{
  "data": {
    "a": {
      "slug": "learnharness",
      "name": "LearnHarness",
      "vendor": "Amos Blomqvist",
      "vendorUrl": "https://learnharness.ai",
      "kind": "harness",
      "category": "personal-assistants",
      "summary": "LearnHarness is an open-source desktop app for macOS, Windows and Linux that tests what a learner already understands, plans a route to a goal, teaches step by step and keeps a local knowledge graph, using the learner's own model keys.",
      "url": "https://www.anchorterminal.com/tools/learnharness",
      "markdownUrl": "https://www.anchorterminal.com/tools/learnharness.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/learnharness.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/learnharness.json",
      "repo": "https://github.com/amosblomqvist/learnharness",
      "license": "AGPL-3.0-only",
      "transports": [],
      "packages": [],
      "auth": "none",
      "authNotes": "No LearnHarness account. The learner adds keys for model providers (OpenAI, Anthropic, Google, DeepSeek, OpenRouter and others), or one OpenAI-compatible endpoint, or signs in with ChatGPT, GitHub Copilot or Grok, or connects an installed Claude Code CLI. Deepgram (dictation) and Tavily or Brave (web search) take separate keys.",
      "pricing": "free",
      "pricingNotes": "Free under AGPL-3.0 with nothing to buy. Model usage is billed by the provider the learner configures, or counts against a ChatGPT, Copilot or Grok plan, and the app shows a live cost meter. The README says any future charge would be for convenience such as managed keys or hosting.",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the README, the website, the skill or the source files read (checked 2026-10-30).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 4204,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-30"
      },
      "docsUrl": "https://github.com/amosblomqvist/learnharness/blob/main/docs/development.md",
      "capabilities": [
        "assistant.memory",
        "assistant.self-hosted",
        "memory.graph",
        "memory.read",
        "web.search"
      ],
      "tags": [
        "open-source",
        "local",
        "free",
        "no-card",
        "agpl",
        "desktop-app",
        "macos",
        "windows",
        "linux",
        "agent-skill",
        "typescript",
        "new"
      ],
      "lastRelease": "2026-10-29",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 59.3,
        "grade": "C",
        "agentReady": false,
        "rank": 648,
        "ranked": true,
        "rankOf": 1239,
        "categoryRank": 9,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 60,
          "maintenance": 71,
          "payments": 60,
          "reliability": 56,
          "schema": 63,
          "security": 52,
          "transparency": 60
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-30"
        },
        "negative": 0,
        "verdict": "The in-app agent reads files but cannot change them or run commands, and a bundled skill gives other agents a documented read-only view of sessions and the knowledge graph. The project is 14 days old at 0.4.0, its file reads reach the whole home directory without approval, and it has no security policy.",
        "bestFor": "A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.",
        "strengths": [
          "AGPL-3.0 source, with installers for macOS (signed and notarised), Windows and Linux on GitHub Releases",
          "A bundled agent skill with Python readers that print sessions and graph data as text or JSON and write nothing",
          "The in-app agent has no shell, write or send tool, and Claude Code runs with its built-in tools switched off",
          "The desktop server binds 127.0.0.1 and requires a per-launch 64-character secret header",
          "Nine releases from 17 to 29 October 2026, with CI running typecheck, tests, lint and three-OS builds on main"
        ],
        "weaknesses": [
          "The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider",
          "Provider keys and ChatGPT sign-in credentials are stored as plaintext JSON at mode 0600, not in the OS keychain",
          "No SECURITY.md, security.txt, privacy policy or terms. learnharness.ai answers 404 for each",
          "0.x software created on 16 October 2026, with 265 open issues and pull requests and none of the 39 newest pull requests merged",
          "No outside agent can start or drive a lesson. The local HTTP API is for the app's own window"
        ],
        "agentNotes": [
          "Use the bundled skill (`skills/learnharness/SKILL.md`) to read a learner's record. It needs Python 3.10 or later and writes nothing",
          "Pass `--format json` before the subcommand, for example `python3 -B scripts/graph.py --format json propositions`",
          "Treat stored answer keys and teacher prose as model-authored. A proposition in the graph is not evidence the learner understood it",
          "Do not read `auth.json`, which sits one folder above the data folder and holds provider keys in plain text",
          "Close the app or re-read when a stable snapshot matters. The readers do not lock files while the app writes"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 59.3
          }
        ],
        "editorialScores": {
          "ergonomics": 60,
          "maintenance": 71,
          "payments": 60,
          "reliability": 56,
          "schema": 63,
          "security": 52,
          "transparency": 64
        },
        "provenanceScore": 56,
        "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
        }
      },
      "letme": {
        "capability": "https://letme.dev/assistant.memory",
        "tool": "https://letme.dev/learnharness"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "No legal entity found. Copyright Amos Blomqvist",
        "domain": "learnharness.ai",
        "domainRegistered": "2026-10-09",
        "endpointOnVendorDomain": null,
        "terms": "https://raw.githubusercontent.com/amosblomqvist/learnharness/main/LICENSE",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://github.com/amosblomqvist/learnharness/releases",
        "securityTxt": "none",
        "checked": "2026-10-30",
        "notes": [
          "The footer of learnharness.ai reads © 2026 Amos Blomqvist, and `package.json` names Amos Blomqvist as author. No company is named.",
          "learnharness.ai/privacy, /terms, /llms.txt and /.well-known/security.txt return 404, and the repository has no SECURITY.md, so the AGPL-3.0 licence stands in for terms.",
          "RDAP (Identity Digital) gives learnharness.ai a registration date of 2026-10-09.",
          "The app runs on the learner's machine. Its only vendor-side service seen is the website, which a release workflow updates. Updates come from GitHub Releases.",
          "There is no CHANGELOG file. Each GitHub release carries its notes."
