{
  "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 folk's 19.7 (F), and leads in 6 of 7 scored categories. folk leads on transparency \u0026 trust.",
    "b": {
      "slug": "folk-nozomio",
      "name": "folk",
      "vendor": "Nozomio, Inc.",
      "vendorUrl": "https://www.folk.com",
      "kind": "platform",
      "category": "personal-assistants",
      "summary": "folk is an AI assistant that texts its owner over iMessage, Telegram and WhatsApp to keep habits, workouts, study and money goals on track. Each user gets a cloud computer, persistent memory and connected apps.",
      "url": "https://www.anchorterminal.com/tools/folk-nozomio",
      "markdownUrl": "https://www.anchorterminal.com/tools/folk-nozomio.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/folk-nozomio.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/folk-nozomio.json",
      "license": "Closed service under folk's terms (Nozomio, Inc., last updated 8 September 2026).",
      "transports": [],
      "packages": [],
      "auth": "mixed",
      "authNotes": "Sign-up at folk.com, then folk is a contact in iMessage, Telegram or WhatsApp (https://www.folk.com/llms.txt). Google apps can be connected with read-only access, so folk can see but never send, edit or delete, and banks connect read-only through Plaid (https://www.folk.com/privacy and https://www.folk.com/llms.txt). Owners can bring their own Anthropic, OpenAI or OpenRouter keys (https://www.folk.com/pricing.md).",
      "pricing": "freemium",
      "pricingNotes": "Free at $0 \"forever. No card\", with unlimited messages under fair use, 3 background jobs and 10 minutes of calls a week. Pro is $9.99 a month or $99.99 a year, $5 a month in many countries, with unlimited background jobs and 120 minutes of calls a month (https://www.folk.com/pricing.md, checked 14 October 2026). The terms list folk max at $99.99 a month or $799.99 a year on the US App Store (https://www.folk.com/terms). llms.txt gives the free tier as 20 messages a day and Max as $100 a month.",
      "priceSummary": "$9.99 / mo",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 found on folk.com, llms.txt, pricing.md or the terms, checked 14 October 2026.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-14"
      },
      "docsUrl": "https://www.folk.com/docs",
      "llmsTxt": "https://www.folk.com/llms.txt",
      "capabilities": [
        "assistant.proactive",
        "assistant.messaging",
        "assistant.accounts",
        "assistant.memory",
        "messaging.rcs",
        "messaging.whatsapp",
        "messaging.inbound",
        "mailbox.read",
        "mailbox.send",
        "calendar.write",
        "browser.hosted",
        "voice.calls",
        "memory.user",
        "tasks.create",
        "agent.mcp-client"
      ],
      "tags": [
        "hosted",
        "official",
        "closed-source",
        "freemium",
        "free-tier",
        "no-card",
        "security-txt",
        "llms-txt",
        "ios"
      ],
      "lastRelease": "2026-10-12",
      "graded": true,
      "disclosure": "folk competes with LocalGhost, which Anchor Terminal's founder builds. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.",
      "competesWith": "localghost",
      "anchor": {
        "graded": true,
        "score": 19.7,
        "grade": "F",
        "agentReady": false,
        "rank": 1189,
        "ranked": true,
        "rankOf": 1239,
        "categoryRank": 37,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 0,
          "maintenance": 35,
          "payments": 30,
          "reliability": 25,
          "schema": 10,
          "security": 3,
          "transparency": 66
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-14"
        },
        "negative": 0,
        "verdict": "folk is a texting accountability assistant with its own cloud computer, a free tier with no card and a privacy policy that rules out training on user data. No outside agent can call it, no status page or changelog was found, and its llms.txt and pricing file disagree on free limits and Max's price.",
        "bestFor": "People who want a texting companion for habits, workouts, study and money goals, with a free tier.",
        "disclosure": "folk competes with LocalGhost, which Anchor Terminal's founder builds. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.",
        "strengths": [
          "Free forever with no card, per pricing.md.",
          "The privacy policy says data is never sold or used to train AI models.",
          "The subprocessor page names each provider with its region.",
          "Google apps can connect read-only, and folk says it never moves money on its own.",
          "security.txt is published and valid to 13 April 2027."
