{
  "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 Leon's 41.3 (E), and leads in 5 of 7 scored categories.",
    "b": {
      "slug": "leon",
      "name": "Leon",
      "vendor": "Louis Grenard (Leon AI)",
      "vendorUrl": "https://getleon.ai",
      "kind": "harness",
      "category": "personal-assistants",
      "summary": "Open-source personal assistant by Louis Grenard that the owner runs on their own machine or server. The 2.0 Developer Preview adds an agent loop with tools, layered memory, computer use and a proactive pulse, reached through a web app.",
      "url": "https://www.anchorterminal.com/tools/leon",
      "markdownUrl": "https://www.anchorterminal.com/tools/leon.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/leon.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/leon.json",
      "repo": "https://github.com/leon-ai/leon",
      "license": "MIT",
      "transports": [],
      "packages": [
        {
          "registry": "npm",
          "name": "@leon-ai/cli"
        }
      ],
      "auth": "none",
      "authNotes": "No account. The web app and the Socket.IO and HTTP interfaces accept any client unless `client_interface.auth.enabled` is set, after which a `\u003cprofile\u003e:\u003ctoken\u003e` credential from `LEON_PROFILE_TOKEN` is required. Model provider keys go in the profile `.env`. Connected apps use OAuth or a pasted token.",
      "pricing": "free",
      "pricingNotes": "Free and MIT, with nothing to buy. The project takes sponsorship. Model usage is billed by the provider the owner picks, or costs nothing with a local llama.cpp model.",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the README, the context documents or the source (checked 2026-10-12).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 17568,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-12"
      },
      "docsUrl": "https://github.com/leon-ai/leon/blob/develop/README.md",
      "capabilities": [
        "assistant.proactive",
        "assistant.self-hosted",
        "assistant.memory",
        "assistant.accounts"
      ],
      "tags": [
        "open-source",
        "self-hosted",
        "local",
        "free",
        "no-card",
        "typescript",
        "beta",
        "telemetry-default-on"
      ],
      "lastRelease": "2023-05-01",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 41.3,
        "grade": "E",
        "agentReady": false,
        "rank": 1103,
        "ranked": true,
        "rankOf": 1239,
        "categoryRank": 22,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 57,
          "maintenance": 15,
          "payments": 60,
          "reliability": 32,
          "schema": 33,
          "security": 34,
          "transparency": 63
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-12"
        },
        "negative": 0,
        "verdict": "Connected-app credentials are encrypted per profile and the Gmail connection is read-only. The 2.0 Developer Preview has no tagged release, runs tools and a 30-minute proactive pulse with no approval step, listens on every network interface with client authentication off, and sends telemetry by default.",
        "bestFor": "A developer who wants a self-hosted assistant with memory, computer use and a local model, and who will read the source.",
        "strengths": [
          "MIT licence, with the whole server, web app, tools and skills in one public repository",
          "Connected-app credentials are stored per profile with AES-256-GCM, and the Gmail connection asks only for the `gmail.readonly` scope",
          "Runs with a local llama.cpp model or any of 11 hosted providers, so the owner chooses which company sees the content",
          "Tool allow and disable lists, a configurable iteration limit (256 by default) and per-profile tool-call logs",
          "At least 200 commits between 25 September and 12 October 2026, with a fresh-install check passing on develop three times a week"
        ],
        "weaknesses": [
          "No tagged release of the core since 1.0.0-beta.8 on 1 May 2023. The 2.0 Developer Preview is installed by cloning the develop branch",
          "No approval step before a tool call. Shell commands pass a blocklist of patterns, and the proactive pulse is on by default and runs one task every 30 minutes",
          "The server listens on 0.0.0.0 and client authentication is off in the sample config",
          "Telemetry is on in the sample config and posts an instance ID, versions and hardware details to telemetry.getleon.ai. The README and the docs pages read do not describe it",
          "No `SECURITY.md`, security.txt, privacy policy or 2.0 documentation, and no messaging-app channel or MCP client on the develop branch"
        ],
        "agentNotes": [
          "Clone the develop branch for 2.0. `npm install --global @leon-ai/cli` and docs.getleon.ai install and describe the legacy 1.0 betas",
          "Set `client_interface.auth.enabled: true` and a `LEON_PROFILE_TOKEN` before the machine joins a shared network. The server binds 0.0.0.0",
          "Set `telemetry_enabled: false` and `runtime.pulse_enabled: false` in the profile `config.yml` for an unattended or private run",