        ],
        "score": 56
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/learnharness.json"
    },
    "answer": "LearnHarness scores 59.3 (C) on agent readiness against Zapia's 17.3 (F), and leads in every scored category.",
    "b": {
      "slug": "zapia",
      "name": "Zapia",
      "vendor": "Brainlogic AI S.A.S.",
      "vendorUrl": "https://zapia.com",
      "kind": "platform",
      "category": "personal-assistants",
      "summary": "Zapia is a personal AI assistant app for iOS, Android and the web, aimed at Latin America. It reads connected email, calendars, files and chats, sends reminders, drafts replies and runs scheduled tasks.",
      "url": "https://www.anchorterminal.com/tools/zapia",
      "markdownUrl": "https://www.anchorterminal.com/tools/zapia.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/zapia.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/zapia.json",
      "license": "Closed service under Zapia's terms and conditions (Brainlogic AI SAS). No date was found on the terms.",
      "transports": [],
      "packages": [],
      "auth": "mixed",
      "authNotes": "Apps for iPhone and Android, and the web by signing in with Google (https://zapia.com/?lang=en). The changelog says each connector asks only for the permissions it needs and can be revoked on its own (https://zapia.com/changelog?lang=en).",
      "pricing": "freemium",
      "pricingNotes": "Free at US$0 a month, \"The free plan isn't a trial\", with up to 20 scheduled tasks. Pro US$9.99 a month with up to 50 scheduled tasks and Ultra US$99.99 a month with 10 times the usage and up to 100, each with a 7-day trial that converts to paid unless cancelled. Payment is by card in the app, and web payment is not available (https://zapia.com/planes?lang=en, checked 14 October 2026).",
      "priceSummary": "$9.99 / mo",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 found on zapia.com's plans, terms or changelog, checked 14 October 2026.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-14"
      },
      "capabilities": [
        "assistant.messaging",
        "assistant.accounts",
        "assistant.memory",
        "mailbox.read",
        "mailbox.send",
        "calendar.write",
        "messaging.whatsapp",
        "browser.hosted",
        "tasks.create",
        "notify.push",
        "memory.user",
        "web.search"
      ],
      "tags": [
        "hosted",
        "official",
        "closed-source",
        "freemium",
        "free-tier",
        "ios",
        "android"
      ],
      "lastRelease": "2026-10-12",
      "graded": true,
      "disclosure": "Zapia 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": 17.3,
        "grade": "F",
        "agentReady": false,
        "rank": 1196,
        "ranked": true,
        "rankOf": 1239,
        "categoryRank": 39,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 0,
          "maintenance": 56,
          "payments": 30,
          "reliability": 15,
          "schema": 0,
          "security": 3,
          "transparency": 58
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-14"
        },
        "negative": 0,
        "verdict": "Zapia is a personal assistant app for iOS, Android and the web with a free plan that isn't a trial, weekly iOS releases and explicit confirmation before anything that writes. No outside agent can call it, and no status page, security contact or hosting location was found.",
        "bestFor": "Spanish- and Portuguese-speaking users who want an assistant over their mail, calendar, Drive and WhatsApp in an app.",
        "disclosure": "Zapia 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 plan at US$0 that the plans page says isn't a trial, with card payment only for paid plans.",
          "Anything that writes goes through an explicit confirmation, per the changelog of 18 June 2026.",
          "Fifteen iOS versions between 20 July and 12 October 2026.",
          "The privacy notice names OpenAI, Anthropic and Google as its AI providers."
        ],
        "weaknesses": [
          "No API, MCP server or A2A endpoint, and the terms forbid unauthorised automated connections.",
          "No status page, security.txt or security contact found.",
          "The terms carry no date.",
          "Hosting and data locations aren't stated."
        ],
        "agentNotes": [
          "Don't plan to call Zapia from another agent. It answers only in its own app and on the web, and the terms forbid unauthorised automated access.",
          "Tell the owner that Pro and Ultra trials become paid after 7 days unless cancelled in the app store."
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "F",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 17.3
          }
        ],
        "editorialScores": {
          "ergonomics": 0,
          "maintenance": 56,
          "payments": 30,
          "reliability": 15,
          "schema": 0,
          "security": 3,
          "transparency": 45
        },
        "provenanceScore": 70,
        "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.messaging",
        "tool": "https://letme.dev/zapia"
      },
      "area": "frameworks",
      "unitPrices": [
        {
          "item": "Zapia Pro",
          "unit": "month",
          "usd": 9.99,
          "note": "Up to 50 scheduled tasks, 7-day trial. Checked 14 October 2026."
        },
        {
          "item": "Zapia Ultra",
          "unit": "month",
          "usd": 99.99,
          "note": "10 times Pro's usage, up to 100 scheduled tasks."
