{
  "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 OpenDuet's 49.5 (D), and leads in 5 of 7 scored categories. OpenDuet leads on security \u0026 auth and transparency \u0026 trust.",
    "b": {
      "slug": "openduet",
      "name": "OpenDuet",
      "vendor": "CopilotKit (Tawkit, Inc.)",
      "vendorUrl": "https://www.copilotkit.ai/openduet",
      "kind": "harness",
      "category": "personal-assistants",
      "summary": "OpenDuet is CopilotKit's open-source, self-hosted proactive assistant built on OpenBot. It sends a morning brief from Gmail and Google Calendar, runs tasks in its own browser container and pauses consequential actions for approval.",
      "url": "https://www.anchorterminal.com/tools/openduet",
      "markdownUrl": "https://www.anchorterminal.com/tools/openduet.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/openduet.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/openduet.json",
      "repo": "https://github.com/CopilotKit/OpenDuet",
      "license": "MIT. Threads and memory need a CopilotKit Intelligence project, a separate service under CopilotKit's Self-Service Agreement",
      "transports": [],
      "packages": [],
      "auth": "mixed",
      "authNotes": "The owner runs it from a clone. With no identity provider configured it runs as one fixed administrator with no sign-in and listens only on this machine (`OPENBOT_SINGLE_USER`, refused on a public address); configuring a provider turns sign-in on. The server will not start without `INTELLIGENCE_API_KEY`, a project key for CopilotKit Intelligence obtained through `npx copilotkit@latest login`, which opens a browser sign-in. A model key (OpenAI by default, Anthropic optional) goes in `.env`. Gmail and Calendar need a Google OAuth client an administrator registers, then each person connects their own account. An outside agent can be registered as a Bot over AG-UI (`type: remote-ag-ui`) with an optional write-only authorisation header.",
      "pricing": "freemium",
      "pricingNotes": "The repository is free under MIT. It needs CopilotKit Intelligence, which is free on the Developer plan (no card, 1,000 interactions a month hosted, or a Developer Edition for local non-production use on a renewable 30-day licence); pay as you go is $49 a month per organisation with 10,000 interactions, then graduated rates not shown on the pricing page. Model usage is billed by the model provider (https://www.copilotkit.ai/pricing, https://docs.copilotkit.ai/intelligence/plans, checked 2026-10-30).",
      "priceSummary": "Freemium",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the README, the OpenBot docs or the CopilotKit pricing page (checked 2026-10-30). Intelligence's paid plans are billed monthly to a card.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 1618,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-30"
      },
      "docsUrl": "https://github.com/CopilotKit/OpenDuet#readme",
      "capabilities": [
        "assistant.proactive",
        "assistant.self-hosted",
        "assistant.accounts",
        "assistant.memory",
        "assistant.messaging",
        "agent.mcp-client",
        "mailbox.read",
        "mailbox.send",
        "calendar.read"
      ],
      "tags": [
        "open-source",
        "self-hosted",
        "local",
        "typescript",
        "docker",
        "gmail",
        "slack",
        "teams",
        "mcp-client",
        "approvals",
        "telemetry-default-on",
        "pre-1.0",
        "free",
        "no-card",
        "new"
      ],
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 49.5,
        "grade": "D",
        "agentReady": false,
        "rank": 962,
        "ranked": true,
        "rankOf": 1239,
        "categoryRank": 15,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 52,
          "maintenance": 37,
          "payments": 30,
          "reliability": 42,
          "schema": 58,
          "security": 59,
          "transparency": 68
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-30"
        },
        "negative": 0,
        "verdict": "Self-hosted under MIT, with a server gateway that audits every Bot action, per-Bot browser containers with egress filtering, and write-only credentials. Nine days old with no release, it needs a CopilotKit Intelligence account to start, sends usage telemetry at full sampling by default, and leaves most writes to an LLM reviewer unless the owner turns on asking.",
        "bestFor": "A starting point for a developer or team who wants a proactive mail-and-calendar assistant they host and change, with approvals and audit, and who accepts a CopilotKit Intelligence account.",
        "strengths": [