        ],
        "weaknesses": [
          "No API, MCP server or A2A endpoint for an outside agent.",
          "llms.txt gives 20 messages a day and Max at $100, while pricing.md says unlimited messages and the terms say $99.99.",
          "llms.txt says there's no App Store app, while the App Store lists folk's iOS app since 7 October 2026.",
          "No status page or changelog found.",
          "security.txt names only a general support address."
        ],
        "agentNotes": [
          "Don't plan to call folk from another agent. It answers only the owner's iMessage, Telegram or WhatsApp thread and iPhone app.",
          "Quote limits and prices from pricing.md and the terms, and note that llms.txt gives different free-tier limits."
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2.8,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "F",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 19.7
          }
        ],
        "editorialScores": {
          "ergonomics": 0,
          "maintenance": 35,
          "payments": 30,
          "reliability": 25,
          "schema": 10,
          "security": 3,
          "transparency": 57
        },
        "provenanceScore": 75,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-14",
            "maintenance": "2026-10-14",
            "payments": "2026-10-14",
            "reliability": "2026-10-14",
            "schema": "2026-10-14",
            "security": "2026-10-14",
            "transparency": "2026-10-14"
          },
          "last": "2026-10-14",
          "lastMoved": "2026-10-30",
          "oldest": "2026-10-14",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "letme": {
        "capability": "https://letme.dev/assistant.proactive",
        "tool": "https://letme.dev/folk-nozomio"
      },
      "area": "frameworks",
      "unitPrices": [
        {
          "item": "folk Pro",
          "unit": "month",
          "usd": 9.99,
          "note": "Or $99.99 a year. $5 a month in many countries. Checked 14 October 2026."
        },
        {
          "item": "folk Max (US App Store)",
          "unit": "month",
          "usd": 99.99,
          "note": "Or $799.99 a year, per the terms."
        }
      ],
      "provenance": {
        "legalEntity": "Nozomio, Inc.",
        "domain": "folk.com",
        "domainRegistered": "1995-07-30",
        "endpointOnVendorDomain": null,
        "terms": "https://www.folk.com/terms",
        "privacy": "https://www.folk.com/privacy",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "valid",
        "checked": "2026-10-14",
        "notes": [
          "The terms name Nozomio, Inc. and were last updated on 8 September 2026, governed by Delaware law. llms.txt calls the maker Nozomio Labs.",
          "security.txt is valid until 13 April 2027.",
          "No status page or changelog was found.",
          "The folk CRM at folk.app is a different company and product (data/tools/folk.json).",
          "RDAP gives a registration date of 1995-07-30 for folk.com, which predates the company."