        }
      ],
      "provenance": {
        "legalEntity": "Brainlogic AI SAS",
        "domain": "zapia.com",
        "domainRegistered": "2020-08-03",
        "endpointOnVendorDomain": null,
        "terms": "https://zapia.com/terminos?lang=en",
        "privacy": "https://zapia.com/privacidad?lang=en",
        "statusPage": "",
        "changelog": "https://zapia.com/changelog?lang=en",
        "securityTxt": "none",
        "checked": "2026-10-14",
        "notes": [
          "The terms name Brainlogic AI SAS and carry no date. The privacy notice was last updated on 5 October 2026.",
          "The site footer shows \"All systems operational\" with no link to a status page.",
          "zapia.com/.well-known/security.txt returns 404, and zapia.com/llms.txt returns 404.",
          "RDAP gives a registration date of 2020-08-03 for zapia.com."
        ],
        "score": 70
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/zapia.json",
      "live": {
        "slug": "zapia",
        "securityTxt": {
          "url": "https://zapia.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-30T15:37:47.038907156Z"
        },
        "domain": {
          "domain": "zapia.com",
          "registered": "2020-08-03",
          "source": "https://rdap.verisign.com/com/v1/domain/zapia.com",
          "checkedAt": "2026-10-25T13:49:06.087015159Z"
        },
        "pages": [
          {
            "url": "https://zapia.com/changelog?lang=en",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-30T06:03:16.577968262Z",
            "changedAt": "2026-10-27T04:08:01.502714722Z",
            "fingerprint": "fe297b3a963e"
          },
          {
            "url": "https://zapia.com/privacidad?lang=en",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-30T06:03:18.805234242Z",
            "changedAt": "2026-10-27T04:08:03.683532885Z",
            "fingerprint": "34b8c4998c1d"
          },
          {
            "url": "https://zapia.com/terminos?lang=en",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-30T06:03:20.811255437Z",
            "changedAt": "2026-10-27T04:08:06.21438908Z",
            "fingerprint": "cae41fd4bc26"
          }
        ],
        "updatedAt": "2026-10-30T15:37:47.038907156Z"
      }
    },
    "facts": [
      {
        "a": "Agent harness",
        "b": "Platform",
        "name": "Kind"
      },
      {
        "a": "Amos Blomqvist",
        "b": "Brainlogic AI S.A.S.",
        "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": "AGPL-3.0-only",
        "b": "Closed service under Zapia's terms and conditions (Brainlogic AI SAS). No date was found on the terms.",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-29",
        "b": "2026-10-12",
        "name": "Last release"
      },
      {
        "a": "no date given",
        "b": "no date given",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "2026-10-05",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "4.2k stars",
        "b": "none",
        "name": "Popularity"
      },
      {
        "a": "none",
        "b": "2/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "LearnHarness scores 59.3 (C) on agent readiness against Zapia's 17.3 (F), and leads in every scored category.",
        "question": "Which is better for AI agents, LearnHarness or Zapia?"
      },
      {
        "answer": "LearnHarness is open source (AGPL-3.0-only). No open-source release is listed for Zapia.",
        "question": "Are LearnHarness and Zapia open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 56 against 15",
          "Schema \u0026 documentation, 63 against 0",
          "Agent ergonomics, 60 against 0",
          "Security \u0026 auth, 52 against 3",
          "Payments \u0026 pricing, 60 against 30",
          "Maintenance \u0026 community, 71 against 56"
        ],
        "also": [
          "No key needed to call it",
          "Free to start without a card",
          "Open source"
        ],
        "goodFor": "A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.",
        "slug": "learnharness",
        "watchFor": "The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider"
      },
      {
        "aheadOn": null,
        "also": null,
        "goodFor": "Spanish- and Portuguese-speaking users who want an assistant over their mail, calendar, Drive and WhatsApp in an app.",
        "slug": "zapia",
        "watchFor": "No API, MCP server or A2A endpoint, and the terms forbid unauthorised automated connections."