          "Use `availability.tools.allowed` to limit tools. Shell, file writes, computer use and browser control are otherwise available to the agent with no approval prompt",
          "Back up `LEON_CONNECTIONS_ENCRYPTION_KEY` from the profile `.env`. Without it the stored connections cannot be read"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 1.8,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "E",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 41.3
          }
        ],
        "editorialScores": {
          "ergonomics": 57,
          "maintenance": 15,
          "payments": 60,
          "reliability": 32,
          "schema": 33,
          "security": 34,
          "transparency": 52
        },
        "provenanceScore": 73,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-12",
            "maintenance": "2026-10-12",
            "payments": "2026-10-12",
            "reliability": "2026-10-12",
            "schema": "2026-10-12",
            "security": "2026-10-12",
            "transparency": "2026-10-12"
          },
          "last": "2026-10-12",
          "lastMoved": "2026-10-27",
          "oldest": "2026-10-12",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "git clone https://github.com/leon-ai/leon.git \u0026\u0026 cd leon \u0026\u0026 npm install --global pnpm@latest \u0026\u0026 pnpm install \u0026\u0026 pnpm start"
      },
      "letme": {
        "capability": "https://letme.dev/assistant.proactive",
        "tool": "https://letme.dev/leon"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "No legal entity found. Copyright Louis Grenard",
        "domain": "getleon.ai",
        "domainRegistered": "2018-02-16",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://github.com/leon-ai/leon/blob/develop/CHANGELOG.md",
        "securityTxt": "none",
        "checked": "2026-10-12",
        "notes": [
          "`LICENSE.md` and the footer of getleon.ai read Copyright 2019 to present Louis Grenard. No company or foundation is named on the pages read.",
          "No terms of service or privacy policy was found on getleon.ai, docs.getleon.ai or in the repository, so no link is given and the MIT licence stands in.",
          "getleon.ai/.well-known/security.txt returns 404, and the repository has no `SECURITY.md`. The GitHub API lists no published security advisory.",
          "RDAP for getleon.ai gives a registration date of 2018-02-16.",
          "The assistant answers on the owner's own host. The only vendor endpoint the source names is telemetry.getleon.ai, which receives telemetry.",
          "`CHANGELOG.md` ends at 1.0.0-beta.8 of 1 May 2023. Changes to the 2.0 Developer Preview are recorded only as commits."
        ],
        "score": 73
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/leon.json",
      "live": {
        "slug": "leon",
        "versions": [
          {
            "registry": "npm",
            "name": "@leon-ai/cli",
            "version": "1.5.0",
            "seenAt": "2026-10-30T14:23:52.238810583Z"
          }
        ],
        "githubStars": 17622,
        "npmWeekly": 104,
        "securityTxt": {
          "url": "https://getleon.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-30T15:38:43.184745077Z"
        },
        "domain": {
          "domain": "getleon.ai",
          "registered": "2018-02-16",
          "source": "https://rdap.identitydigital.services/rdap/domain/getleon.ai",
          "checkedAt": "2026-10-25T13:54:21.143516298Z"
        },
        "pages": [
          {
            "url": "https://raw.githubusercontent.com/leon-ai/leon/develop/CHANGELOG.md",
            "kind": "changelog",
            "status": 304,
            "checkedAt": "2026-10-30T05:49:17.471927674Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "e5096ea96d54"
          }
        ],
        "github": {
          "repo": "leon-ai/leon",
          "checkedAt": "2026-10-26T07:39:29.414728737Z",
          "stars": 17606,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-10-26T02:53:14Z",
          "openIssues": 95,
          "openPRs": 20,
          "issuesOpened90d": 5,
          "issuesClosed90d": 4,
          "prsMerged90d": 3,
          "replies": {
            "sampled": 25,
            "unanswered": 11,
            "medianDays": 1.8
          }
        },
        "updatedAt": "2026-10-30T15:38:43.184745077Z"
      }
    },
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "Amos Blomqvist",
        "b": "Louis Grenard (Leon AI)",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "None",
        "b": "None",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "AGPL-3.0-only",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-29",
        "b": "2023-05-01",
        "name": "Last release"
      },
      {
        "a": "no date given",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "no document linked",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "4.2k stars",
        "b": "18k stars",
        "name": "Popularity"
      },
      {
        "a": "none",
        "b": "1.8/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "LearnHarness scores 59.3 (C) on agent readiness against Leon's 41.3 (E), and leads in 5 of 7 scored categories.",
        "question": "Which is better for AI agents, LearnHarness or Leon?"