          "MIT source, with everything OpenDuet-specific in one tenant folder over OpenBot's code",
          "One gateway evaluates policy and writes an audit row naming who started each run, exportable as CSV or OTLP",
          "Each Bot runs in its own container with an egress proxy that permits nothing until a policy arrives",
          "Payments, credential and security-setting changes are always handed to the person, and the reviewer fails closed",
          "Passwords go through a masked box, and stored credentials are encrypted, write-only and redacted from audit rows"
        ],
        "weaknesses": [
          "No release, tag, published image or deploy guide; the README marks it early development",
          "The server refuses to start without a CopilotKit Intelligence key, which needs a browser sign-in",
          "Writes other than payments, credentials and security settings run if the LLM reviewer passes them, unless the owner turns on asking",
          "Runtime telemetry is on by default at 100 per cent sampling, with a documented opt-out",
          "The latest CI run on main failed on 28 October 2026, and outside issues from 27 to 29 October mostly have no reply"
        ],
        "agentNotes": [
          "Follow the README's Quick start (`bun install`, `bash scripts/start.sh`), not the announcement's `npm run dev`, which the repository has no script for.",
          "Run `bun openbot/scripts/setup-learning.ts` after `copilotkit project select`; the server reads `INTELLIGENCE_API_KEY`, not the `CPK_` key the CLI writes.",
          "Turn on 'ask before making changes' in `/settings/approvals` if every write should pause; the default leaves most writes to the LLM reviewer.",
          "To bring your own agent, register it as a `remote-ag-ui` Bot in `agents.yaml`; its tool calls still pass through the gateway's policy and audit.",
          "Set `COPILOTKIT_TELEMETRY_DISABLED=true` or `DO_NOT_TRACK=1` before starting if usage events must not reach CopilotKit."
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 49.5
          }
        ],
        "editorialScores": {
          "ergonomics": 52,
          "maintenance": 37,
          "payments": 30,
          "reliability": 42,
          "schema": 58,
          "security": 59,
          "transparency": 68
        },
        "provenanceScore": 67,
        "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": "git clone https://github.com/CopilotKit/OpenDuet.git \u0026\u0026 cd OpenDuet \u0026\u0026 cp .env.example .env \u0026\u0026 bun install \u0026\u0026 npx --yes copilotkit@latest login \u0026\u0026 npx --yes copilotkit@latest project select \u0026\u0026 bun openbot/scripts/setup-learning.ts \u0026\u0026 bash scripts/start.sh"
      },
      "letme": {
        "capability": "https://letme.dev/assistant.proactive",
        "tool": "https://letme.dev/openduet"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "Tawkit, Inc. (d/b/a CopilotKit)",
        "domain": "copilotkit.ai",
        "domainRegistered": "2023-09-28",
        "endpointOnVendorDomain": null,
        "terms": "https://raw.githubusercontent.com/CopilotKit/OpenDuet/main/LICENSE",
        "privacy": "https://www.copilotkit.ai/privacy-policy",
        "statusPage": "",
        "changelog": "https://github.com/CopilotKit/OpenDuet/blob/main/openbot/CHANGELOG.md",
        "securityTxt": "none",
        "checked": "2026-10-30",
        "notes": [
          "The MIT licence reads Copyright (c) 2026 CopilotKit. CopilotKit's terms of service and privacy policy (effective 27 August 2026) name Tawkit, Inc., doing business as CopilotKit, governed by Delaware law. The Self-Service Agreement covers CopilotKit Intelligence, which OpenDuet requires.",
          "firstReleased is 2026-10-27, the date of CopilotKit's announcement post. The repository was created on 21 October 2026, but pull request #71 of 26 October ('remove internal material before OpenDuet goes public') shows it was not public before then, and there is no release or tag.",
          "The changelog is OpenBot's, vendored in `openbot/CHANGELOG.md`, with undated version sections from 0.0.1 to 0.2.0 and an Unreleased section. OpenDuet has no changelog of its own.",
          "https://www.copilotkit.ai/.well-known/security.txt answers 200 with the site's HTML, so no security.txt exists. Neither OpenDuet nor OpenBot has a SECURITY.md; CopilotKit's main repository has one naming security@copilotkit.ai.",
          "status.copilotkit.ai shows 'Copilot Cloud - API' and 'Web App' with 90-day uptime bars; it was not established that it covers Intelligence, and OpenDuet itself runs on the owner's machine.",
          "RDAP (Identity Digital) gives copilotkit.ai a registration date of 2023-09-28."