      }
    ],
    "job": {
      "capability": "assistant.memory",
      "name": "Assistants that remember you"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/asaply-vs-zapia.json",
        "title": "asaply vs Zapia",
        "url": "https://www.anchorterminal.com/compare/asaply-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-zapia.json",
        "title": "Asmi vs Zapia",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/astrbot-vs-zapia.json",
        "title": "AstrBot vs Zapia",
        "url": "https://www.anchorterminal.com/compare/astrbot-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/boba-vs-zapia.json",
        "title": "Boba vs Zapia",
        "url": "https://www.anchorterminal.com/compare/boba-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/boski-vs-zapia.json",
        "title": "Boski vs Zapia",
        "url": "https://www.anchorterminal.com/compare/boski-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/brea-vs-zapia.json",
        "title": "Brea vs Zapia",
        "url": "https://www.anchorterminal.com/compare/brea-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/caddy-app-vs-zapia.json",
        "title": "Caddy vs Zapia",
        "url": "https://www.anchorterminal.com/compare/caddy-app-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cowagent-vs-zapia.json",
        "title": "CowAgent vs Zapia",
        "url": "https://www.anchorterminal.com/compare/cowagent-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/del-vs-zapia.json",
        "title": "Del vs Zapia",
        "url": "https://www.anchorterminal.com/compare/del-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-zapia.json",
        "title": "folk vs Zapia",
        "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-zapia"
      },
      {
        "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/grok-bot-vs-zapia.json",
        "title": "Grok Bot vs Zapia",
        "url": "https://www.anchorterminal.com/compare/grok-bot-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/haven-vs-zapia.json",
        "title": "Haven vs Zapia",
        "url": "https://www.anchorterminal.com/compare/haven-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-zapia.json",
        "title": "Hermes Agent vs Zapia",
        "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hirealpha-vs-zapia.json",
        "title": "HireAlpha vs Zapia",
        "url": "https://www.anchorterminal.com/compare/hirealpha-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/instinct-vs-zapia.json",
        "title": "Instinct vs Zapia",
        "url": "https://www.anchorterminal.com/compare/instinct-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ironclaw-vs-zapia.json",
        "title": "IronClaw vs Zapia",
        "url": "https://www.anchorterminal.com/compare/ironclaw-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lindy-vs-zapia.json",
        "title": "Lindy vs Zapia",
        "url": "https://www.anchorterminal.com/compare/lindy-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nanobot-vs-zapia.json",
        "title": "nanobot vs Zapia",
        "url": "https://www.anchorterminal.com/compare/nanobot-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-zapia.json",
        "title": "NanoClaw vs Zapia",
        "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-dots-vs-zapia.json",
        "title": "Dots vs Zapia",
        "url": "https://www.anchorterminal.com/compare/openai-dots-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openclaw-vs-zapia.json",
        "title": "OpenClaw vs Zapia",
        "url": "https://www.anchorterminal.com/compare/openclaw-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-zapia.json",
        "title": "OpenDuet vs Zapia",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openinstinct-vs-zapia.json",
        "title": "OpenInstinct vs Zapia",
        "url": "https://www.anchorterminal.com/compare/openinstinct-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/orbits-vs-zapia.json",
        "title": "Orbits vs Zapia",
        "url": "https://www.anchorterminal.com/compare/orbits-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/orchid-ai-vs-zapia.json",
        "title": "Orchid vs Zapia",
        "url": "https://www.anchorterminal.com/compare/orchid-ai-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/picoclaw-vs-zapia.json",
        "title": "PicoClaw vs Zapia",
        "url": "https://www.anchorterminal.com/compare/picoclaw-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/poke-vs-zapia.json",
        "title": "Poke vs Zapia",
        "url": "https://www.anchorterminal.com/compare/poke-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qwenpaw-vs-zapia.json",
        "title": "QwenPaw vs Zapia",
        "url": "https://www.anchorterminal.com/compare/qwenpaw-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/szn-vs-zapia.json",
        "title": "szn vs Zapia",
        "url": "https://www.anchorterminal.com/compare/szn-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/tab-bot-vs-zapia.json",
        "title": "Tab vs Zapia",
        "url": "https://www.anchorterminal.com/compare/tab-bot-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/tasker-ai-vs-zapia.json",
        "title": "Tasker AI vs Zapia",
        "url": "https://www.anchorterminal.com/compare/tasker-ai-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/town-vs-zapia.json",
        "title": "Town vs Zapia",
        "url": "https://www.anchorterminal.com/compare/town-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/zapia-vs-zeroclaw.json",
        "title": "Zapia vs ZeroClaw",
        "url": "https://www.anchorterminal.com/compare/zapia-vs-zeroclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/zapia-vs-zo-computer.json",
        "title": "Zapia vs Zo Computer",
        "url": "https://www.anchorterminal.com/compare/zapia-vs-zo-computer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asaply-vs-learnharness.json",
        "title": "asaply vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/asaply-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-learnharness.json",
        "title": "Asmi vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/atticus-vs-learnharness.json",
