{ "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 Talorys's 29.4 (F), and leads in 5 of 7 scored categories. Talorys leads on maintenance \u0026 community.", "b": { "slug": "talorys", "name": "Talorys", "vendor": "Roc Yu (rociiu) and contributors", "vendorUrl": "https://github.com/rociiu/talorys", "kind": "platform", "category": "personal-assistants", "summary": "Talorys is an open-source, single-user personal AI assistant that its owner deploys into their own Cloudflare account with one command. It chats, keeps editable memories, and manages tasks, notes, projects, reminders and scheduled routines.", "url": "https://www.anchorterminal.com/tools/talorys", "markdownUrl": "https://www.anchorterminal.com/tools/talorys.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/talorys.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/talorys.json", "repo": "https://github.com/rociiu/talorys", "license": "MIT (Copyright 2026 The Talorys contributors). It runs on the owner's Cloudflare account under Cloudflare's own terms.", "transports": [], "packages": [ { "registry": "npm", "name": "create-talorys" } ], "auth": "mixed", "authNotes": "The installer signs in to Cloudflare through Wrangler's OAuth flow, or uses an API token with Workers Scripts, Pages, Workers AI and Account Settings permissions. The owner password is hashed locally with PBKDF2-SHA256 and stored as a Worker secret. The web app uses an HttpOnly session cookie, and every non-GET request needs an x-talorys-request header and a same-origin Origin (https://github.com/rociiu/talorys/blob/main/docs/security.md). There is no API key, MCP server or signup.", "pricing": "free", "pricingNotes": "Free and MIT-licensed, designed to fit the Cloudflare Workers Free plan, including a daily Workers AI allocation. On a paid Cloudflare plan, use beyond the included amounts is billed by Cloudflare (https://github.com/rociiu/talorys#7-what-is-free-and-what-may-cost-money).", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No payment protocol. Talorys has no billing of its own, checked 12 October 2026.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": 978, "pypiWeekly": null, "asOf": "2026-10-12" }, "docsUrl": "https://github.com/rociiu/talorys/tree/main/docs", "capabilities": [ "assistant.memory", "assistant.self-hosted", "memory.user", "memory.search", "tasks.create", "tasks.update", "notify.in-app" ], "tags": [ "open-source", "self-hosted", "free", "typescript", "cloudflare" ], "lastRelease": "2026-10-12", "graded": true, "disclosure": "Talorys competes with LocalGhost, which Anchor Terminal's founder builds. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.", "competesWith": "localghost", "anchor": { "graded": true, "score": 29.4, "grade": "F", "agentReady": false, "rank": 1166, "ranked": true, "rankOf": 1239, "categoryRank": 27, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 0, "maintenance": 83, "payments": 60, "reliability": 41, "schema": 0, "security": 8, "transparency": 58 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": 0, "verdict": "Talorys is an MIT-licensed assistant its owner deploys to their own Cloudflare account, with no telemetry, a documented threat model and code-enforced confirmation for destructive tools. It is two days old at version 0.1.5, has no mail, calendar or payment connections, and no interface for an outside agent.", "bestFor": "A single person who wants a private assistant for memory, tasks, notes and reminders on their own Cloudflare account.", "disclosure": "Talorys competes with LocalGhost, which Anchor Terminal's founder builds. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.", "strengths": [ "MIT licence, and no telemetry, analytics or tracking, stated in the README and confirmed in the code.", "Destructive tools need confirmation in the owner's latest message, enforced in code, and scheduled runs get read-only tools.", "SECURITY.md with private reporting, a 3-business-day acknowledgement target and a threat model.", "Designed to fit Cloudflare's Workers Free plan, with nothing to buy from Talorys." ], "weaknesses": [ "No API key, MCP server or A2A endpoint, and the /api routes need the owner's browser session.", "First released on 10 October 2026 and still pre-1.0 at 0.1.5.", "No changelog or breaking-change notes.", "No mail, calendar, booking, payment or messaging connections in the code." ], "agentNotes": [ "Run `npx create-talorys@latest` with Node.js 22 or later and a Cloudflare login or an API token with Workers, Pages and Workers AI permissions.", "Don't script the /api routes. They need the owner's session cookie and CSRF header and aren't documented for other callers.", "Update with `npx create-talorys@latest update`. Only the latest version gets security fixes." ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 2, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "F", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 29.4 } ], "editorialScores": { "ergonomics": 0, "maintenance": 83, "payments": 60, "reliability": 41, "schema": 0, "security": 8, "transparency": 77 }, "provenanceScore": 39, "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": "npx create-talorys@latest # Node.js 22+, signs in to Cloudflare and deploys into your account" }, "letme": { "capability": "https://letme.dev/assistant.memory", "tool": "https://letme.dev/talorys" }, "sameCompany": [ "github-mcp-server", "github-copilot-cli", "ai-job-search", "kronos" ], "area": "frameworks", "provenance": { "legalEntity": "", "domain": "github.com", "domainRegistered": "", "endpointOnVendorDomain": null, "terms": "", "privacy": "", "statusPage": "", "changelog": "https://github.com/rociiu/talorys/commits/main", "securityTxt": "none", "checked": "2026-10-12", "notes": [ "No company, terms of service or privacy policy. The MIT licence names The Talorys contributors, and Cloudflare's terms and privacy policy cover the hosting.", "Security reports go through GitHub private vulnerability reporting per SECURITY.md. There is no security.txt.", "There is no hosted endpoint. Each install answers on the owner's own pages.dev address.", "GitHub star count was not checked because the GitHub API was not available to us." ], "score": 39 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/talorys.json", "live": { "slug": "talorys", "versions": [ { "registry": "github", "name": "rociiu/talorys", "version": "create-talorys@0.1.7", "released": "2026-10-19", "seenAt": "2026-10-30T14:49:03.780658986Z" }, { "registry": "npm", "name": "create-talorys", "version": "0.1.7", "seenAt": "2026-10-30T14:49:03.326120994Z" } ], "githubStars": 1419, "npmWeekly": 190, "securityTxt": { "url": "https://github.com/.well-known/security.txt", "state": "valid", "expires": "2026-11-29T15:37:40z", "checkedAt": "2026-10-30T15:37:39.890377493Z" }, "domain": { "domain": "github.com", "registered": "2007-10-09", "source": "https://rdap.verisign.com/com/v1/domain/github.com", "checkedAt": "2026-10-25T13:59:27.027682076Z" }, "github": { "repo": "rociiu/talorys", "checkedAt": "2026-10-26T08:01:46.439707119Z", "stars": 1386, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-26T00:23:35Z", "openIssues": 5, "openPRs": 3, "issuesOpened90d": 12, "issuesClosed90d": 7, "prsMerged90d": 82, "ci": { "branch": "main", "runs": 50, "success": 49, "failure": 1, "other": 0, "latest": "success", "latestAt": "2026-10-26T00:29:17Z" }, "replies": { "sampled": 11, "unanswered": 2, "medianDays": 0.6 } }, "updatedAt": "2026-10-30T15:37:39.890377493Z" } }, "facts": [ { "a": "Agent harness", "b": "Platform", "name": "Kind" }, { "a": "Amos Blomqvist", "b": "Roc Yu (rociiu) and contributors", "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": "Free", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "AGPL-3.0-only", "b": "MIT (Copyright 2026 The Talorys contributors). It runs on the owner's Cloudflare account under Cloudflare's own terms.", "name": "Licence" }, { "a": "no", "b": "yes", "name": "Read-only variant documented" }, { "a": "no", "b": "no", "name": "llms.txt" }, { "a": "2026-10-29", "b": "2026-10-12", "name": "Last release" }, { "a": "no date given", "b": "no 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": "978 npm/wk", "name": "Popularity" }, { "a": "none", "b": "2/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "LearnHarness scores 59.3 (C) on agent readiness against Talorys's 29.4 (F), and leads in 5 of 7 scored categories. Talorys leads on maintenance \u0026 community.", "question": "Which is better for AI agents, LearnHarness or Talorys?" }, { "answer": "Yes. LearnHarness is open source (AGPL-3.0-only). Talorys is open source (MIT (Copyright 2026 The Talorys contributors). It runs on the owner's Cloudflare account under Cloudflare's own terms.).", "question": "Are LearnHarness