      },
      {
        "answer": "Yes. LearnHarness is open source (AGPL-3.0-only). Leon is open source (MIT).",
        "question": "Are LearnHarness and Leon open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 56 against 32",
          "Schema \u0026 documentation, 63 against 33",
          "Security \u0026 auth, 52 against 34",
          "Maintenance \u0026 community, 71 against 15"
        ],
        "also": null,
        "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": "A developer who wants a self-hosted assistant with memory, computer use and a local model, and who will read the source.",
        "slug": "leon",
        "watchFor": "No tagged release of the core since 1.0.0-beta.8 on 1 May 2023. The 2.0 Developer Preview is installed by cloning the develop branch"
      }
    ],
    "job": {
      "capability": "assistant.memory",
      "name": "Assistants that remember you"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/astrbot-vs-leon.json",
        "title": "AstrBot vs Leon",
        "url": "https://www.anchorterminal.com/compare/astrbot-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/boski-vs-leon.json",
        "title": "Boski vs Leon",
        "url": "https://www.anchorterminal.com/compare/boski-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/caddy-app-vs-leon.json",
        "title": "Caddy vs Leon",
        "url": "https://www.anchorterminal.com/compare/caddy-app-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-duet-vs-leon.json",
        "title": "Claude Duet vs Leon",
        "url": "https://www.anchorterminal.com/compare/claude-duet-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cowagent-vs-leon.json",
        "title": "CowAgent vs Leon",
        "url": "https://www.anchorterminal.com/compare/cowagent-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-leon.json",
        "title": "folk vs Leon",
        "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gaia-vs-leon.json",
        "title": "GAIA vs Leon",
        "url": "https://www.anchorterminal.com/compare/gaia-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-leon.json",
        "title": "Gemini Spark vs Leon",
        "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/grok-bot-vs-leon.json",
        "title": "Grok Bot vs Leon",
        "url": "https://www.anchorterminal.com/compare/grok-bot-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/haven-vs-leon.json",
        "title": "Haven vs Leon",
        "url": "https://www.anchorterminal.com/compare/haven-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-leon.json",
        "title": "Hermes Agent vs Leon",
        "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/instinct-vs-leon.json",
        "title": "Instinct vs Leon",
        "url": "https://www.anchorterminal.com/compare/instinct-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ironclaw-vs-leon.json",
        "title": "IronClaw vs Leon",
        "url": "https://www.anchorterminal.com/compare/ironclaw-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-lindy.json",
        "title": "Leon vs Lindy",
        "url": "https://www.anchorterminal.com/compare/leon-vs-lindy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-lobby-os.json",
        "title": "Leon vs Lobby",
        "url": "https://www.anchorterminal.com/compare/leon-vs-lobby-os"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-nanobot.json",
        "title": "Leon vs nanobot",
        "url": "https://www.anchorterminal.com/compare/leon-vs-nanobot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-nanoclaw.json",
        "title": "Leon vs NanoClaw",
        "url": "https://www.anchorterminal.com/compare/leon-vs-nanoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-openai-dots.json",
        "title": "Leon vs Dots",
        "url": "https://www.anchorterminal.com/compare/leon-vs-openai-dots"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-openclaw.json",
        "title": "Leon vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/leon-vs-openclaw"
      },
      {
        "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/leon-vs-picoclaw.json",
        "title": "Leon vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/leon-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-poke.json",
        "title": "Leon vs Poke",
        "url": "https://www.anchorterminal.com/compare/leon-vs-poke"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-qwenpaw.json",
        "title": "Leon vs QwenPaw",
        "url": "https://www.anchorterminal.com/compare/leon-vs-qwenpaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-tasker-ai.json",
        "title": "Leon vs Tasker AI",
        "url": "https://www.anchorterminal.com/compare/leon-vs-tasker-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-town.json",
        "title": "Leon vs Town",
        "url": "https://www.anchorterminal.com/compare/leon-vs-town"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-zeroclaw.json",