        "title": "Atticus vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/atticus-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/atticus-vs-zapia.json",
        "title": "Atticus vs Zapia",
        "url": "https://www.anchorterminal.com/compare/atticus-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/boba-vs-learnharness.json",
        "title": "Boba vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/boba-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/boski-vs-learnharness.json",
        "title": "Boski vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/boski-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/brea-vs-learnharness.json",
        "title": "Brea vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/brea-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/caddy-app-vs-learnharness.json",
        "title": "Caddy vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/caddy-app-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-duet-vs-learnharness.json",
        "title": "Claude Duet vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/claude-duet-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cowagent-vs-learnharness.json",
        "title": "CowAgent vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/cowagent-vs-learnharness"
      },
      {
        "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-zapia.json",
        "title": "DeepTutor vs Zapia",
        "url": "https://www.anchorterminal.com/compare/deeptutor-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/del-vs-learnharness.json",
        "title": "Del vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/del-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-learnharness.json",
        "title": "folk vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-learnharness"
      },
      {
        "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/gemini-spark-vs-learnharness.json",
        "title": "Gemini Spark vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/grok-bot-vs-learnharness.json",
        "title": "Grok Bot vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/grok-bot-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hark-pro-vs-learnharness.json",
        "title": "Hark Pro vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/hark-pro-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hark-pro-vs-zapia.json",
        "title": "Hark Pro vs Zapia",
        "url": "https://www.anchorterminal.com/compare/hark-pro-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/haven-vs-learnharness.json",
        "title": "Haven vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/haven-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-learnharness.json",
        "title": "Hermes Agent vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hirealpha-vs-learnharness.json",
        "title": "HireAlpha vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/hirealpha-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/instinct-vs-learnharness.json",
        "title": "Instinct vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/instinct-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.json",
        "title": "IronClaw vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/ironclaw-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-leon.json",
        "title": "LearnHarness vs Leon",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-lindy.json",
        "title": "LearnHarness vs Lindy",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-lindy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.json",
        "title": "LearnHarness vs Lobby",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-nanobot.json",
        "title": "LearnHarness vs nanobot",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-nanobot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.json",
        "title": "LearnHarness vs NanoClaw",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-natura.json",
        "title": "LearnHarness vs Natura tinyNature",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-natura"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-openai-dots.json",
        "title": "LearnHarness vs Dots",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-openai-dots"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-openclaw.json",
        "title": "LearnHarness vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-openduet.json",
        "title": "LearnHarness vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-openinstinct.json",
        "title": "LearnHarness vs OpenInstinct",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-openinstinct"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-orbits.json",
        "title": "LearnHarness vs Orbits",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-orbits"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai.json",
        "title": "LearnHarness vs Orchid",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-pally.json",
        "title": "LearnHarness vs Pally",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-pally"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-picoclaw.json",
        "title": "LearnHarness vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-poke.json",
        "title": "LearnHarness vs Poke",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-poke"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw.json",
        "title": "LearnHarness vs QwenPaw",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-szn.json",
        "title": "LearnHarness vs szn",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-szn"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.json",
        "title": "LearnHarness vs Tab",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-talorys.json",
        "title": "LearnHarness vs Talorys",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-talorys"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-tasker-ai.json",
        "title": "LearnHarness vs Tasker AI",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-tasker-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-tomo.json",
        "title": "LearnHarness vs Tomo",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-tomo"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-town.json",