        ],
        "score": 67
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/openduet.json"
    },
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "Amos Blomqvist",
        "b": "CopilotKit (Tawkit, 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": "AGPL-3.0-only",
        "b": "MIT. Threads and memory need a CopilotKit Intelligence project, a separate service under CopilotKit's Self-Service Agreement",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-29",
        "b": "none",
        "name": "Last release"
      },
      {
        "a": "no date given",
        "b": "couldn't be read",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "2026-08-27",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "4.2k stars",
        "b": "1.6k stars",
        "name": "Popularity"
      }
    ],
    "faq": [
      {
        "answer": "LearnHarness scores 59.3 (C) on agent readiness against OpenDuet's 49.5 (D), and leads in 5 of 7 scored categories. OpenDuet leads on security \u0026 auth and transparency \u0026 trust.",
        "question": "Which is better for AI agents, LearnHarness or OpenDuet?"
      },
      {
        "answer": "Yes. LearnHarness is open source (AGPL-3.0-only). OpenDuet is open source (MIT. Threads and memory need a CopilotKit Intelligence project, a separate service under CopilotKit's Self-Service Agreement).",
        "question": "Are LearnHarness and OpenDuet open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 56 against 42",
          "Schema \u0026 documentation, 63 against 58",
          "Agent ergonomics, 60 against 52",
          "Payments \u0026 pricing, 60 against 30",
          "Maintenance \u0026 community, 71 against 37"
        ],
        "also": [
          "No key needed to call it"
        ],
        "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": [
          "Security \u0026 auth, 59 against 52",
          "Transparency \u0026 trust, 68 against 60"
        ],
        "also": null,
        "goodFor": "A starting point for a developer or team who wants a proactive mail-and-calendar assistant they host and change, with approvals and audit, and who accepts a CopilotKit Intelligence account.",
        "slug": "openduet",
        "watchFor": "No release, tag, published image or deploy guide; the README marks it early development"
      }
    ],
    "job": {
      "capability": "assistant.memory",
      "name": "Assistants that remember you"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/asaply-vs-openduet.json",
        "title": "asaply vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/asaply-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-openduet.json",
        "title": "Asmi vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/boba-vs-openduet.json",
        "title": "Boba vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/boba-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/brea-vs-openduet.json",
        "title": "Brea vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/brea-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/del-vs-openduet.json",
        "title": "Del vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/del-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hirealpha-vs-openduet.json",
        "title": "HireAlpha vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/hirealpha-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-openinstinct.json",
        "title": "OpenDuet vs OpenInstinct",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-openinstinct"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-orbits.json",
        "title": "OpenDuet vs Orbits",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-orbits"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-orchid-ai.json",
        "title": "OpenDuet vs Orchid",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-orchid-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-szn.json",
        "title": "OpenDuet vs szn",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-szn"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-tab-bot.json",
        "title": "OpenDuet vs Tab",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-tab-bot"
      },
      {
        "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/astrbot-vs-openduet.json",
        "title": "AstrBot vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/astrbot-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/boski-vs-openduet.json",
        "title": "Boski vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/boski-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/caddy-app-vs-openduet.json",
        "title": "Caddy vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/caddy-app-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-duet-vs-openduet.json",
        "title": "Claude Duet vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/claude-duet-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cowagent-vs-openduet.json",
        "title": "CowAgent vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/cowagent-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-openduet.json",
        "title": "folk vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gaia-vs-openduet.json",
        "title": "GAIA vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/gaia-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-openduet.json",