and Talorys open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 56 against 41", "Schema \u0026 documentation, 63 against 0", "Agent ergonomics, 60 against 0", "Security \u0026 auth, 52 against 8" ], "also": [ "No key needed to call it", "Free to start without a card" ], "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": [ "Maintenance \u0026 community, 83 against 71" ], "also": null, "goodFor": "A single person who wants a private assistant for memory, tasks, notes and reminders on their own Cloudflare account.", "slug": "talorys", "watchFor": "No API key, MCP server or A2A endpoint, and the /api routes need the owner's browser session." } ], "job": { "capability": "assistant.memory", "name": "Assistants that remember you" }, "others": [ { "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/asaply-vs-talorys.json", "title": "asaply vs Talorys", "url": "https://www.anchorterminal.com/compare/asaply-vs-talorys" }, { "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-talorys.json", "title": "Asmi vs Talorys", "url": "https://www.anchorterminal.com/compare/asmi-vs-talorys" }, { "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-talorys.json", "title": "Atticus vs Talorys", "url": "https://www.anchorterminal.com/compare/atticus-vs-talorys" }, { "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-talorys.json", "title": "Boba vs Talorys", "url": "https://www.anchorterminal.com/compare/boba-vs-talorys" }, { "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/boski-vs-talorys.json", "title": "Boski vs Talorys", "url": "https://www.anchorterminal.com/compare/boski-vs-talorys" }, { "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/brea-vs-talorys.json", "title": "Brea vs Talorys", "url": "https://www.anchorterminal.com/compare/brea-vs-talorys" }, { "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/caddy-app-vs-talorys.json", "title": "Caddy vs Talorys", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-talorys" }, { "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/claude-duet-vs-talorys.json", "title": "Claude Duet vs Talorys", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-talorys" }, { "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/cowagent-vs-talorys.json", "title": "CowAgent vs Talorys", "url": "https://www.anchorterminal.com/compare/cowagent-vs-talorys" }, { "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-talorys.json", "title": "DeepTutor vs Talorys", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-talorys" }, { "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/del-vs-talorys.json", "title": "Del vs Talorys", "url": "https://www.anchorterminal.com/compare/del-vs-talorys" }, { "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/folk-nozomio-vs-talorys.json", "title": "folk vs Talorys", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-learnharness.json", "title": "GAIA vs LearnHarness", "url": "https://www.anchorterminal.com/compare/gaia-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-talorys.json", "title": "GAIA vs Talorys", "url": "https://www.anchorterminal.com/compare/gaia-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/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/gemini-spark-vs-talorys.json", "title": "Gemini Spark vs Talorys", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-talorys" }, { "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/grok-bot-vs-talorys.json", "title": "Grok Bot vs Talorys", "url": "https://www.anchorterminal.com/compare/grok-bot-vs-talorys" }, { "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-talorys.json", "title": "Hark Pro vs Talorys", "url": "https://www.anchorterminal.com/compare/hark-pro-vs-talorys" }, { "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/haven-vs-talorys.json", "title": "Haven vs Talorys", "url": "https://www.anchorterminal.com/compare/haven-vs-talorys" }, { "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/hermes-agent-vs-talorys.json", "title": "Hermes Agent vs Talorys", "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-talorys" }, { "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/hirealpha-vs-talorys.json", "title": "HireAlpha vs Talorys", "url": "https://www.anchorterminal.com/compare/hirealpha-vs-talorys" }, { "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/instinct-vs-talorys.json", "title": "Instinct vs