        "title": "LearnHarness vs Town",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-town"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-wajo.json",
        "title": "LearnHarness vs Wajo (Fo)",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-wajo"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw.json",
        "title": "LearnHarness vs ZeroClaw",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/learnharness-vs-zo-computer.json",
        "title": "LearnHarness vs Zo Computer",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-zo-computer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/talorys-vs-zapia.json",
        "title": "Talorys vs Zapia",
        "url": "https://www.anchorterminal.com/compare/talorys-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-duet-vs-zapia.json",
        "title": "Claude Duet vs Zapia",
        "url": "https://www.anchorterminal.com/compare/claude-duet-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-zapia.json",
        "title": "Gemini Spark vs Zapia",
        "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-zapia.json",
        "title": "Leon vs Zapia",
        "url": "https://www.anchorterminal.com/compare/leon-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lobby-os-vs-zapia.json",
        "title": "Lobby vs Zapia",
        "url": "https://www.anchorterminal.com/compare/lobby-os-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/natura-vs-zapia.json",
        "title": "Natura tinyNature vs Zapia",
        "url": "https://www.anchorterminal.com/compare/natura-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pally-vs-zapia.json",
        "title": "Pally vs Zapia",
        "url": "https://www.anchorterminal.com/compare/pally-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/tomo-vs-zapia.json",
        "title": "Tomo vs Zapia",
        "url": "https://www.anchorterminal.com/compare/tomo-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/wajo-vs-zapia.json",
        "title": "Wajo (Fo) vs Zapia",
        "url": "https://www.anchorterminal.com/compare/wajo-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/astrbot-vs-learnharness.json",
        "title": "AstrBot vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/astrbot-vs-learnharness"
      }
    ],
    "scores": [
      {
        "by": 41,
        "edge": "learnharness",
        "key": "reliability",
        "learnharness": 56,
        "name": "Reliability",
        "weight": 16,
        "zapia": 15
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 63,
        "edge": "learnharness",
        "key": "schema",
        "learnharness": 63,
        "name": "Schema \u0026 documentation",
        "weight": 13,
        "zapia": 0
      },
      {
        "by": 60,
        "edge": "learnharness",
        "key": "ergonomics",
        "learnharness": 60,
        "name": "Agent ergonomics",
        "weight": 13,
        "zapia": 0
      },
      {
        "by": 49,
        "edge": "learnharness",
        "key": "security",
        "learnharness": 52,
        "name": "Security \u0026 auth",
        "weight": 14,
        "zapia": 3
      },
      {
        "by": 30,
        "edge": "learnharness",
        "key": "payments",
        "learnharness": 60,
        "name": "Payments \u0026 pricing",
        "weight": 10,
        "zapia": 30
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 15,
        "edge": "learnharness",
        "key": "maintenance",
        "learnharness": 71,
        "name": "Maintenance \u0026 community",
        "weight": 7,
        "zapia": 56
      },
      {
        "by": 2,
        "edge": "learnharness",
        "key": "transparency",
        "learnharness": 60,
        "name": "Transparency \u0026 trust",
        "weight": 7,
        "zapia": 58
      }
    ],
    "summary": "LearnHarness scores 59.3 (C) on agent readiness against Zapia's 17.3 (F), and leads in every scored category. Both do assistants that remember you.",
    "tutorials": [],
    "verdicts": {
      "learnharness": "The in-app agent reads files but cannot change them or run commands, and a bundled skill gives other agents a documented read-only view of sessions and the knowledge graph. The project is 14 days old at 0.4.0, its file reads reach the whole home directory without approval, and it has no security policy.",
      "zapia": "Zapia is a personal assistant app for iOS, Android and the web with a free plan that isn't a trial, weekly iOS releases and explicit confirmation before anything that writes. No outside agent can call it, and no status page, security contact or hosting location was found."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/learnharness-vs-zapia",
    "json": "https://www.anchorterminal.com/compare/learnharness-vs-zapia.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/learnharness-vs-zapia.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/learnharness-vs-zapia.min.md"
  },
  "markdown": "LearnHarness scores 59.3 (C) on agent readiness against Zapia's 17.3 (F), and leads in every scored category. Both do assistants that remember you.\n\n- LearnHarness: grade C, 59.3/100, rank #648 of 1239. Markdown https://www.anchorterminal.com/tools/learnharness.md · JSON https://www.anchorterminal.com/api/v1/tools/learnharness.json\n- Zapia: grade F, 17.3/100, rank #1196 of 1239. Markdown https://www.anchorterminal.com/tools/zapia.md · JSON https://www.anchorterminal.com/api/v1/tools/zapia.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### LearnHarness (C)\n\nGood for: A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.\n\nAhead on:\n- Reliability, 56 against 15\n- Schema \u0026 documentation, 63 against 0\n- Agent ergonomics, 60 against 0\n- Security \u0026 auth, 52 against 3\n- Payments \u0026 pricing, 60 against 30\n- Maintenance \u0026 community, 71 against 56\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 read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider\n\n### Zapia (F)\n\nGood for: Spanish- and Portuguese-speaking users who want an assistant over their mail, calendar, Drive and WhatsApp in an app.\n\nWatch for: No API, MCP server or A2A endpoint, and the terms forbid unauthorised automated connections.