        "title": "Leon vs ZeroClaw",
        "url": "https://www.anchorterminal.com/compare/leon-vs-zeroclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-zo-computer.json",
        "title": "Leon vs Zo Computer",
        "url": "https://www.anchorterminal.com/compare/leon-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/asmi-vs-leon.json",
        "title": "Asmi vs Leon",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-leon"
      },
      {
        "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-leon.json",
        "title": "Atticus vs Leon",
        "url": "https://www.anchorterminal.com/compare/atticus-vs-leon"
      },
      {
        "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/boba-vs-leon.json",
        "title": "Boba vs Leon",
        "url": "https://www.anchorterminal.com/compare/boba-vs-leon"
      },
      {
        "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-leon.json",
        "title": "DeepTutor vs Leon",
        "url": "https://www.anchorterminal.com/compare/deeptutor-vs-leon"
      },
      {
        "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-leon.json",
        "title": "Hark Pro vs Leon",
        "url": "https://www.anchorterminal.com/compare/hark-pro-vs-leon"
      },
      {
        "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-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-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/leon-vs-tab-bot.json",
        "title": "Leon vs Tab",
        "url": "https://www.anchorterminal.com/compare/leon-vs-tab-bot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-talorys.json",
        "title": "Leon vs Talorys",
        "url": "https://www.anchorterminal.com/compare/leon-vs-talorys"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asaply-vs-leon.json",
        "title": "asaply vs Leon",
        "url": "https://www.anchorterminal.com/compare/asaply-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/brea-vs-leon.json",
        "title": "Brea vs Leon",
        "url": "https://www.anchorterminal.com/compare/brea-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/del-vs-leon.json",
        "title": "Del vs Leon",
        "url": "https://www.anchorterminal.com/compare/del-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hirealpha-vs-leon.json",
        "title": "HireAlpha vs Leon",
        "url": "https://www.anchorterminal.com/compare/hirealpha-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-natura.json",
        "title": "Leon vs Natura tinyNature",
        "url": "https://www.anchorterminal.com/compare/leon-vs-natura"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-orbits.json",
        "title": "Leon vs Orbits",
        "url": "https://www.anchorterminal.com/compare/leon-vs-orbits"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-orchid-ai.json",
        "title": "Leon vs Orchid",
        "url": "https://www.anchorterminal.com/compare/leon-vs-orchid-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-pally.json",
        "title": "Leon vs Pally",
        "url": "https://www.anchorterminal.com/compare/leon-vs-pally"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-szn.json",
        "title": "Leon vs szn",
        "url": "https://www.anchorterminal.com/compare/leon-vs-szn"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-tomo.json",
        "title": "Leon vs Tomo",
        "url": "https://www.anchorterminal.com/compare/leon-vs-tomo"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-wajo.json",
        "title": "Leon vs Wajo (Fo)",
        "url": "https://www.anchorterminal.com/compare/leon-vs-wajo"
      },
      {
        "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/astrbot-vs-learnharness.json",
        "title": "AstrBot vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/astrbot-vs-learnharness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-openinstinct.json",
        "title": "Leon vs OpenInstinct",
        "url": "https://www.anchorterminal.com/compare/leon-vs-openinstinct"
      }
    ],
    "scores": [
      {
        "by": 24,
        "edge": "learnharness",
        "key": "reliability",
        "learnharness": 56,
        "leon": 32,
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 30,
        "edge": "learnharness",
        "key": "schema",
        "learnharness": 63,
        "leon": 33,
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 3,
        "edge": "learnharness",
        "key": "ergonomics",
        "learnharness": 60,
        "leon": 57,
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 18,
        "edge": "learnharness",
        "key": "security",
        "learnharness": 52,
        "leon": 34,
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "key": "payments",
        "learnharness": 60,
        "leon": 60,
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 56,