Talorys", "url": "https://www.anchorterminal.com/compare/instinct-vs-talorys" }, { "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/ironclaw-vs-talorys.json", "title": "IronClaw vs Talorys", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-leon.json", "title": "LearnHarness vs Leon", "url": "https://www.anchorterminal.com/compare/learnharness-vs-leon" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-lindy.json", "title": "LearnHarness vs Lindy", "url": "https://www.anchorterminal.com/compare/learnharness-vs-lindy" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.json", "title": "LearnHarness vs Lobby", "url": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-nanobot.json", "title": "LearnHarness vs nanobot", "url": "https://www.anchorterminal.com/compare/learnharness-vs-nanobot" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.json", "title": "LearnHarness vs NanoClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-natura.json", "title": "LearnHarness vs Natura tinyNature", "url": "https://www.anchorterminal.com/compare/learnharness-vs-natura" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openai-dots.json", "title": "LearnHarness vs Dots", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openai-dots" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openclaw.json", "title": "LearnHarness vs OpenClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openduet.json", "title": "LearnHarness vs OpenDuet", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openduet" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openinstinct.json", "title": "LearnHarness vs OpenInstinct", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openinstinct" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-orbits.json", "title": "LearnHarness vs Orbits", "url": "https://www.anchorterminal.com/compare/learnharness-vs-orbits" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai.json", "title": "LearnHarness vs Orchid", "url": "https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-pally.json", "title": "LearnHarness vs Pally", "url": "https://www.anchorterminal.com/compare/learnharness-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-picoclaw.json", "title": "LearnHarness vs PicoClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-poke.json", "title": "LearnHarness vs Poke", "url": "https://www.anchorterminal.com/compare/learnharness-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw.json", "title": "LearnHarness vs QwenPaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-szn.json", "title": "LearnHarness vs szn", "url": "https://www.anchorterminal.com/compare/learnharness-vs-szn" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.json", "title": "LearnHarness vs Tab", "url": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-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-talorys.json", "title": "Leon vs Talorys", "url": "https://www.anchorterminal.com/compare/leon-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/lindy-vs-talorys.json", "title": "Lindy vs Talorys", "url": "https://www.anchorterminal.com/compare/lindy-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-talorys.json", "title": "Lobby vs Talorys", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/nanobot-vs-talorys.json", "title": "nanobot vs Talorys", "url": "https://www.anchorterminal.com/compare/nanobot-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-talorys.json", "title": "NanoClaw vs Talorys", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/natura-vs-talorys.json", "title": "Natura tinyNature vs Talorys", "url": "https://www.anchorterminal.com/compare/natura-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/openai-dots-vs-talorys.json", "title": "Dots vs Talorys", "url": "https://www.anchorterminal.com/compare/openai-dots-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/openclaw-vs-talorys.json", "title": "OpenClaw vs Talorys", "url": "https://www.anchorterminal.com/compare/openclaw-vs-talorys" }, { "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/openinstinct-vs-talorys.json", "title": "OpenInstinct vs Talorys", "url": "https://www.anchorterminal.com/compare/openinstinct-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/orbits-vs-talorys.json", "title": "Orbits vs Talorys", "url": "https://www.anchorterminal.com/compare/orbits-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/orchid-ai-vs-talorys.json", "title": "Orchid