        ],
        "score": 75
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/folk-nozomio.json",
      "live": {
        "slug": "folk-nozomio",
        "securityTxt": {
          "url": "https://folk.com/.well-known/security.txt",
          "state": "valid",
          "expires": "2027-04-30T15:39:11.441Z",
          "checkedAt": "2026-10-30T15:39:11.079078559Z"
        },
        "llmsTxt": {
          "url": "https://www.folk.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-30T15:07:29.091620424Z"
        },
        "domain": {
          "domain": "folk.com",
          "registered": "1995-07-30",
          "source": "https://rdap.verisign.com/com/v1/domain/folk.com",
          "checkedAt": "2026-10-25T13:47:51.897899665Z"
        },
        "pages": [
          {
            "url": "https://www.folk.com/pricing.md",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-30T05:55:24.522688659Z",
            "changedAt": "2026-10-22T01:32:01.486744041Z",
            "fingerprint": "3cbe8f820d7f"
          },
          {
            "url": "https://www.folk.com/privacy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-30T05:55:26.831267122Z",
            "changedAt": "2026-10-30T05:55:26.831267122Z",
            "fingerprint": "1f8eda8f1dc5"
          },
          {
            "url": "https://www.folk.com/terms",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-30T05:55:29.347728669Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "a04f3d260636"
          }
        ],
        "updatedAt": "2026-10-30T15:39:11.079078559Z"
      }
    },
    "facts": [
      {
        "a": "Agent harness",
        "b": "Platform",
        "name": "Kind"
      },
      {
        "a": "HKUDS",
        "b": "Nozomio, Inc.",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "None",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Apache-2.0",
        "b": "Closed service under folk's terms (Nozomio, Inc., last updated 8 September 2026).",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-28",
        "b": "2026-10-12",
        "name": "Last release"
      },
      {
        "a": "no document linked",
        "b": "2026-09-08",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "2026-10-20",
        "name": "Privacy policy last updated"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "51k stars",
        "b": "none",
        "name": "Popularity"
      },
      {
        "a": "none",
        "b": "2.8/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "DeepTutor scores 62.7 (B) on agent readiness against folk's 19.7 (F), and leads in 6 of 7 scored categories. folk leads on transparency \u0026 trust.",
        "question": "Which is better for AI agents, DeepTutor or folk?"
      },
      {
        "answer": "DeepTutor is open source (Apache-2.0). No open-source release is listed for folk.",
        "question": "Are DeepTutor and folk open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 78 against 25",
          "Schema \u0026 documentation, 71 against 10",
          "Agent ergonomics, 63 against 0",
          "Security \u0026 auth, 51 against 3",
          "Payments \u0026 pricing, 60 against 30",
          "Maintenance \u0026 community, 84 against 35"
        ],
        "also": [
          "No key needed to call it",
          "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, 66 against 52"
        ],
        "also": [
          "No incidents deducted, where DeepTutor loses 3 points for them"
        ],
        "goodFor": "People who want a texting companion for habits, workouts, study and money goals, with a free tier.",
        "slug": "folk-nozomio",
        "watchFor": "No API, MCP server or A2A endpoint for an outside agent."
      }
    ],
    "job": {
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        "json": "https://www.anchorterminal.com/compare/asmi-vs-deeptutor.json",
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        "json": "https://www.anchorterminal.com/compare/astrbot-vs-deeptutor.json",
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        "json": "https://www.anchorterminal.com/compare/boba-vs-deeptutor.json",
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      {
        "json": "https://www.anchorterminal.com/compare/brea-vs-deeptutor.json",
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      {
        "json": "https://www.anchorterminal.com/compare/brea-vs-folk-nozomio.json",
