab-bot.json", "title": "GAIA vs Tab", "url": "https://www.anchorterminal.com/compare/gaia-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-zapia.json", "title": "GAIA vs Zapia", "url": "https://www.anchorterminal.com/compare/gaia-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-gaia.json", "title": "AstrBot vs GAIA", "url": "https://www.anchorterminal.com/compare/astrbot-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-gaia.json", "title": "Boski vs GAIA", "url": "https://www.anchorterminal.com/compare/boski-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-gaia.json", "title": "Caddy vs GAIA", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-gaia.json", "title": "Claude Duet vs GAIA", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-gaia.json", "title": "CowAgent vs GAIA", "url": "https://www.anchorterminal.com/compare/cowagent-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-gaia.json", "title": "folk vs GAIA", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-gemini-spark.json", "title": "GAIA vs Gemini Spark", "url": "https://www.anchorterminal.com/compare/gaia-vs-gemini-spark" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-grok-bot.json", "title": "GAIA vs Grok Bot", "url": "https://www.anchorterminal.com/compare/gaia-vs-grok-bot" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-haven.json", "title": "GAIA vs Haven", "url": "https://www.anchorterminal.com/compare/gaia-vs-haven" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-hermes-agent.json", "title": "GAIA vs Hermes Agent", "url": "https://www.anchorterminal.com/compare/gaia-vs-hermes-agent" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-instinct.json", "title": "GAIA vs Instinct", "url": "https://www.anchorterminal.com/compare/gaia-vs-instinct" }, { "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/gaia-vs-leon.json", "title": "GAIA vs Leon", "url": "https://www.anchorterminal.com/compare/gaia-vs-leon" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-lindy.json", "title": "GAIA vs Lindy", "url": "https://www.anchorterminal.com/compare/gaia-vs-lindy" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-lobby-os.json", "title": "GAIA vs Lobby", "url": "https://www.anchorterminal.com/compare/gaia-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-nanobot.json", "title": "GAIA vs nanobot", "url": "https://www.anchorterminal.com/compare/gaia-vs-nanobot" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-nanoclaw.json", "title": "GAIA vs NanoClaw", "url": "https://www.anchorterminal.com/compare/gaia-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-openai-dots.json", "title": "GAIA vs Dots", "url": "https://www.anchorterminal.com/compare/gaia-vs-openai-dots" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-openclaw.json", "title": "GAIA vs OpenClaw", "url": "https://www.anchorterminal.com/compare/gaia-vs-openclaw" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-openduet.json", "title": "GAIA vs OpenDuet", "url": "https://www.anchorterminal.com/compare/gaia-vs-openduet" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-picoclaw.json", "title": "GAIA vs PicoClaw", "url": "https://www.anchorterminal.com/compare/gaia-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-poke.json", "title": "GAIA vs Poke", "url": "https://www.anchorterminal.com/compare/gaia-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-qwenpaw.json", "title": "GAIA vs QwenPaw", "url": "https://www.anchorterminal.com/compare/gaia-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-tasker-ai.json", "title": "GAIA vs Tasker AI", "url": "https://www.anchorterminal.com/compare/gaia-vs-tasker-ai" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-town.json", "title": "GAIA vs Town", "url": "https://www.anchorterminal.com/compare/gaia-vs-town" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-zeroclaw.json", "title": "GAIA vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/gaia-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-zo-computer.json", "title": "GAIA vs Zo Computer", "url": "https://www.anchorterminal.com/compare/gaia-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-gaia.json", "title": "Atticus vs GAIA", "url": "https://www.anchorterminal.com/compare/atticus-vs-gaia" }, { "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-gemini-spark.json", "title": "DeepTutor vs Gemini Spark", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-gemini-spark" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-grok-bot.json", "title": "DeepTutor vs Grok Bot", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-grok-bot" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-hark-pro.json", "title": "DeepTutor