vs Talorys", "url": "https://www.anchorterminal.com/compare/orchid-ai-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-talorys.json", "title": "Pally vs Talorys", "url": "https://www.anchorterminal.com/compare/pally-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/picoclaw-vs-talorys.json", "title": "PicoClaw vs Talorys", "url": "https://www.anchorterminal.com/compare/picoclaw-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/poke-vs-talorys.json", "title": "Poke vs Talorys", "url": "https://www.anchorterminal.com/compare/poke-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/qwenpaw-vs-talorys.json", "title": "QwenPaw vs Talorys", "url": "https://www.anchorterminal.com/compare/qwenpaw-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/szn-vs-talorys.json", "title": "szn vs Talorys", "url": "https://www.anchorterminal.com/compare/szn-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/tab-bot-vs-talorys.json", "title": "Tab vs Talorys", "url": "https://www.anchorterminal.com/compare/tab-bot-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/talorys-vs-tasker-ai.json", "title": "Talorys vs Tasker AI", "url": "https://www.anchorterminal.com/compare/talorys-vs-tasker-ai" }, { "json": "https://www.anchorterminal.com/compare/talorys-vs-tomo.json", "title": "Talorys vs Tomo", "url": "https://www.anchorterminal.com/compare/talorys-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/talorys-vs-town.json", "title": "Talorys vs Town", "url": "https://www.anchorterminal.com/compare/talorys-vs-town" }, { "json": "https://www.anchorterminal.com/compare/talorys-vs-wajo.json", "title": "Talorys vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/talorys-vs-wajo" }, { "json": "https://www.anchorterminal.com/compare/talorys-vs-zapia.json", "title": "Talorys vs Zapia", "url": "https://www.anchorterminal.com/compare/talorys-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/talorys-vs-zeroclaw.json", "title": "Talorys vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/talorys-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/talorys-vs-zo-computer.json", "title": "Talorys vs Zo Computer", "url": "https://www.anchorterminal.com/compare/talorys-vs-zo-computer" }, { "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/astrbot-vs-talorys.json", "title": "AstrBot vs Talorys", "url": "https://www.anchorterminal.com/compare/astrbot-vs-talorys" } ], "scores": [ { "by": 15, "edge": "learnharness", "key": "reliability", "learnharness": 56, "name": "Reliability", "talorys": 41, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 63, "edge": "learnharness", "key": "schema", "learnharness": 63, "name": "Schema \u0026 documentation", "talorys": 0, "weight": 13 }, { "by": 60, "edge": "learnharness", "key": "ergonomics", "learnharness": 60, "name": "Agent ergonomics", "talorys": 0, "weight": 13 }, { "by": 44, "edge": "learnharness", "key": "security", "learnharness": 52, "name": "Security \u0026 auth", "talorys": 8, "weight": 14 }, { "by": 0, "edge": "", "key": "payments", "learnharness": 60, "name": "Payments \u0026 pricing", "talorys": 60, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 12, "edge": "talorys", "key": "maintenance", "learnharness": 71, "name": "Maintenance \u0026 community", "talorys": 83, "weight": 7 }, { "by": 2, "edge": "learnharness", "key": "transparency", "learnharness": 60, "name": "Transparency \u0026 trust", "talorys": 58, "weight": 7 } ], "summary": "LearnHarness scores 59.3 (C) on agent readiness against Talorys's 29.4 (F), and leads in 5 of 7 scored categories. Talorys leads on maintenance \u0026 community. 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.", "talorys": "Talorys is an MIT-licensed assistant its owner deploys to their own Cloudflare account, with no telemetry, a documented threat model and code-enforced confirmation for destructive tools. It is two days old at version 0.1.5, has no mail, calendar or payment connections, and no interface for an outside agent." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/learnharness-vs-talorys", "json": "https://www.anchorterminal.com/compare/learnharness-vs-talorys.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/learnharness-vs-talorys.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/learnharness-vs-talorys.min.md" }, "markdown": "LearnHarness scores 59.3 (C) on agent readiness against Talorys's 29.4 (F), and leads in 5 of 7 scored categories. Talorys leads on maintenance \u0026 community. 