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        "json": "https://www.anchorterminal.com/compare/del-vs-folk-nozomio.json",
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        "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-hirealpha.json",
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        "json": "https://www.anchorterminal.com/compare/boski-vs-folk-nozomio.json",
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        "json": "https://www.anchorterminal.com/compare/caddy-app-vs-folk-nozomio.json",
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        "json": "https://www.anchorterminal.com/compare/claude-duet-vs-folk-nozomio.json",
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        "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-ironclaw.json",
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        "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-leon.json",
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        "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-nanobot.json",
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        "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-openai-dots.json",
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        "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-qwenpaw.json",
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        "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-town.json",
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        "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-zeroclaw.json",
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        "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-zo-computer.json",
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        "json": "https://www.anchorterminal.com/compare/atticus-vs-deeptutor.json",
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      {
        "json": "https://www.anchorterminal.com/compare/atticus-vs-folk-nozomio.json",
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      {
        "json": "https://www.anchorterminal.com/compare/boski-vs-deeptutor.json",
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      {
        "json": "https://www.anchorterminal.com/compare/caddy-app-vs-deeptutor.json",
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        "url": "https://www.anchorterminal.com/compare/caddy-app-vs-deeptutor"
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      {
        "json": "https://www.anchorterminal.com/compare/claude-duet-vs-deeptutor.json",
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        "json": "https://www.anchorterminal.com/compare/cowagent-vs-deeptutor.json",
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-del.json",
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-gaia.json",
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-gemini-spark.json",
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-haven.json",
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-hermes-agent.json",
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-hirealpha.json",
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-instinct.json",
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw.json",
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.json",
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-leon.json",
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      {
        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-openclaw.json",
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-openduet.json",
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        "url": "https://www.anchorterminal.com/compare/deeptutor-vs-openduet"
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-openinstinct.json",
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        "url": "https://www.anchorterminal.com/compare/deeptutor-vs-openinstinct"
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-orbits.json",
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-tomo.json",
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-wajo.json",
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        "json": "https://www.anchorterminal.com/compare/deeptutor-vs-zapia.json",
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        "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-natura.json",