vs Hark Pro", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-hark-pro" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-haven.json", "title": "DeepTutor vs Haven", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-haven" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-hermes-agent.json", "title": "DeepTutor vs Hermes Agent", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-hermes-agent" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-hirealpha.json", "title": "DeepTutor vs HireAlpha", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-hirealpha" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-instinct.json", "title": "DeepTutor vs Instinct", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-instinct" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw.json", "title": "DeepTutor vs IronClaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.json", "title": "DeepTutor vs LearnHarness", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-leon.json", "title": "DeepTutor vs Leon", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-leon" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-lindy.json", "title": "DeepTutor vs Lindy", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-lindy" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os.json", "title": "DeepTutor vs Lobby", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-nanobot.json", "title": "DeepTutor vs nanobot", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-nanobot" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-nanoclaw.json", "title": "DeepTutor vs NanoClaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-natura.json", "title": "DeepTutor vs Natura tinyNature", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-natura" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-openai-dots.json", "title": "DeepTutor vs Dots", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-openai-dots" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-openclaw.json", "title": "DeepTutor vs OpenClaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-openclaw" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-openduet.json", "title": "DeepTutor vs OpenDuet", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-openduet" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-openinstinct.json", "title": "DeepTutor vs OpenInstinct", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-openinstinct" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-orbits.json", "title": "DeepTutor vs Orbits", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-orbits" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-orchid-ai.json", "title": "DeepTutor vs Orchid", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-orchid-ai" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-pally.json", "title": "DeepTutor vs Pally", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-picoclaw.json", "title": "DeepTutor vs PicoClaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-poke.json", "title": "DeepTutor vs Poke", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-qwenpaw.json", "title": "DeepTutor vs QwenPaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-szn.json", "title": "DeepTutor vs szn", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-szn" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-tab-bot.json", "title": "DeepTutor vs Tab", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-talorys.json", "title": "DeepTutor vs Talorys", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-tasker-ai.json", "title": "DeepTutor vs Tasker AI", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-tasker-ai" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-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/gaia-vs-hark-pro.json", "title": "GAIA vs Hark Pro", "url": "https://www.anchorterminal.com/compare/gaia-vs-hark-pro" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-learnharness.json", "title": "GAIA vs LearnHarness", "url": "https://www.anchorterminal.com/compare/gaia-vs-learnharness" }, { "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/gaia-vs-natura.json", "title": "GAIA vs Natura tinyNature", "url": "https://www.anchorterminal.com/compare/gaia-vs-natura" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-pally.json", "title": "GAIA vs Pally", "url": "https://www.anchorterminal.com/compare/gaia-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-tomo.json", "title": "GAIA vs Tomo", "url": "https://www.anchorterminal.com/compare/gaia-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-wajo.json", "title": "GAIA vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/gaia-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", "gaia": 67, "key": "reliability", "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 20, "deeptutor": 71, "edge": "deeptutor", "gaia": 51, "key": "schema", "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 9, "deeptutor": 63, "edge": "deeptutor", "gaia": 54, "key": "ergonomics", "name": "Agent ergonomics", "weight": 13 }, { "by": 3, "deeptutor": 51, "edge": "gaia", "gaia": 54, "key": "security", "name": "Security \u0026 auth", "weight": 14 }, { "by": 40, "deeptutor": 60, "edge": "deeptutor", "gaia": 20, "key": "payments", "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 6, "deeptutor": 84, "edge": "deeptutor", "gaia": 78, "key": "maintenance", "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 10, "deeptutor": 52, "edge": "gaia", "gaia": 62, "key": "transparency", "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "DeepTutor scores 62.7 (B) on agent readiness against GAIA's 49.7 (D), and leads in 5 of 7 scored categories. GAIA 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.", "gaia": "GAIA's source is public, so its approval gate, memory store and token handling can be read. Three approval modes and per-tool overrides exist, but the default mode in the source runs every action unasked, which the privacy policy and release notes do not say. Pro costs $30 a month and self-hosting is limited to noncommercial use." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/deeptutor-vs-gaia", "json": "https://www.anchorterminal.com/compare/deeptutor-vs-gaia.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/deeptutor-vs-gaia.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/deeptutor-vs-gaia.min.md" }, "markdown": "DeepTutor scores 62.7 (B) on agent readiness against GAIA's 49.7 (D), and leads in 5 of 7 scored categories. GAIA 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- GAIA: grade D, 49.7/100, rank #954 of 1239. Markdown https://www.anchorterminal.com/tools/gaia.md · JSON https://www.anchorterminal.com/api/v1/tools/gaia.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- Schema \u0026 documentation, 71 against 51\n- Agent ergonomics, 63 against 54\n- Payments \u0026 pricing, 60 against 20\n- Maintenance \u0026 community, 84 against 78\n\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\n- Open source\n\nWatch for: The default launch binds the backend to 0.0.0.0 with sign-in off and CORS open to any origin with credentials\n\n### GAIA (D)\n\nGood for: It suits one person who wants mail triage, meeting briefs, todos and scheduled workflows from one assistant reachable on WhatsApp, Telegram, Slack, Discord or iMessage, and who wants to read the source.\n\nAhead on:\n- Transparency \u0026 trust, 62 against 52\n\nWatch for: The default approval mode in the source is `always_allow`, commented as nothing gated, while the privacy policy and the 26 August release notes say destructive actions wait for approval.\n\n\n## Score by category\n\n| Category | Weight | DeepTutor | GAIA | 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 | 51 | DeepTutor +20 |\n| Agent ergonomics | 13% (16.2 this run) | 63 | 54 | DeepTutor +9 |\n| Security \u0026 auth | 14% (17.5 this run) | 51 | 54 | GAIA +3 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 20 | DeepTutor +40 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 84 | 78 | DeepTutor +6 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 52 | 62 | GAIA +10 |\n| Negative events | ≤15 | -3 | -5 | |\n| **Total** | | **62.7 · B** | **49.7 · D** | |\n\n## Facts side by side\n\n| Fact | DeepTutor | GAIA |\n| --- | --- | --- |\n| Kind | Agent harness | Platform |\n| Vendor | HKUDS | The Experience Company |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | None | OAuth |\n| Pricing | Free | Paid |\n| x402 | no | no |\n| Licence | Apache-2.0 | PolyForm-Noncommercial-1.0.0 |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-10-28 | 2026-09-14 |\n| Terms last updated | no document linked | 2026-08-14 |\n| Privacy policy last updated | no document linked | 2026-08-07 |\n| Customer content may train models | | not found in the text |\n| Terms restrict automated access | | yes |\n| Terms restrict benchmarking | | not found in the text |\n| Terms or service can change without notice | | yes |\n| Arbitration or class-action waiver | | yes |\n| Popularity | 51k stars | 308 stars |\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**GAIA.** GAIA's source is public, so its approval gate, memory store and token handling can be read. Three approval modes and per-tool overrides exist, but the default mode in the source runs every action unasked, which the privacy policy and release notes do not say. Pro costs $30 a month and self-hosting is limited to noncommercial use.