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- Talorys: grade F, 29.4/100, rank #1166 of 1239. Markdown https://www.anchorterminal.com/tools/talorys.md · JSON https://www.anchorterminal.com/api/v1/tools/talorys.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 41\n- Schema \u0026 documentation, 63 against 0\n- Agent ergonomics, 60 against 0\n- Security \u0026 auth, 52 against 8\n\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\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### Talorys (F)\n\nGood for: A single person who wants a private assistant for memory, tasks, notes and reminders on their own Cloudflare account.\n\nAhead on:\n- Maintenance \u0026 community, 83 against 71\n\nWatch for: No API key, MCP server or A2A endpoint, and the /api routes need the owner's browser session.\n\n\n## Score by category\n\n| Category | Weight | LearnHarness | Talorys | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 56 | 41 | LearnHarness +15 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 63 | 0 | LearnHarness +63 |\n| Agent ergonomics | 13% (16.2 this run) | 60 | 0 | LearnHarness +60 |\n| Security \u0026 auth | 14% (17.5 this run) | 52 | 8 | LearnHarness +44 |\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 | 83 | Talorys +12 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 60 | 58 | LearnHarness +2 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **59.3 · C** | **29.4 · F** | |\n\n## Facts side by side\n\n| Fact | LearnHarness | Talorys |\n| --- | --- | --- |\n| Kind | Agent harness | Platform |\n| Vendor | Amos Blomqvist | Roc Yu (rociiu) and contributors |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | None | OAuth or key |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | AGPL-3.0-only | MIT (Copyright 2026 The Talorys contributors). It runs on the owner's Cloudflare account under Cloudflare's own terms. |\n| Read-only variant documented | no | yes |\n| llms.txt | no | no |\n| Last release | 2026-10-29 | 2026-10-12 |\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 | 978 npm/wk |\n| Agent reviews | none | 2/5 (4) |\n\n## Verdicts\n\n**LearnHarness.** The in-app agent reads files but cannot change them or run commands, and a bundled skill gives other agents a documented read-only view of sessions and the knowledge graph. The project is 14 days old at 0.4.0, its file reads reach the whole home directory without approval, and it has no security policy.\n\n**Talorys.** Talorys is an MIT-licensed assistant its owner deploys to their own Cloudflare account, with no telemetry, a documented threat model and code-enforced confirmation for destructive tools. It is two days old at version 0.1.5, has no mail, calendar or payment connections, and no interface for an outside agent.\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### Talorys\n\n1. Run `npx create-talorys@latest` with Node.js 22 or later and a Cloudflare login or an API token with Workers, Pages and Workers AI permissions.\n2. Don't script the /api routes. They need the owner's session cookie and CSRF header and aren't documented for other callers.\n3. Update with `npx create-talorys@latest update`. Only the latest version gets security fixes.\n\n## Questions\n\n### Which is better for AI agents, LearnHarness or Talorys?\n\nLearnHarness scores 59.3 (C) on agent readiness against Talorys's 29.4 (F), and leads in 5 of 7 scored categories. Talorys leads on maintenance \u0026 community.\n\n### Are LearnHarness and Talorys open source?\n\nYes. LearnHarness is open source (AGPL-3.0-only). Talorys is open source (MIT (Copyright 2026 The Talorys contributors). It runs on the owner's Cloudflare account under Cloudflare's own terms.).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/learnharness-vs-talorys.json, and with the fewest tokens: https://www.anchorterminal.com/compare/learnharness-vs-talorys.