        "edge": "learnharness",
        "key": "maintenance",
        "learnharness": 71,
        "leon": 15,
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 3,
        "edge": "leon",
        "key": "transparency",
        "learnharness": 60,
        "leon": 63,
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "LearnHarness scores 59.3 (C) on agent readiness against Leon's 41.3 (E), and leads in 5 of 7 scored categories. 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.",
      "leon": "Connected-app credentials are encrypted per profile and the Gmail connection is read-only. The 2.0 Developer Preview has no tagged release, runs tools and a 30-minute proactive pulse with no approval step, listens on every network interface with client authentication off, and sends telemetry by default."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/learnharness-vs-leon",
    "json": "https://www.anchorterminal.com/compare/learnharness-vs-leon.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/learnharness-vs-leon.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/learnharness-vs-leon.min.md"
  },
  "markdown": "LearnHarness scores 59.3 (C) on agent readiness against Leon's 41.3 (E), and leads in 5 of 7 scored categories. 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- Leon: grade E, 41.3/100, rank #1103 of 1239. Markdown https://www.anchorterminal.com/tools/leon.md · JSON https://www.anchorterminal.com/api/v1/tools/leon.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 32\n- Schema \u0026 documentation, 63 against 33\n- Security \u0026 auth, 52 against 34\n- Maintenance \u0026 community, 71 against 15\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### Leon (E)\n\nGood for: A developer who wants a self-hosted assistant with memory, computer use and a local model, and who will read the source.\n\nWatch for: No tagged release of the core since 1.0.0-beta.8 on 1 May 2023. The 2.0 Developer Preview is installed by cloning the develop branch\n\n\n## Score by category\n\n| Category | Weight | LearnHarness | Leon | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 56 | 32 | LearnHarness +24 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 63 | 33 | LearnHarness +30 |\n| Agent ergonomics | 13% (16.2 this run) | 60 | 57 | LearnHarness +3 |\n| Security \u0026 auth | 14% (17.5 this run) | 52 | 34 | LearnHarness +18 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 60 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 71 | 15 | LearnHarness +56 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 60 | 63 | Leon +3 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **59.3 · C** | **41.3 · E** | |\n\n## Facts side by side\n\n| Fact | LearnHarness | Leon |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Amos Blomqvist | Louis Grenard (Leon AI) |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  |  |\n| Auth | None | None |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | AGPL-3.0-only | MIT |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| Last release | 2026-10-29 | 2023-05-01 |\n| Terms last updated | no date given | no document linked |\n| Privacy policy last updated | no document linked | no document linked |\n| Customer content may train models | not found in the text |  |\n| Terms restrict automated access | not found in the text |  |\n| Terms restrict benchmarking | not found in the text |  |\n| Terms or service can change without notice | not found in the text |  |\n| Arbitration or class-action waiver | not found in the text |  |\n| Popularity | 4.2k stars | 18k stars |\n| Agent reviews | none | 1.8/5 (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**Leon.** Connected-app credentials are encrypted per profile and the Gmail connection is read-only. The 2.0 Developer Preview has no tagged release, runs tools and a 30-minute proactive pulse with no approval step, listens on every network interface with client authentication off, and sends telemetry by default.\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### Leon\n\n1. Clone the develop branch for 2.0. `npm install --global @leon-ai/cli` and docs.getleon.ai install and describe the legacy 1.0 betas\n2. Set `client_interface.auth.enabled: true` and a `LEON_PROFILE_TOKEN` before the machine joins a shared network. The server binds 0.0.0.0\n3. Set `telemetry_enabled: false` and `runtime.pulse_enabled: false` in the profile `config.yml` for an unattended or private run\n4. Use `availability.tools.allowed` to limit tools. Shell, file writes, computer use and browser control are otherwise available to the agent with no approval prompt\n5. Back up `LEON_CONNECTIONS_ENCRYPTION_KEY` from the profile `.env`. Without it the stored connections cannot be read\n\n## Questions\n\n### Which is better for AI agents, LearnHarness or Leon?\n\nLearnHarness scores 59.3 (C) on agent readiness against Leon's 41.3 (E), and leads in 5 of 7 scored categories.