        "title": "Gemini Spark vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/grok-bot-vs-openduet.json",
        "title": "Grok Bot vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/grok-bot-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/haven-vs-openduet.json",
        "title": "Haven vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/haven-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-openduet.json",
        "title": "Hermes Agent vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/instinct-vs-openduet.json",
        "title": "Instinct vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/instinct-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ironclaw-vs-openduet.json",
        "title": "IronClaw vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/ironclaw-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-openduet.json",
        "title": "Leon vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/leon-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lindy-vs-openduet.json",
        "title": "Lindy vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/lindy-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nanobot-vs-openduet.json",
        "title": "nanobot vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/nanobot-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-openduet.json",
        "title": "NanoClaw vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-dots-vs-openduet.json",
        "title": "Dots vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/openai-dots-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openclaw-vs-openduet.json",
        "title": "OpenClaw vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/openclaw-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-picoclaw.json",
        "title": "OpenDuet vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-poke.json",
        "title": "OpenDuet vs Poke",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-poke"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-qwenpaw.json",
        "title": "OpenDuet vs QwenPaw",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-qwenpaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-tasker-ai.json",
        "title": "OpenDuet vs Tasker AI",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-tasker-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-town.json",
        "title": "OpenDuet vs Town",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-town"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-zeroclaw.json",
        "title": "OpenDuet vs ZeroClaw",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-zeroclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-zo-computer.json",
        "title": "OpenDuet vs Zo Computer",
        "url": "https://www.anchorterminal.com/compare/openduet-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-openduet.json",
        "title": "Atticus vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/atticus-vs-openduet"
      },
      {
        "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-openduet.json",
        "title": "DeepTutor vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/deeptutor-vs-openduet"
      },
      {
        "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-openduet.json",
        "title": "Hark Pro vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/hark-pro-vs-openduet"
      },
      {
        "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-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-zapia.json",
        "title": "LearnHarness vs Zapia",
        "url": "https://www.anchorterminal.com/compare/learnharness-vs-zapia"
      },
      {
        "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/openduet-vs-talorys.json",
        "title": "OpenDuet vs Talorys",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-talorys"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lobby-os-vs-openduet.json",
        "title": "Lobby vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/lobby-os-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/natura-vs-openduet.json",
        "title": "Natura tinyNature vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/natura-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-pally.json",
        "title": "OpenDuet vs Pally",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-pally"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-tomo.json",
        "title": "OpenDuet vs Tomo",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-tomo"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openduet-vs-wajo.json",
        "title": "OpenDuet vs Wajo (Fo)",
        "url": "https://www.anchorterminal.com/compare/openduet-vs-wajo"
      },
      {
        "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": 14,
        "edge": "learnharness",
        "key": "reliability",
        "learnharness": 56,
        "name": "Reliability",
        "openduet": 42,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 5,
        "edge": "learnharness",
        "key": "schema",
        "learnharness": 63,
        "name": "Schema \u0026 documentation",
        "openduet": 58,
        "weight": 13
      },
      {
        "by": 8,
        "edge": "learnharness",
        "key": "ergonomics",
        "learnharness": 60,
        "name": "Agent ergonomics",
        "openduet": 52,
        "weight": 13