\n\n\n## Score by category\n\n| Category | Weight | LearnHarness | Zapia | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 56 | 15 | LearnHarness +41 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 63 | 0 | LearnHarness +63 |\n| Agent ergonomics | 13% (16.2 this run) | 60 | 0 | LearnHarness +60 |\n| Security \u0026 auth | 14% (17.5 this run) | 52 | 3 | LearnHarness +49 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 30 | LearnHarness +30 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 71 | 56 | LearnHarness +15 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 60 | 58 | LearnHarness +2 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **59.3 · C** | **17.3 · F** | |\n\n## Facts side by side\n\n| Fact | LearnHarness | Zapia |\n| --- | --- | --- |\n| Kind | Agent harness | Platform |\n| Vendor | Amos Blomqvist | Brainlogic AI S.A.S. |\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 | AGPL-3.0-only | Closed service under Zapia's terms and conditions (Brainlogic AI SAS). No date was found on the terms. |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| Last release | 2026-10-29 | 2026-10-12 |\n| Terms last updated | no date given | no date given |\n| Privacy policy last updated | no document linked | 2026-10-05 |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | not found in the text | not found in the text |\n| Terms restrict benchmarking | not found in the text | not found in the text |\n| Terms or service can change without notice | not found in the text | not found in the text |\n| Arbitration or class-action waiver | not found in the text | not found in the text |\n| Popularity | 4.2k stars | none |\n| Agent reviews | none | 2/5 (4) |\n\n## Verdicts\n\n**LearnHarness.** The in-app agent reads files but cannot change them or run commands, and a bundled skill gives other agents a documented read-only view of sessions and the knowledge graph. The project is 14 days old at 0.4.0, its file reads reach the whole home directory without approval, and it has no security policy.\n\n**Zapia.** Zapia is a personal assistant app for iOS, Android and the web with a free plan that isn't a trial, weekly iOS releases and explicit confirmation before anything that writes. No outside agent can call it, and no status page, security contact or hosting location was found.\n\n## Before you call either\n\n### LearnHarness\n\n1. Use the bundled skill (`skills/learnharness/SKILL.md`) to read a learner's record. It needs Python 3.10 or later and writes nothing\n2. Pass `--format json` before the subcommand, for example `python3 -B scripts/graph.py --format json propositions`\n3. Treat stored answer keys and teacher prose as model-authored. A proposition in the graph is not evidence the learner understood it\n4. Do not read `auth.json`, which sits one folder above the data folder and holds provider keys in plain text\n5. Close the app or re-read when a stable snapshot matters. The readers do not lock files while the app writes\n\n### Zapia\n\n1. Don't plan to call Zapia from another agent. It answers only in its own app and on the web, and the terms forbid unauthorised automated access.\n2. Tell the owner that Pro and Ultra trials become paid after 7 days unless cancelled in the app store.\n\n## Questions\n\n### Which is better for AI agents, LearnHarness or Zapia?\n\nLearnHarness scores 59.3 (C) on agent readiness against Zapia's 17.3 (F), and leads in every scored category.\n\n### Are LearnHarness and Zapia open source?\n\nLearnHarness is open source (AGPL-3.0-only). No open-source release is listed for Zapia.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/learnharness-vs-zapia.json, and with the fewest tokens: https://www.anchorterminal.com/compare/learnharness-vs-zapia.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"learnharness\", \"b\": \"zapia\"}`. From a terminal: `anchor compare learnharness zapia`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/learnharness.json and https://www.anchorterminal.com/api/v1/tools/zapia.json\n\n## Other comparisons with LearnHarness or Zapia\n\n- [asaply vs Zapia](https://www.anchorterminal.com/compare/asaply-vs-zapia.md)\n- [Asmi vs Zapia](https://www.anchorterminal.com/compare/asmi-vs-zapia.md)\n- [AstrBot vs Zapia](https://www.anchorterminal.com/compare/astrbot-vs-zapia.md)\n- [Boba vs Zapia](https://www.anchorterminal.com/compare/boba-vs-zapia.md)\n- [Boski vs Zapia](https://www.anchorterminal.com/compare/boski-vs-zapia.md)\n- [Brea vs Zapia](https://www.anchorterminal.com/compare/brea-vs-zapia.md)\n- [Caddy vs Zapia](https://www.anchorterminal.com/compare/caddy-app-vs-zapia.md)\n- [CowAgent vs Zapia](https://www.anchorterminal.com/compare/cowagent-vs-zapia.md)\n- [Del vs Zapia](https://www.anchorterminal.com/compare/del-vs-zapia.md)\n- [folk vs Zapia](https://www.anchorterminal.com/compare/folk-nozomio-vs-zapia.md)\n- [GAIA vs Zapia](https://www.anchorterminal.com/compare/gaia-vs-zapia.md)\n- [Grok Bot vs Zapia](https://www.anchorterminal.com/compare/grok-bot-vs-zapia.md)\n- [Haven vs Zapia](https://www.anchorterminal.com/compare/haven-vs-zapia.md)\n- [Hermes Agent vs Zapia](https://www.anchorterminal.com/compare/hermes-agent-vs-zapia.md)\n- [HireAlpha vs Zapia](https://www.anchorterminal.com/compare/hirealpha-vs-zapia.md)\n- [Instinct vs Zapia](https://www.anchorterminal.com/compare/instinct-vs-zapia.md)\n- [IronClaw vs Zapia](https://www.anchorterminal.com/compare/ironclaw-vs-zapia.md)\n- [Lindy vs Zapia](https://www.anchorterminal.com/compare/lindy-vs-zapia.md)\n- [nanobot vs Zapia](https://www.anchorterminal.com/compare/nanobot-vs-zapia.md)\n- [NanoClaw vs Zapia](https://www.anchorterminal.com/compare/nanoclaw-vs-zapia.md)\n- [Dots vs Zapia](https://www.anchorterminal.com/compare/openai-dots-vs-zapia.md)\n- [OpenClaw vs Zapia](https://www.anchorterminal.com/compare/openclaw-vs-zapia.md)\n- [OpenDuet vs Zapia](https://www.anchorterminal.com/compare/openduet-vs-zapia.md)\n- [OpenInstinct vs Zapia](https://www.anchorterminal.com/compare/openinstinct-vs-zapia.md)\n- [Orbits vs Zapia](https://www.anchorterminal.com/compare/orbits-vs-zapia.md)\n- [Orchid vs Zapia](https://www.anchorterminal.com/compare/orchid-ai-vs-zapia.md)\n- [PicoClaw vs Zapia](https://www.anchorterminal.com/compare/picoclaw-vs-zapia.md)\n- [Poke