\n\n### Are LearnHarness and Leon open source?\n\nYes. LearnHarness is open source (AGPL-3.0-only). Leon is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/learnharness-vs-leon.json, and with the fewest tokens: https://www.anchorterminal.com/compare/learnharness-vs-leon.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"learnharness\", \"b\": \"leon\"}`. From a terminal: `anchor compare learnharness leon`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/learnharness.json and https://www.anchorterminal.com/api/v1/tools/leon.json\n\n## Other comparisons with LearnHarness or Leon\n\n- [AstrBot vs Leon](https://www.anchorterminal.com/compare/astrbot-vs-leon.md)\n- [Boski vs Leon](https://www.anchorterminal.com/compare/boski-vs-leon.md)\n- [Caddy vs Leon](https://www.anchorterminal.com/compare/caddy-app-vs-leon.md)\n- [Claude Duet vs Leon](https://www.anchorterminal.com/compare/claude-duet-vs-leon.md)\n- [CowAgent vs Leon](https://www.anchorterminal.com/compare/cowagent-vs-leon.md)\n- [folk vs Leon](https://www.anchorterminal.com/compare/folk-nozomio-vs-leon.md)\n- [GAIA vs Leon](https://www.anchorterminal.com/compare/gaia-vs-leon.md)\n- [Gemini Spark vs Leon](https://www.anchorterminal.com/compare/gemini-spark-vs-leon.md)\n- [Grok Bot vs Leon](https://www.anchorterminal.com/compare/grok-bot-vs-leon.md)\n- [Haven vs Leon](https://www.anchorterminal.com/compare/haven-vs-leon.md)\n- [Hermes Agent vs Leon](https://www.anchorterminal.com/compare/hermes-agent-vs-leon.md)\n- [Instinct vs Leon](https://www.anchorterminal.com/compare/instinct-vs-leon.md)\n- [IronClaw vs Leon](https://www.anchorterminal.com/compare/ironclaw-vs-leon.md)\n- [Leon vs Lindy](https://www.anchorterminal.com/compare/leon-vs-lindy.md)\n- [Leon vs Lobby](https://www.anchorterminal.com/compare/leon-vs-lobby-os.md)\n- [Leon vs nanobot](https://www.anchorterminal.com/compare/leon-vs-nanobot.md)\n- [Leon vs NanoClaw](https://www.anchorterminal.com/compare/leon-vs-nanoclaw.md)\n- [Leon vs Dots](https://www.anchorterminal.com/compare/leon-vs-openai-dots.md)\n- [Leon vs OpenClaw](https://www.anchorterminal.com/compare/leon-vs-openclaw.md)\n- [Leon vs OpenDuet](https://www.anchorterminal.com/compare/leon-vs-openduet.md)\n- [Leon vs PicoClaw](https://www.anchorterminal.com/compare/leon-vs-picoclaw.md)\n- [Leon vs Poke](https://www.anchorterminal.com/compare/leon-vs-poke.md)\n- [Leon vs QwenPaw](https://www.anchorterminal.com/compare/leon-vs-qwenpaw.md)\n- [Leon vs Tasker AI](https://www.anchorterminal.com/compare/leon-vs-tasker-ai.md)\n- [Leon vs Town](https://www.anchorterminal.com/compare/leon-vs-town.md)\n- [Leon vs ZeroClaw](https://www.anchorterminal.com/compare/leon-vs-zeroclaw.md)\n- [Leon vs Zo Computer](https://www.anchorterminal.com/compare/leon-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- [Asmi vs Leon](https://www.anchorterminal.com/compare/asmi-vs-leon.md)\n- [Atticus vs LearnHarness](https://www.anchorterminal.com/compare/atticus-vs-learnharness.md)\n- [Atticus vs Leon](https://www.anchorterminal.com/compare/atticus-vs-leon.md)\n- [Boba vs LearnHarness](https://www.anchorterminal.com/compare/boba-vs-learnharness.md)\n- [Boba vs Leon](https://www.anchorterminal.com/compare/boba-vs-leon.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 Leon](https://www.anchorterminal.com/compare/deeptutor-vs-leon.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 Leon](https://www.anchorterminal.com/compare/hark-pro-vs-leon.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 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 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- [Leon vs Tab](https://www.anchorterminal.com/compare/leon-vs-tab-bot.md)\n- [Leon vs Talorys](https://www.anchorterminal.com/compare/leon-vs-talorys.md)\n- [asaply vs Leon](https://www.anchorterminal.com/compare/asaply-vs-leon.md)\n- [Brea vs Leon](https://www.anchorterminal.com/compare/brea-vs-leon.md)\n- [Del vs Leon](https://www.anchorterminal.com/compare/del-vs-leon.md)\n- [HireAlpha vs Leon](https://www.anchorterminal.com/compare/hirealpha-vs-leon.md)\n- [Leon vs Natura tinyNature](https://www.anchorterminal.com/compare/leon-vs-natura.md)\n- [Leon vs Orbits](https://www.anchorterminal.com/compare/leon-vs-orbits.md)\n- [Leon vs Orchid](https://www.anchorterminal.com/compare/leon-vs-orchid-ai.md)\n- [Leon vs Pally](https://www.anchorterminal.com/compare/leon-vs-pally.md)\n- [Leon vs szn](https://www.anchorterminal.com/compare/leon-vs-szn.md)\n- [Leon vs Tomo](https://www.anchorterminal.com/compare/leon-vs-tomo.md)\n- [Leon vs Wajo (Fo)](https://www.anchorterminal.com/compare/leon-vs-wajo.md)\n- [Leon vs Zapia](https://www.anchorterminal.com/compare/leon-vs-zapia.md)\n- [AstrBot vs LearnHarness](https://www.anchorterminal.com/compare/astrbot-vs-learnharness.md)\n- [Leon vs OpenInstinct](https://www.anchorterminal.com/compare/leon-vs-openinstinct.md)\n",
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