\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### GAIA\n\n1. Set Settings \u003e Approvals to Always ask or Auto before connecting mail. The default in the source runs every action, including send and delete, without asking.\n2. Expect no public API on the hosted service. The backend turns off its OpenAPI document in production, so reach GAIA through its apps, bots or CLI.\n3. Check the plan before relying on the hosted service. The README and docs describe a Free plan, and the pricing page says GAIA is a paid product.\n4. For self-hosting, prepare Docker, Node.js 20, a WorkOS account and a model key first, and confirm the use is noncommercial under the licence.\n5. Add outside tools as MCP servers by URL on the Integrations page. GAIA asks before adding a server in every approval mode.\n\n## Questions\n\n### Which is better for AI agents, DeepTutor or GAIA?\n\nDeepTutor scores 62.7 (B) on agent readiness against GAIA's 49.7 (D), and leads in 5 of 7 scored categories. GAIA leads on transparency \u0026 trust.\n\n### Are DeepTutor and GAIA open source?\n\nDeepTutor is open source (Apache-2.0). No open-source release is listed for GAIA.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/deeptutor-vs-gaia.json, and with the fewest tokens: https://www.anchorterminal.com/compare/deeptutor-vs-gaia.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"deeptutor\", \"b\": \"gaia\"}`. From a terminal: `anchor compare deeptutor gaia`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/deeptutor.json and https://www.anchorterminal.com/api/v1/tools/gaia.json\n\n## Other comparisons with DeepTutor or GAIA\n\n- [asaply vs DeepTutor](https://www.anchorterminal.com/compare/asaply-vs-deeptutor.md)\n- [asaply vs GAIA](https://www.anchorterminal.com/compare/asaply-vs-gaia.md)\n- [Asmi vs DeepTutor](https://www.anchorterminal.com/compare/asmi-vs-deeptutor.md)\n- [Asmi vs GAIA](https://www.anchorterminal.com/compare/asmi-vs-gaia.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 GAIA](https://www.anchorterminal.com/compare/boba-vs-gaia.md)\n- [Brea vs DeepTutor](https://www.anchorterminal.com/compare/brea-vs-deeptutor.md)\n- [Brea vs GAIA](https://www.anchorterminal.com/compare/brea-vs-gaia.md)\n- [Del vs GAIA](https://www.anchorterminal.com/compare/del-vs-gaia.md)\n- [GAIA vs HireAlpha](https://www.anchorterminal.com/compare/gaia-vs-hirealpha.md)\n- [GAIA vs OpenInstinct](https://www.anchorterminal.com/compare/gaia-vs-openinstinct.md)\n- [GAIA vs Orbits](https://www.anchorterminal.com/compare/gaia-vs-orbits.md)\n- [GAIA vs Orchid](https://www.anchorterminal.com/compare/gaia-vs-orchid-ai.md)\n- [GAIA vs szn](https://www.anchorterminal.com/compare/gaia-vs-szn.md)\n- [GAIA vs Tab](https://www.anchorterminal.com/compare/gaia-vs-tab-bot.md)\n- [GAIA vs Zapia](https://www.anchorterminal.com/compare/gaia-vs-zapia.md)\n- [AstrBot vs GAIA](https://www.anchorterminal.com/compare/astrbot-vs-gaia.md)\n- [Boski vs GAIA](https://www.anchorterminal.com/compare/boski-vs-gaia.md)\n- [Caddy vs GAIA](https://www.anchorterminal.com/compare/caddy-app-vs-gaia.md)\n- [Claude Duet vs GAIA](https://www.anchorterminal.com/compare/claude-duet-vs-gaia.md)\n- [CowAgent vs GAIA](https://www.anchorterminal.com/compare/cowagent-vs-gaia.md)\n- [folk vs GAIA](https://www.anchorterminal.com/compare/folk-nozomio-vs-gaia.md)\n- [GAIA vs Gemini Spark](https://www.anchorterminal.com/compare/gaia-vs-gemini-spark.md)\n- [GAIA vs Grok Bot](https://www.anchorterminal.com/compare/gaia-vs-grok-bot.md)\n- [GAIA vs Haven](https://www.anchorterminal.com/compare/gaia-vs-haven.md)\n- [GAIA vs Hermes Agent](https://www.anchorterminal.com/compare/gaia-vs-hermes-agent.md)\n- [GAIA vs Instinct](https://www.anchorterminal.com/compare/gaia-vs-instinct.md)\n- [GAIA vs IronClaw](https://www.anchorterminal.com/compare/gaia-vs-ironclaw.md)\n- [GAIA vs Leon](https://www.anchorterminal.com/compare/gaia-vs-leon.md)\n- [GAIA vs Lindy](https://www.anchorterminal.com/compare/gaia-vs-lindy.md)\n- [GAIA vs Lobby](https://www.anchorterminal.com/compare/gaia-vs-lobby-os.md)\n- [GAIA vs nanobot](https://www.anchorterminal.com/compare/gaia-vs-nanobot.md)\n- [GAIA vs NanoClaw](https://www.anchorterminal.com/compare/gaia-vs-nanoclaw.md)\n- [GAIA vs Dots](https://www.anchorterminal.com/compare/gaia-vs-openai-dots.md)\n- [GAIA vs OpenClaw](https://www.anchorterminal.com/compare/gaia-vs-openclaw.md)\n- [GAIA vs OpenDuet](https://www.anchorterminal.com/compare/gaia-vs-openduet.md)\n- [GAIA vs PicoClaw](https://www.anchorterminal.com/compare/gaia-vs-picoclaw.md)\n- [GAIA vs Poke](https://www.anchorterminal.com/compare/gaia-vs-poke.md)\n- [GAIA vs QwenPaw](https://www.anchorterminal.com/compare/gaia-vs-qwenpaw.md)\n- [GAIA vs Tasker AI](https://www.anchorterminal.com/compare/gaia-vs-tasker-ai.md)\n- [GAIA vs Town](https://www.anchorterminal.com/compare/gaia-vs-town.md)\n- [GAIA vs ZeroClaw](https://www.anchorterminal.com/compare/gaia-vs-zeroclaw.md)\n- [GAIA vs Zo Computer](https://www.anchorterminal.com/compare/gaia-vs-zo-computer.md)\n- [Atticus vs DeepTutor](https://www.anchorterminal.com/compare/atticus-vs-deeptutor.md)\n- [Atticus vs GAIA](https://www.anchorterminal.com/compare/atticus-vs-gaia.