vs Zapia](https://www.anchorterminal.com/compare/poke-vs-zapia.md)\n- [QwenPaw vs Zapia](https://www.anchorterminal.com/compare/qwenpaw-vs-zapia.md)\n- [szn vs Zapia](https://www.anchorterminal.com/compare/szn-vs-zapia.md)\n- [Tab vs Zapia](https://www.anchorterminal.com/compare/tab-bot-vs-zapia.md)\n- [Tasker AI vs Zapia](https://www.anchorterminal.com/compare/tasker-ai-vs-zapia.md)\n- [Town vs Zapia](https://www.anchorterminal.com/compare/town-vs-zapia.md)\n- [Zapia vs ZeroClaw](https://www.anchorterminal.com/compare/zapia-vs-zeroclaw.md)\n- [Zapia vs Zo Computer](https://www.anchorterminal.com/compare/zapia-vs-zo-computer.md)\n- [asaply vs LearnHarness](https://www.anchorterminal.com/compare/asaply-vs-learnharness.md)\n- [Asmi vs LearnHarness](https://www.anchorterminal.com/compare/asmi-vs-learnharness.md)\n- [Atticus vs LearnHarness](https://www.anchorterminal.com/compare/atticus-vs-learnharness.md)\n- [Atticus vs Zapia](https://www.anchorterminal.com/compare/atticus-vs-zapia.md)\n- [Boba vs LearnHarness](https://www.anchorterminal.com/compare/boba-vs-learnharness.md)\n- [Boski vs LearnHarness](https://www.anchorterminal.com/compare/boski-vs-learnharness.md)\n- [Brea vs LearnHarness](https://www.anchorterminal.com/compare/brea-vs-learnharness.md)\n- [Caddy vs LearnHarness](https://www.anchorterminal.com/compare/caddy-app-vs-learnharness.md)\n- [Claude Duet vs LearnHarness](https://www.anchorterminal.com/compare/claude-duet-vs-learnharness.md)\n- [CowAgent vs LearnHarness](https://www.anchorterminal.com/compare/cowagent-vs-learnharness.md)\n- [DeepTutor vs LearnHarness](https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.md)\n- [DeepTutor vs Zapia](https://www.anchorterminal.com/compare/deeptutor-vs-zapia.md)\n- [Del vs LearnHarness](https://www.anchorterminal.com/compare/del-vs-learnharness.md)\n- [folk vs LearnHarness](https://www.anchorterminal.com/compare/folk-nozomio-vs-learnharness.md)\n- [GAIA vs LearnHarness](https://www.anchorterminal.com/compare/gaia-vs-learnharness.md)\n- [Gemini Spark vs LearnHarness](https://www.anchorterminal.com/compare/gemini-spark-vs-learnharness.md)\n- [Grok Bot vs LearnHarness](https://www.anchorterminal.com/compare/grok-bot-vs-learnharness.md)\n- [Hark Pro vs LearnHarness](https://www.anchorterminal.com/compare/hark-pro-vs-learnharness.md)\n- [Hark Pro vs Zapia](https://www.anchorterminal.com/compare/hark-pro-vs-zapia.md)\n- [Haven vs LearnHarness](https://www.anchorterminal.com/compare/haven-vs-learnharness.md)\n- [Hermes Agent vs LearnHarness](https://www.anchorterminal.com/compare/hermes-agent-vs-learnharness.md)\n- [HireAlpha vs LearnHarness](https://www.anchorterminal.com/compare/hirealpha-vs-learnharness.md)\n- [Instinct vs LearnHarness](https://www.anchorterminal.com/compare/instinct-vs-learnharness.md)\n- [IronClaw vs LearnHarness](https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.md)\n- [LearnHarness vs Leon](https://www.anchorterminal.com/compare/learnharness-vs-leon.md)\n- [LearnHarness vs Lindy](https://www.anchorterminal.com/compare/learnharness-vs-lindy.md)\n- [LearnHarness vs Lobby](https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.md)\n- [LearnHarness vs nanobot](https://www.anchorterminal.com/compare/learnharness-vs-nanobot.md)\n- [LearnHarness vs NanoClaw](https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.md)\n- [LearnHarness vs Natura tinyNature](https://www.anchorterminal.com/compare/learnharness-vs-natura.md)\n- [LearnHarness vs Dots](https://www.anchorterminal.com/compare/learnharness-vs-openai-dots.md)\n- [LearnHarness vs OpenClaw](https://www.anchorterminal.com/compare/learnharness-vs-openclaw.md)\n- [LearnHarness vs OpenDuet](https://www.anchorterminal.com/compare/learnharness-vs-openduet.md)\n- [LearnHarness vs OpenInstinct](https://www.anchorterminal.com/compare/learnharness-vs-openinstinct.md)\n- [LearnHarness vs Orbits](https://www.anchorterminal.com/compare/learnharness-vs-orbits.md)\n- [LearnHarness vs Orchid](https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai.md)\n- [LearnHarness vs Pally](https://www.anchorterminal.com/compare/learnharness-vs-pally.md)\n- [LearnHarness vs PicoClaw](https://www.anchorterminal.com/compare/learnharness-vs-picoclaw.md)\n- [LearnHarness vs Poke](https://www.anchorterminal.com/compare/learnharness-vs-poke.md)\n- [LearnHarness vs QwenPaw](https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw.md)\n- [LearnHarness vs szn](https://www.anchorterminal.com/compare/learnharness-vs-szn.md)\n- [LearnHarness vs Tab](https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.md)\n- [LearnHarness vs Talorys](https://www.anchorterminal.com/compare/learnharness-vs-talorys.md)\n- [LearnHarness vs Tasker AI](https://www.anchorterminal.com/compare/learnharness-vs-tasker-ai.md)\n- [LearnHarness vs Tomo](https://www.anchorterminal.com/compare/learnharness-vs-tomo.md)\n- [LearnHarness vs Town](https://www.anchorterminal.com/compare/learnharness-vs-town.md)\n- [LearnHarness vs Wajo (Fo)](https://www.anchorterminal.com/compare/learnharness-vs-wajo.md)\n- [LearnHarness vs ZeroClaw](https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw.md)\n- [LearnHarness vs Zo Computer](https://www.anchorterminal.com/compare/learnharness-vs-zo-computer.md)\n- [Talorys vs Zapia](https://www.anchorterminal.com/compare/talorys-vs-zapia.md)\n- [Claude Duet vs Zapia](https://www.anchorterminal.com/compare/claude-duet-vs-zapia.md)\n- [Gemini Spark vs Zapia](https://www.anchorterminal.com/compare/gemini-spark-vs-zapia.md)\n- [Leon vs Zapia](https://www.anchorterminal.com/compare/leon-vs-zapia.md)\n- [Lobby vs Zapia](https://www.anchorterminal.com/compare/lobby-os-vs-zapia.md)\n- [Natura tinyNature vs Zapia](https://www.anchorterminal.com/compare/natura-vs-zapia.md)\n- [Pally vs Zapia](https://www.anchorterminal.com/compare/pally-vs-zapia.md)\n- [Tomo vs Zapia](https://www.anchorterminal.com/compare/tomo-vs-zapia.md)\n- [Wajo (Fo) vs Zapia](https://www.anchorterminal.com/compare/wajo-vs-zapia.md)\n- [AstrBot vs LearnHarness](https://www.anchorterminal.com/compare/astrbot-vs-learnharness.md)\n\n## Disclosure\n\n- Zapia 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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