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"learnharness\", \"b\": \"talorys\"}`. From a terminal: `anchor compare learnharness talorys`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/learnharness.json and https://www.anchorterminal.com/api/v1/tools/talorys.json\n\n## Other comparisons with LearnHarness or Talorys\n\n- [asaply vs LearnHarness](https://www.anchorterminal.com/compare/asaply-vs-learnharness.md)\n- [asaply vs Talorys](https://www.anchorterminal.com/compare/asaply-vs-talorys.md)\n- [Asmi vs LearnHarness](https://www.anchorterminal.com/compare/asmi-vs-learnharness.md)\n- [Asmi vs Talorys](https://www.anchorterminal.com/compare/asmi-vs-talorys.md)\n- [Atticus vs LearnHarness](https://www.anchorterminal.com/compare/atticus-vs-learnharness.md)\n- [Atticus vs Talorys](https://www.anchorterminal.com/compare/atticus-vs-talorys.md)\n- [Boba vs LearnHarness](https://www.anchorterminal.com/compare/boba-vs-learnharness.md)\n- [Boba vs Talorys](https://www.anchorterminal.com/compare/boba-vs-talorys.md)\n- [Boski vs LearnHarness](https://www.anchorterminal.com/compare/boski-vs-learnharness.md)\n- [Boski vs Talorys](https://www.anchorterminal.com/compare/boski-vs-talorys.md)\n- [Brea vs LearnHarness](https://www.anchorterminal.com/compare/brea-vs-learnharness.md)\n- [Brea vs Talorys](https://www.anchorterminal.com/compare/brea-vs-talorys.md)\n- [Caddy vs LearnHarness](https://www.anchorterminal.com/compare/caddy-app-vs-learnharness.md)\n- [Caddy vs Talorys](https://www.anchorterminal.com/compare/caddy-app-vs-talorys.md)\n- [Claude Duet vs LearnHarness](https://www.anchorterminal.com/compare/claude-duet-vs-learnharness.md)\n- [Claude Duet vs Talorys](https://www.anchorterminal.com/compare/claude-duet-vs-talorys.md)\n- [CowAgent vs LearnHarness](https://www.anchorterminal.com/compare/cowagent-vs-learnharness.md)\n- [CowAgent vs Talorys](https://www.anchorterminal.com/compare/cowagent-vs-talorys.md)\n- [DeepTutor vs LearnHarness](https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.md)\n- [DeepTutor vs Talorys](https://www.anchorterminal.com/compare/deeptutor-vs-talorys.md)\n- [Del vs LearnHarness](https://www.anchorterminal.com/compare/del-vs-learnharness.md)\n- [Del vs Talorys](https://www.anchorterminal.com/compare/del-vs-talorys.md)\n- [folk vs LearnHarness](https://www.anchorterminal.com/compare/folk-nozomio-vs-learnharness.md)\n- [folk vs Talorys](https://www.anchorterminal.com/compare/folk-nozomio-vs-talorys.md)\n- [GAIA vs LearnHarness](https://www.anchorterminal.com/compare/gaia-vs-learnharness.md)\n- [GAIA vs Talorys](https://www.anchorterminal.com/compare/gaia-vs-talorys.md)\n- [Gemini Spark vs LearnHarness](https://www.anchorterminal.com/compare/gemini-spark-vs-learnharness.md)\n- [Gemini Spark vs Talorys](https://www.anchorterminal.com/compare/gemini-spark-vs-talorys.md)\n- [Grok Bot vs LearnHarness](https://www.anchorterminal.com/compare/grok-bot-vs-learnharness.md)\n- [Grok Bot vs Talorys](https://www.anchorterminal.com/compare/grok-bot-vs-talorys.md)\n- [Hark Pro vs LearnHarness](https://www.anchorterminal.com/compare/hark-pro-vs-learnharness.md)\n- [Hark Pro vs Talorys](https://www.anchorterminal.com/compare/hark-pro-vs-talorys.md)\n- [Haven vs LearnHarness](https://www.anchorterminal.com/compare/haven-vs-learnharness.md)\n- [Haven vs Talorys](https://www.anchorterminal.com/compare/haven-vs-talorys.md)\n- [Hermes Agent vs LearnHarness](https://www.anchorterminal.com/compare/hermes-agent-vs-learnharness.md)\n- [Hermes Agent vs Talorys](https://www.anchorterminal.com/compare/hermes-agent-vs-talorys.md)\n- [HireAlpha vs LearnHarness](https://www.anchorterminal.com/compare/hirealpha-vs-learnharness.md)\n- [HireAlpha vs Talorys](https://www.anchorterminal.com/compare/hirealpha-vs-talorys.md)\n- [Instinct vs LearnHarness](https://www.anchorterminal.com/compare/instinct-vs-learnharness.md)\n- [Instinct vs Talorys](https://www.anchorterminal.com/compare/instinct-vs-talorys.md)\n- [IronClaw vs LearnHarness](https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.md)\n- [IronClaw vs Talorys](https://www.anchorterminal.com/compare/ironclaw-vs-talorys.md)\n- [LearnHarness vs Leon](https://www.anchorterminal.com/compare/learnharness-vs-leon.md)\n- [LearnHarness vs Lindy](https://www.anchorterminal.com/compare/learnharness-vs-lindy.md)\n- [LearnHarness vs Lobby](https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.md)\n- [LearnHarness vs nanobot](https://www.anchorterminal.com/compare/learnharness-vs-nanobot.md)\n- [LearnHarness vs NanoClaw](https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.md)\n- [LearnHarness vs Natura tinyNature](https://www.anchorterminal.com/compare/learnharness-vs-natura.md)\n- [LearnHarness vs Dots](https://www.anchorterminal.com/compare/learnharness-vs-openai-dots.md)\n- [LearnHarness