      },
      {
        "by": 7,
        "edge": "openduet",
        "key": "security",
        "learnharness": 52,
        "name": "Security \u0026 auth",
        "openduet": 59,
        "weight": 14
      },
      {
        "by": 30,
        "edge": "learnharness",
        "key": "payments",
        "learnharness": 60,
        "name": "Payments \u0026 pricing",
        "openduet": 30,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 34,
        "edge": "learnharness",
        "key": "maintenance",
        "learnharness": 71,
        "name": "Maintenance \u0026 community",
        "openduet": 37,
        "weight": 7
      },
      {
        "by": 8,
        "edge": "openduet",
        "key": "transparency",
        "learnharness": 60,
        "name": "Transparency \u0026 trust",
        "openduet": 68,
        "weight": 7
      }
    ],
    "summary": "LearnHarness scores 59.3 (C) on agent readiness against OpenDuet's 49.5 (D), and leads in 5 of 7 scored categories. OpenDuet leads on security \u0026 auth and transparency \u0026 trust. 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.",
      "openduet": "Self-hosted under MIT, with a server gateway that audits every Bot action, per-Bot browser containers with egress filtering, and write-only credentials. Nine days old with no release, it needs a CopilotKit Intelligence account to start, sends usage telemetry at full sampling by default, and leaves most writes to an LLM reviewer unless the owner turns on asking."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/learnharness-vs-openduet",
    "json": "https://www.anchorterminal.com/compare/learnharness-vs-openduet.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/learnharness-vs-openduet.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/learnharness-vs-openduet.min.md"
  },
  "markdown": "LearnHarness scores 59.3 (C) on agent readiness against OpenDuet's 49.5 (D), and leads in 5 of 7 scored categories. OpenDuet leads on security \u0026 auth and transparency \u0026 trust. 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- OpenDuet: grade D, 49.5/100, rank #962 of 1239. Markdown https://www.anchorterminal.com/tools/openduet.md · JSON https://www.anchorterminal.com/api/v1/tools/openduet.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 42\n- Schema \u0026 documentation, 63 against 58\n- Agent ergonomics, 60 against 52\n- Payments \u0026 pricing, 60 against 30\n- Maintenance \u0026 community, 71 against 37\n\nAlso in its favour:\n- No key needed to call it\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### OpenDuet (D)\n\nGood for: A starting point for a developer or team who wants a proactive mail-and-calendar assistant they host and change, with approvals and audit, and who accepts a CopilotKit Intelligence account.\n\nAhead on:\n- Security \u0026 auth, 59 against 52\n- Transparency \u0026 trust, 68 against 60\n\nWatch for: No release, tag, published image or deploy guide; the README marks it early development\n\n\n## Score by category\n\n| Category | Weight | LearnHarness | OpenDuet | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 56 | 42 | LearnHarness +14 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 63 | 58 | LearnHarness +5 |\n| Agent ergonomics | 13% (16.2 this run) | 60 | 52 | LearnHarness +8 |\n| Security \u0026 auth | 14% (17.5 this run) | 52 | 59 | OpenDuet +7 |\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 | 37 | LearnHarness +34 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 60 | 68 | OpenDuet +8 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **59.3 · C** | **49.5 · D** | |\n\n## Facts side by side\n\n| Fact | LearnHarness | OpenDuet |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Amos Blomqvist | CopilotKit (Tawkit, 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 | AGPL-3.0-only | MIT. Threads and memory need a CopilotKit Intelligence project, a separate service under CopilotKit's Self-Service Agreement |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| Last release | 2026-10-29 | none |\n| Terms last updated | no date given | couldn't be read |\n| Privacy policy last updated | no document linked | 2026-08-27 |\n| Customer content may train models | not found in the text | couldn't be read |\n| Terms restrict automated access | not found in the text | couldn't be read |\n| Terms restrict benchmarking | not found in the text | couldn't be read |\n| Terms or service can change without notice | not found in the text | couldn't be read |\n| Arbitration or class-action waiver | not found in the text | couldn't be read |\n| Popularity | 4.2k stars | 1.6k stars |\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**OpenDuet.** Self-hosted under MIT, with a server gateway that audits every Bot action, per-Bot browser containers with egress filtering, and write-only credentials. Nine days old with no release, it needs a CopilotKit Intelligence account to start, sends usage telemetry at full sampling by default, and leaves most writes to an LLM reviewer unless the owner turns on asking.\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### OpenDuet\n\n1. Follow the README's Quick start (`bun install`, `bash scripts/start.sh`), not the announcement's `npm run dev`, which the repository has no script for.\n2. Run `bun openbot/scripts/setup-learning.ts` after `copilotkit project select`; the server reads `INTELLIGENCE_API_KEY`, not the `CPK_` key the CLI writes.