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 Gemini Spark](https://www.anchorterminal.com/compare/deeptutor-vs-gemini-spark.md)\n- [DeepTutor vs Grok Bot](https://www.anchorterminal.com/compare/deeptutor-vs-grok-bot.md)\n- [DeepTutor vs Hark Pro](https://www.anchorterminal.com/compare/deeptutor-vs-hark-pro.md)\n- [DeepTutor vs Haven](https://www.anchorterminal.com/compare/deeptutor-vs-haven.md)\n- [DeepTutor vs Hermes Agent](https://www.anchorterminal.com/compare/deeptutor-vs-hermes-agent.md)\n- [DeepTutor vs HireAlpha](https://www.anchorterminal.com/compare/deeptutor-vs-hirealpha.md)\n- [DeepTutor vs Instinct](https://www.anchorterminal.com/compare/deeptutor-vs-instinct.md)\n- [DeepTutor vs IronClaw](https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw.md)\n- [DeepTutor vs LearnHarness](https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.md)\n- [DeepTutor vs Leon](https://www.anchorterminal.com/compare/deeptutor-vs-leon.md)\n- [DeepTutor vs Lindy](https://www.anchorterminal.com/compare/deeptutor-vs-lindy.md)\n- [DeepTutor vs Lobby](https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os.md)\n- [DeepTutor vs nanobot](https://www.anchorterminal.com/compare/deeptutor-vs-nanobot.md)\n- [DeepTutor vs NanoClaw](https://www.anchorterminal.com/compare/deeptutor-vs-nanoclaw.md)\n- [DeepTutor vs Natura tinyNature](https://www.anchorterminal.com/compare/deeptutor-vs-natura.md)\n- [DeepTutor vs Dots](https://www.anchorterminal.com/compare/deeptutor-vs-openai-dots.md)\n- [DeepTutor vs OpenClaw](https://www.anchorterminal.com/compare/deeptutor-vs-openclaw.md)\n- [DeepTutor vs OpenDuet](https://www.anchorterminal.com/compare/deeptutor-vs-openduet.md)\n- [DeepTutor vs OpenInstinct](https://www.anchorterminal.com/compare/deeptutor-vs-openinstinct.md)\n- [DeepTutor vs Orbits](https://www.anchorterminal.com/compare/deeptutor-vs-orbits.md)\n- [DeepTutor vs Orchid](https://www.anchorterminal.com/compare/deeptutor-vs-orchid-ai.md)\n- [DeepTutor vs Pally](https://www.anchorterminal.com/compare/deeptutor-vs-pally.md)\n- [DeepTutor vs PicoClaw](https://www.anchorterminal.com/compare/deeptutor-vs-picoclaw.md)\n- [DeepTutor vs Poke](https://www.anchorterminal.com/compare/deeptutor-vs-poke.md)\n- [DeepTutor vs QwenPaw](https://www.anchorterminal.com/compare/deeptutor-vs-qwenpaw.md)\n- [DeepTutor vs szn](https://www.anchorterminal.com/compare/deeptutor-vs-szn.md)\n- [DeepTutor vs Tab](https://www.anchorterminal.com/compare/deeptutor-vs-tab-bot.md)\n- [DeepTutor vs Talorys](https://www.anchorterminal.com/compare/deeptutor-vs-talorys.md)\n- [DeepTutor vs Tasker AI](https://www.anchorterminal.com/compare/deeptutor-vs-tasker-ai.md)\n- [DeepTutor vs 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- [GAIA vs Hark Pro](https://www.anchorterminal.com/compare/gaia-vs-hark-pro.md)\n- [GAIA vs LearnHarness](https://www.anchorterminal.com/compare/gaia-vs-learnharness.md)\n- [GAIA vs Talorys](https://www.anchorterminal.com/compare/gaia-vs-talorys.md)\n- [GAIA vs Natura tinyNature](https://www.anchorterminal.com/compare/gaia-vs-natura.md)\n- [GAIA vs Pally](https://www.anchorterminal.com/compare/gaia-vs-pally.md)\n- [GAIA vs Tomo](https://www.anchorterminal.com/compare/gaia-vs-tomo.md)\n- [GAIA vs Wajo (Fo)](https://www.anchorterminal.com/compare/gaia-vs-wajo.md)\n- [AI Job Search vs DeepTutor](https://www.anchorterminal.com/compare/ai-job-search-vs-deeptutor.md)\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 GAIA", "url": "" } ], "description": "DeepTutor scores 62.7 (B) to GAIA's 49.7 (D) for assistants that remember you. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "DeepTutor B 62.7", "GAIA D 49.7", "scores" ], "h1": "DeepTutor vs GAIA", "image": "https://www.anchorterminal.com/assets/og/compare-deeptutor-vs-gaia.png", "path": "/compare/deeptutor-vs-gaia", "published": "2026-10-01", "section": "tools", "title": "DeepTutor vs GAIA for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-30", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-gaia" }, "tokens": { "markdown": 3850, "slim": 680 }, "version": 1 }