vs OpenClaw](https://www.anchorterminal.com/compare/learnharness-vs-openclaw.md)\n- [LearnHarness vs OpenDuet](https://www.anchorterminal.com/compare/learnharness-vs-openduet.md)\n- [LearnHarness vs OpenInstinct](https://www.anchorterminal.com/compare/learnharness-vs-openinstinct.md)\n- [LearnHarness vs Orbits](https://www.anchorterminal.com/compare/learnharness-vs-orbits.md)\n- [LearnHarness vs Orchid](https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai.md)\n- [LearnHarness vs Pally](https://www.anchorterminal.com/compare/learnharness-vs-pally.md)\n- [LearnHarness vs PicoClaw](https://www.anchorterminal.com/compare/learnharness-vs-picoclaw.md)\n- [LearnHarness vs Poke](https://www.anchorterminal.com/compare/learnharness-vs-poke.md)\n- [LearnHarness vs QwenPaw](https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw.md)\n- [LearnHarness vs szn](https://www.anchorterminal.com/compare/learnharness-vs-szn.md)\n- [LearnHarness vs Tab](https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.md)\n- [LearnHarness vs 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 Talorys](https://www.anchorterminal.com/compare/leon-vs-talorys.md)\n- [Lindy vs Talorys](https://www.anchorterminal.com/compare/lindy-vs-talorys.md)\n- [Lobby vs Talorys](https://www.anchorterminal.com/compare/lobby-os-vs-talorys.md)\n- [nanobot vs Talorys](https://www.anchorterminal.com/compare/nanobot-vs-talorys.md)\n- [NanoClaw vs Talorys](https://www.anchorterminal.com/compare/nanoclaw-vs-talorys.md)\n- [Natura tinyNature vs Talorys](https://www.anchorterminal.com/compare/natura-vs-talorys.md)\n- [Dots vs Talorys](https://www.anchorterminal.com/compare/openai-dots-vs-talorys.md)\n- [OpenClaw vs Talorys](https://www.anchorterminal.com/compare/openclaw-vs-talorys.md)\n- [OpenDuet vs Talorys](https://www.anchorterminal.com/compare/openduet-vs-talorys.md)\n- [OpenInstinct vs Talorys](https://www.anchorterminal.com/compare/openinstinct-vs-talorys.md)\n- [Orbits vs Talorys](https://www.anchorterminal.com/compare/orbits-vs-talorys.md)\n- [Orchid vs Talorys](https://www.anchorterminal.com/compare/orchid-ai-vs-talorys.md)\n- [Pally vs Talorys](https://www.anchorterminal.com/compare/pally-vs-talorys.md)\n- [PicoClaw vs Talorys](https://www.anchorterminal.com/compare/picoclaw-vs-talorys.md)\n- [Poke vs Talorys](https://www.anchorterminal.com/compare/poke-vs-talorys.md)\n- [QwenPaw vs Talorys](https://www.anchorterminal.com/compare/qwenpaw-vs-talorys.md)\n- [szn vs Talorys](https://www.anchorterminal.com/compare/szn-vs-talorys.md)\n- [Tab vs Talorys](https://www.anchorterminal.com/compare/tab-bot-vs-talorys.md)\n- [Talorys vs Tasker AI](https://www.anchorterminal.com/compare/talorys-vs-tasker-ai.md)\n- [Talorys vs Tomo](https://www.anchorterminal.com/compare/talorys-vs-tomo.md)\n- [Talorys vs Town](https://www.anchorterminal.com/compare/talorys-vs-town.md)\n- [Talorys vs Wajo (Fo)](https://www.anchorterminal.com/compare/talorys-vs-wajo.md)\n- [Talorys vs Zapia](https://www.anchorterminal.com/compare/talorys-vs-zapia.md)\n- [Talorys vs ZeroClaw](https://www.anchorterminal.com/compare/talorys-vs-zeroclaw.md)\n- [Talorys vs Zo Computer](https://www.anchorterminal.com/compare/talorys-vs-zo-computer.md)\n- [AstrBot vs LearnHarness](https://www.anchorterminal.com/compare/astrbot-vs-learnharness.md)\n- [AstrBot vs Talorys](https://www.anchorterminal.com/compare/astrbot-vs-talorys.md)\n\n## Disclosure\n\n- Talorys competes with LocalGhost, which Anchor Terminal's founder builds. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-31", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.7", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "LearnHarness vs Talorys", "url": "" } ], "description": "LearnHarness scores 59.3 (C) to Talorys's 29.4 (F) for assistants that remember you. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "LearnHarness C 59.3", "Talorys F 29.4", "scores" ], "h1": "LearnHarness vs Talorys", "image": "https://www.anchorterminal.com/assets/og/compare-learnharness-vs-talorys.png", "path": "/compare/learnharness-vs-talorys", "published": "2026-10-01", "section": "tools", "title": "LearnHarness vs Talorys for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-30", "url": "https://www.anchorterminal.com/compare/learnharness-vs-talorys" }, "tokens": { "markdown": 3950, "slim": 680 }, "version": 1 }