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        "edge": "deeptutor",
        "folk-nozomio": 3,
        "key": "security",
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 30,
        "deeptutor": 60,
        "edge": "deeptutor",
        "folk-nozomio": 30,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 49,
        "deeptutor": 84,
        "edge": "deeptutor",
        "folk-nozomio": 35,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 14,
        "deeptutor": 52,
        "edge": "folk-nozomio",
        "folk-nozomio": 66,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "DeepTutor scores 62.7 (B) on agent readiness against folk's 19.7 (F), and leads in 6 of 7 scored categories. folk 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.",
      "folk-nozomio": "folk is a texting accountability assistant with its own cloud computer, a free tier with no card and a privacy policy that rules out training on user data. No outside agent can call it, no status page or changelog was found, and its llms.txt and pricing file disagree on free limits and Max's price."
    }
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  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/deeptutor-vs-folk-nozomio",
    "json": "https://www.anchorterminal.com/compare/deeptutor-vs-folk-nozomio.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
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  "markdown": "DeepTutor scores 62.7 (B) on agent readiness against folk's 19.7 (F), and leads in 6 of 7 scored categories. folk 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- folk: grade F, 19.7/100, rank #1189 of 1239. Markdown https://www.anchorterminal.com/tools/folk-nozomio.md · JSON https://www.anchorterminal.com/api/v1/tools/folk-nozomio.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 25\n- Schema \u0026 documentation, 71 against 10\n- Agent ergonomics, 63 against 0\n- Security \u0026 auth, 51 against 3\n- Payments \u0026 pricing, 60 against 30\n- Maintenance \u0026 community, 84 against 35\n\nAlso in its favour:\n- No key needed to call it\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### folk (F)\n\nGood for: People who want a texting companion for habits, workouts, study and money goals, with a free tier.\n\nAhead on:\n- Transparency \u0026 trust, 66 against 52\n\nAlso in its favour:\n- No incidents deducted, where DeepTutor loses 3 points for them\n\nWatch for: No API, MCP server or A2A endpoint for an outside agent.\n\n\n## Score by category\n\n| Category | Weight | DeepTutor | folk | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 78 | 25 | DeepTutor +53 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 71 | 10 | DeepTutor +61 |\n| Agent ergonomics | 13% (16.2 this run) | 63 | 0 | DeepTutor +63 |\n| Security \u0026 auth | 14% (17.5 this run) | 51 | 3 | DeepTutor +48 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 30 | DeepTutor +30 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 84 | 35 | DeepTutor +49 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 52 | 66 | folk +14 |\n| Negative events | ≤15 | -3 | 0 | |\n| **Total** | | **62.7 · B** | **19.7 · F** | |\n\n## Facts side by side\n\n| Fact | DeepTutor | folk |\n| --- | --- | --- |\n| Kind | Agent harness | Platform |\n| Vendor | HKUDS | Nozomio, Inc. |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  |  |\n| Auth | None | OAuth or key |\n| Pricing | Free | Freemium |\n| x402 | no | no |\n| Licence | Apache-2.0 | Closed service under folk's terms (Nozomio, Inc., last updated 8 September 2026). |\n| Read-only variant documented | no | yes |\n| llms.txt | no | yes |\n| Last release | 2026-10-28 | 2026-10-12 |\n| Terms last updated | no document linked | 2026-09-08 |\n| Privacy policy last updated | no document linked | 2026-10-20 |\n| Customer content may train models |  | not found in the text |\n| Terms restrict automated access |  | not found in the text |\n| Terms restrict benchmarking |  | not found in the text |\n| Terms or service can change without notice |  | not found in the text |\n| Arbitration or class-action waiver |  | not found in the text |\n| Popularity | 51k stars | none |\n| Agent reviews | none | 2.8/5 (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**folk.