\n3. Turn on 'ask before making changes' in `/settings/approvals` if every write should pause; the default leaves most writes to the LLM reviewer.\n4. To bring your own agent, register it as a `remote-ag-ui` Bot in `agents.yaml`; its tool calls still pass through the gateway's policy and audit.\n5. Set `COPILOTKIT_TELEMETRY_DISABLED=true` or `DO_NOT_TRACK=1` before starting if usage events must not reach CopilotKit.\n\n## Questions\n\n### Which is better for AI agents, LearnHarness or OpenDuet?\n\nLearnHarness scores 59.3 (C) on agent readiness against OpenDuet's 49.5 (D), and leads in 5 of 7 scored categories. OpenDuet leads on security \u0026 auth and transparency \u0026 trust.\n\n### Are LearnHarness and OpenDuet open source?\n\nYes. LearnHarness is open source (AGPL-3.0-only). OpenDuet is open source (MIT. Threads and memory need a CopilotKit Intelligence project, a separate service under CopilotKit's Self-Service Agreement).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/learnharness-vs-openduet.json, and with the fewest tokens: https://www.anchorterminal.com/compare/learnharness-vs-openduet.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"learnharness\", \"b\": \"openduet\"}`. From a terminal: `anchor compare learnharness openduet`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/learnharness.json and https://www.anchorterminal.com/api/v1/tools/openduet.json\n\n## Other comparisons with LearnHarness or OpenDuet\n\n- [asaply vs OpenDuet](https://www.anchorterminal.com/compare/asaply-vs-openduet.md)\n- [Asmi vs OpenDuet](https://www.anchorterminal.com/compare/asmi-vs-openduet.md)\n- [Boba vs OpenDuet](https://www.anchorterminal.com/compare/boba-vs-openduet.md)\n- [Brea vs OpenDuet](https://www.anchorterminal.com/compare/brea-vs-openduet.md)\n- [Del vs OpenDuet](https://www.anchorterminal.com/compare/del-vs-openduet.md)\n- [HireAlpha vs OpenDuet](https://www.anchorterminal.com/compare/hirealpha-vs-openduet.md)\n- [OpenDuet vs OpenInstinct](https://www.anchorterminal.com/compare/openduet-vs-openinstinct.md)\n- [OpenDuet vs Orbits](https://www.anchorterminal.com/compare/openduet-vs-orbits.md)\n- [OpenDuet vs Orchid](https://www.anchorterminal.com/compare/openduet-vs-orchid-ai.md)\n- [OpenDuet vs szn](https://www.anchorterminal.com/compare/openduet-vs-szn.md)\n- [OpenDuet vs Tab](https://www.anchorterminal.com/compare/openduet-vs-tab-bot.md)\n- [OpenDuet vs Zapia](https://www.anchorterminal.com/compare/openduet-vs-zapia.md)\n- [AstrBot vs OpenDuet](https://www.anchorterminal.com/compare/astrbot-vs-openduet.md)\n- [Boski vs OpenDuet](https://www.anchorterminal.com/compare/boski-vs-openduet.md)\n- [Caddy vs OpenDuet](https://www.anchorterminal.com/compare/caddy-app-vs-openduet.md)\n- [Claude Duet vs OpenDuet](https://www.anchorterminal.com/compare/claude-duet-vs-openduet.md)\n- [CowAgent vs OpenDuet](https://www.anchorterminal.com/compare/cowagent-vs-openduet.md)\n- [folk vs OpenDuet](https://www.anchorterminal.com/compare/folk-nozomio-vs-openduet.md)\n- [GAIA vs OpenDuet](https://www.anchorterminal.com/compare/gaia-vs-openduet.md)\n- [Gemini Spark vs OpenDuet](https://www.anchorterminal.com/compare/gemini-spark-vs-openduet.md)\n- [Grok Bot vs OpenDuet](https://www.anchorterminal.com/compare/grok-bot-vs-openduet.md)\n- [Haven vs OpenDuet](https://www.anchorterminal.com/compare/haven-vs-openduet.md)\n- [Hermes Agent vs OpenDuet](https://www.anchorterminal.com/compare/hermes-agent-vs-openduet.md)\n- [Instinct vs OpenDuet](https://www.anchorterminal.com/compare/instinct-vs-openduet.md)\n- [IronClaw vs OpenDuet](https://www.anchorterminal.com/compare/ironclaw-vs-openduet.md)\n- [Leon vs OpenDuet](https://www.anchorterminal.com/compare/leon-vs-openduet.md)\n- [Lindy vs OpenDuet](https://www.anchorterminal.com/compare/lindy-vs-openduet.md)\n- [nanobot vs OpenDuet](https://www.anchorterminal.com/compare/nanobot-vs-openduet.md)\n- [NanoClaw vs OpenDuet](https://www.anchorterminal.com/compare/nanoclaw-vs-openduet.md)\n- [Dots vs OpenDuet](https://www.anchorterminal.com/compare/openai-dots-vs-openduet.md)\n- [OpenClaw vs 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OpenDuet](https://www.anchorterminal.com/compare/atticus-vs-openduet.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 OpenDuet](https://www.anchorterminal.com/compare/deeptutor-vs-openduet.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 OpenDuet](https://www.anchorterminal.com/compare/hark-pro-vs-openduet.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 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 Zapia](https://www.anchorterminal.com/compare/learnharness-vs-zapia.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- [OpenDuet vs Talorys](https://www.anchorterminal.com/compare/openduet-vs-talorys.md)\n- [Lobby vs OpenDuet](https://www.anchorterminal.com/compare/lobby-os-vs-openduet.md)\n- [Natura tinyNature vs OpenDuet](https://www.anchorterminal.com/compare/natura-vs-openduet.md)\n- [OpenDuet vs Pally](https://www.anchorterminal.com/compare/openduet-vs-pally.md)\n- [OpenDuet vs Tomo](https://www.anchorterminal.com/compare/openduet-vs-tomo.md)\n- [OpenDuet vs Wajo (Fo)](https://www.anchorterminal.com/compare/openduet-vs-wajo.md)\n- [AstrBot vs LearnHarness](https://www.anchorterminal.com/compare/astrbot-vs-learnharness.md)\n",
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