** folk is a texting accountability assistant with its own cloud computer, a free tier with no card and a privacy policy that rules out training on user data. No outside agent can call it, no status page or changelog was found, and its llms.txt and pricing file disagree on free limits and Max's price.\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### folk\n\n1. Don't plan to call folk from another agent. It answers only the owner's iMessage, Telegram or WhatsApp thread and iPhone app.\n2. Quote limits and prices from pricing.md and the terms, and note that llms.txt gives different free-tier limits.\n\n## Questions\n\n### Which is better for AI agents, DeepTutor or folk?\n\nDeepTutor scores 62.7 (B) on agent readiness against folk's 19.7 (F), and leads in 6 of 7 scored categories. folk leads on transparency \u0026 trust.\n\n### Are DeepTutor and folk open source?\n\nDeepTutor is open source (Apache-2.0). No open-source release is listed for folk.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/deeptutor-vs-folk-nozomio.json, and with the fewest tokens: https://www.anchorterminal.com/compare/deeptutor-vs-folk-nozomio.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"deeptutor\", \"b\": \"folk-nozomio\"}`. From a terminal: `anchor compare deeptutor folk-nozomio`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/deeptutor.json and https://www.anchorterminal.com/api/v1/tools/folk-nozomio.json\n\n## Other comparisons with DeepTutor or folk\n\n- [asaply vs DeepTutor](https://www.anchorterminal.com/compare/asaply-vs-deeptutor.md)\n- [asaply vs folk](https://www.anchorterminal.com/compare/asaply-vs-folk-nozomio.md)\n- [Asmi vs DeepTutor](https://www.anchorterminal.com/compare/asmi-vs-deeptutor.md)\n- [Asmi vs folk](https://www.anchorterminal.com/compare/asmi-vs-folk-nozomio.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 folk](https://www.anchorterminal.com/compare/boba-vs-folk-nozomio.md)\n- [Brea vs DeepTutor](https://www.anchorterminal.com/compare/brea-vs-deeptutor.md)\n- [Brea vs folk](https://www.anchorterminal.com/compare/brea-vs-folk-nozomio.md)\n- [Del vs folk](https://www.anchorterminal.com/compare/del-vs-folk-nozomio.md)\n- [folk vs HireAlpha](https://www.anchorterminal.com/compare/folk-nozomio-vs-hirealpha.md)\n- [folk vs OpenInstinct](https://www.anchorterminal.com/compare/folk-nozomio-vs-openinstinct.md)\n- [folk vs Orbits](https://www.anchorterminal.com/compare/folk-nozomio-vs-orbits.md)\n- [folk vs Orchid](https://www.anchorterminal.com/compare/folk-nozomio-vs-orchid-ai.md)\n- [folk vs szn](https://www.anchorterminal.com/compare/folk-nozomio-vs-szn.md)\n- [folk vs Tab](https://www.anchorterminal.com/compare/folk-nozomio-vs-tab-bot.md)\n- [folk vs Zapia](https://www.anchorterminal.com/compare/folk-nozomio-vs-zapia.md)\n- [AstrBot vs folk](https://www.anchorterminal.com/compare/astrbot-vs-folk-nozomio.md)\n- [Boski vs folk](https://www.anchorterminal.com/compare/boski-vs-folk-nozomio.md)\n- [Caddy vs folk](https://www.anchorterminal.com/compare/caddy-app-vs-folk-nozomio.md)\n- [Claude Duet vs folk](https://www.anchorterminal.com/compare/claude-duet-vs-folk-nozomio.md)\n- [CowAgent vs folk](https://www.anchorterminal.com/compare/cowagent-vs-folk-nozomio.md)\n- [folk vs GAIA](https://www.anchorterminal.com/compare/folk-nozomio-vs-gaia.md)\n- [folk vs Gemini Spark](https://www.anchorterminal.com/compare/folk-nozomio-vs-gemini-spark.md)\n- [folk vs Grok Bot](https://www.anchorterminal.com/compare/folk-nozomio-vs-grok-bot.md)\n- [folk vs Haven](https://www.anchorterminal.com/compare/folk-nozomio-vs-haven.md)\n- [folk vs Hermes Agent](https://www.anchorterminal.com/compare/folk-nozomio-vs-hermes-agent.md)\n- [folk vs Instinct](https://www.anchorterminal.com/compare/folk-nozomio-vs-instinct.md)\n- [folk vs IronClaw](https://www.anchorterminal.com/compare/folk-nozomio-vs-ironclaw.md)\n- [folk vs Leon](https://www.anchorterminal.com/compare/folk-nozomio-vs-leon.md)\n- [folk vs Lindy](https://www.anchorterminal.com/compare/folk-nozomio-vs-lindy.md)\n- [folk vs Lobby](https://www.anchorterminal.com/compare/folk-nozomio-vs-lobby-os.md)\n- [folk vs nanobot](https://www.anchorterminal.com/compare/folk-nozomio-vs-nanobot.md)\n- [folk vs NanoClaw](https://www.anchorterminal.com/compare/folk-nozomio-vs-nanoclaw.md)\n- [folk vs Dots](https://www.anchorterminal.com/compare/folk-nozomio-vs-openai-dots.md)\n- [folk vs OpenClaw](https://www.anchorterminal.com/compare/folk-nozomio-vs-openclaw.md)\n- [folk vs OpenDuet](https://www.anchorterminal.com/compare/folk-nozomio-vs-openduet.md)\n- [folk vs PicoClaw](https://www.anchorterminal.com/compare/folk-nozomio-vs-picoclaw.md)\n- [folk vs Poke](https://www.anchorterminal.com/compare/folk-nozomio-vs-poke.md)\n- [folk vs QwenPaw](https://www.anchorterminal.com/compare/folk-nozomio-vs-qwenpaw.md)\n- [folk vs Tasker AI](https://www.anchorterminal.com/compare/folk-nozomio-vs-tasker-ai.md)\n- [folk vs Town](https://www.anchorterminal.com/compare/folk-nozomio-vs-town.md)\n- [folk vs ZeroClaw](https://www.anchorterminal.com/compare/folk-nozomio-vs-zeroclaw.md)\n- [folk vs Zo Computer](https://www.anchorterminal.com/compare/folk-nozomio-vs-zo-computer.md)\n- [Atticus vs DeepTutor](https://www.anchorterminal.com/compare/atticus-vs-deeptutor.md)\n- [Atticus vs folk](https://www.anchorterminal.com/compare/atticus-vs-folk-nozomio.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 GAIA](https://www.anchorterminal.com/compare/deeptutor-vs-gaia.md)\n- [DeepTutor vs Gemini Spark](https://www.anchorterminal.com/compare/deeptutor-vs-gemini-spark.md)\n- [DeepTutor vs Grok Bot](https://www.anchorterminal.com/compare/deeptutor-vs-grok-bot.md)\n- [DeepTutor vs Hark Pro](https://www.anchorterminal.com/compare/deeptutor-vs-hark-pro.md)\n- [DeepTutor vs Haven](https://www.anchorterminal.com/compare/deeptutor-vs-haven.md)\n- [DeepTutor vs Hermes Agent](https://www.anchorterminal.com/compare/deeptutor-vs-hermes-agent.md)\n- [DeepTutor vs HireAlpha](https://www.anchorterminal.com/compare/deeptutor-vs-hirealpha.md)\n- [DeepTutor vs Instinct](https://www.anchorterminal.com/compare/deeptutor-vs-instinct.md)\n- [DeepTutor vs IronClaw](https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw.md)\n- [DeepTutor vs LearnHarness](https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.md)\n- [DeepTutor vs Leon](https://www.anchorterminal.com/compare/deeptutor-vs-leon.md)\n- [DeepTutor vs Lindy](https://www.anchorterminal.com/compare/deeptutor-vs-lindy.md)\n- [DeepTutor vs Lobby](https://www.anchorterminal.com/compare/deeptutor-vs-lobby-os.md)\n- [DeepTutor vs nanobot](https://www.anchorterminal.com/compare/deeptutor-vs-nanobot.md)\n- [DeepTutor vs NanoClaw](https://www.anchorterminal.com/compare/deeptutor-vs-nanoclaw.md)\n- [DeepTutor vs Natura tinyNature](https://www.anchorterminal.com/compare/deeptutor-vs-natura.md)\n- [DeepTutor vs Dots](https://www.anchorterminal.com/compare/deeptutor-vs-openai-dots.md)\n- [DeepTutor vs OpenClaw](https://www.anchorterminal.com/compare/deeptutor-vs-openclaw.md)\n- [DeepTutor vs OpenDuet](https://www.anchorterminal.com/compare/deeptutor-vs-openduet.md)\n- [DeepTutor vs OpenInstinct](https://www.anchorterminal.com/compare/deeptutor-vs-openinstinct.md)\n- [DeepTutor vs Orbits](https://www.anchorterminal.com/compare/deeptutor-vs-orbits.md)\n- [DeepTutor vs Orchid](https://www.anchorterminal.com/compare/deeptutor-vs-orchid-ai.md)\n- [DeepTutor vs Pally](https://www.anchorterminal.com/compare/deeptutor-vs-pally.md)\n- [DeepTutor vs PicoClaw](https://www.anchorterminal.com/compare/deeptutor-vs-picoclaw.md)\n- [DeepTutor vs Poke](https://www.anchorterminal.com/compare/deeptutor-vs-poke.md)\n- [DeepTutor vs QwenPaw](https://www.anchorterminal.com/compare/deeptutor-vs-qwenpaw.md)\n- [DeepTutor vs szn](https://www.anchorterminal.com/compare/deeptutor-vs-szn.md)\n- [DeepTutor vs Tab](https://www.anchorterminal.com/compare/deeptutor-vs-tab-bot.md)\n- [DeepTutor vs 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- [folk vs Hark Pro](https://www.anchorterminal.com/compare/folk-nozomio-vs-hark-pro.md)\n- [folk vs LearnHarness](https://www.anchorterminal.com/compare/folk-nozomio-vs-learnharness.md)\n- [folk vs Talorys](https://www.anchorterminal.com/compare/folk-nozomio-vs-talorys.md)\n- [folk vs Natura tinyNature](https://www.anchorterminal.com/compare/folk-nozomio-vs-natura.md)\n- [folk vs Pally](https://www.anchorterminal.com/compare/folk-nozomio-vs-pally.md)\n- [folk vs Tomo](https://www.anchorterminal.com/compare/folk-nozomio-vs-tomo.md)\n- [folk vs Wajo (Fo)](https://www.anchorterminal.com/compare/folk-nozomio-vs-wajo.md)\n- [AI Job Search vs DeepTutor](https://www.anchorterminal.com/compare/ai-job-search-vs-deeptutor.md)\n\n## Disclosure\n\n- folk competes with LocalGhost, which Anchor Terminal's founder builds. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.\n",
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