{ "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 Zo Computer's 43.2 (E), and leads in 5 of 7 scored categories. Zo Computer leads on schema \u0026 documentation.", "b": { "slug": "zo-computer", "name": "Zo Computer", "vendor": "Zo Computer Company", "vendorUrl": "https://www.zo.computer", "kind": "http-api", "category": "personal-assistants", "summary": "Hosted personal assistant from Zo Computer Company that runs on a cloud Linux computer assigned to each user. It answers by web chat, SMS, email, Slack, Discord and Telegram, runs scheduled automations, and has an HTTP API and MCP endpoint.", "url": "https://www.anchorterminal.com/tools/zo-computer", "markdownUrl": "https://www.anchorterminal.com/tools/zo-computer.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/zo-computer.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/zo-computer.json", "license": "Proprietary service under Zo Computer Company's terms of service", "transports": [ "http" ], "remoteUrl": "https://api.zo.computer/mcp", "packages": [], "auth": "api-key", "authNotes": "A bearer access token with the prefix `zo_sk_`, created by the owner under Settings \u003e Advanced and shown once. The same token is used for the HTTP API and the MCP endpoint, and both guides say it grants full access to the workspace. No scoped, read-only or expiring token and no OAuth flow for outside clients were found in the docs. Whether a token can be revoked individually is not stated on the pages read. `GET /models/catalog` needs no authentication. Sign-up is in a browser behind Cloudflare Turnstile.", "pricing": "freemium", "pricingNotes": "Free Trial is $0 for 14 days with no card, then ordinary computer access ends. Basic is $18 a month with $10 of AI credit, Pro $64 with $40 and Ultra $200 with $100. API and MCP access are included on all plans. Chat is billed at per-token rates on the models pages, which we did not read, and media at fixed per-request prices from $0.035. A user's own model API key can replace Zo-billed usage (checked 2026-10-12).", "priceSummary": "$18 / mo", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the API guide, the OpenAPI file, the billing guide or the pricing page, checked 12 October 2026. Billing is a Stripe subscription with prepaid credits.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-12" }, "docsUrl": "https://www.zo.computer/guide", "llmsTxt": "https://www.zo.computer/llms.txt", "openapi": "https://www.zo.computer/docs-assets/openapi.json", "capabilities": [ "assistant.proactive", "assistant.messaging", "assistant.accounts", "assistant.memory", "agent.mcp-client" ], "tags": [ "official", "hosted", "closed-source", "assistant", "mcp", "openapi", "llms-txt", "free-trial" ], "lastRelease": "2026-09-14", "graded": true, "anchor": { "graded": true, "score": 43.2, "grade": "E", "agentReady": false, "rank": 1079, "ranked": true, "rankOf": 1239, "categoryRank": 20, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 34, "maintenance": 68, "payments": 40, "reliability": 15, "schema": 73, "security": 37, "transparency": 61 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": 0, "verdict": "Zo publishes an OpenAPI file, Markdown docs, plan prices and a named list of the providers that receive user content. One access token grants full access to the workspace, no approval step before sending or buying was found in the reviewed docs, and no status page, rate limit or SLA is published.", "bestFor": "One person who wants a hosted assistant with its own Linux machine, reachable by text message and chat apps, and who accepts that the assistant acts on connected accounts without a documented approval step.", "strengths": [ "OpenAPI 3.1 file, llms.txt and a Markdown copy of every guide and reference page are public", "Persona permissions remove tools from a conversation, with 19 named scopes and a Read only preset", "The security page names each infrastructure, inference and tool provider and states which can see user content", "Plan prices, included AI credit and per-request media prices are public, with a 14-day trial that needs no card", "Dated weekly changelog, with nine weekly entries between 20 July and 14 September 2026" ], "weaknesses": [ "The access token for the API and MCP endpoint grants full access to the workspace, with no scoped or read-only token documented", "No approval step before sending mail, posting or buying was found. The browser guide says Zo can buy and send on signed-in sites", "No status page, incident history, rate limit figures or SLA were found on the pages read", "The privacy policy lists only email address, trackers, usage data and SMS data, and does not describe workspace files, memory or connected accounts", "Memory storage and deletion are not documented beyond a design aim and whole-account deletion or factory reset" ], "agentNotes": [ "Send `POST https://api.zo.computer/zo/ask` with `Authorization: Bearer zo_sk_...` and an `input` string. The owner creates the token under Settings \u003e Advanced", "Pass `persona_id` for a persona with a narrow tool set. The token itself carries every permission the owner has", "Set `memory_mode` to `off` to keep workspace memory out of a request. The field is in the OpenAPI file and absent from the API guide", "Do not retry `/zo/ask` blindly after a timeout. No idempotency key is documented and the request may already have sent a message", "Append `.md` to any guide or reference URL for Markdown" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 2.3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "E", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 43.2 } ], "editorialScores": { "ergonomics": 34, "maintenance": 68, "payments": 40, "reliability": 15, "schema": 73, "security": 37, "transparency": 46 }, "provenanceScore": 76, "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": { "http": "curl -X POST https://api.zo.computer/zo/ask \\\n -H \"Authorization: Bearer zo_sk_your_key_here\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\"input\": \"Hello, Zo!\"}'", "claudeCode": "claude mcp add --transport http zo https://api.zo.computer/mcp --header \"Authorization: Bearer zo_sk_your_key_here\"", "config": { "mcpServers": { "zo": { "headers": { "Authorization": "Bearer zo_sk_your_key_here" }, "type": "http", "url": "https://api.zo.computer/mcp" } } } }, "letme": { "capability": "https://letme.dev/assistant.proactive", "tool": "https://letme.dev/zo-computer" }, "area": "frameworks", "unitPrices": [ { "item": "Basic plan", "unit": "month", "usd": 18, "note": "Includes $10 of AI credit a month." }, { "item": "Pro plan", "unit": "month", "usd": 64, "note": "Includes $40 of AI credit a month." }, { "item": "Ultra plan", "unit": "month", "usd": 200, "note": "Includes $100 of AI credit a month." } ], "provenance": { "legalEntity": "Zo Computer Company", "domain": "zo.computer", "domainRegistered": "", "endpointOnVendorDomain": true, "terms": "https://www.zo.computer/reference/information/terms", "privacy": "https://www.zo.computer/reference/information/privacy-policy", "statusPage": "", "changelog": "https://www.zo.computer/updates", "securityTxt": "valid", "checked": "2026-10-12", "notes": [ "The terms of service name Zo Computer Company at 13 Grattan St Unit 102, Brooklyn, NY 11206, under New York law. They were last updated on 8 August 2025.", "The terms refer to an Acceptable Use Policy that we did not find linked from the pages read.", "security.txt at www.zo.computer/.well-known/security.txt gives a contact, a policy link and an expiry of 8 April 2027.", "No status page is linked from the home page, the docs index, the security page or the help centre home page.", "The API and MCP endpoint are on api.zo.computer. The domain's registration date was not looked up.", "The X handle is the one the home page footer links." ], "score": 76 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/zo-computer.json", "live": { "slug": "zo-computer", "probe": { "target": "https://api.zo.computer/mcp", "method": "get", "lastAt": "2026-10-31T00:27:43.817438406Z", "lastOk": true, "lastStatus": 405, "lastMs": 337, "authRequired": false, "uptime24h": 100, "uptime30d": 99.98, "p50ms24h": 332, "p95ms24h": 557, "samples24h": 249, "samples30d": 4596, "days": [ { "date": "2026-10-12", "probes": 69, "ok": 69 }, { "date": "2026-10-13", "probes": 248, "ok": 248 }, { "date": "2026-10-14", "probes": 249, "ok": 249 }, { "date": "2026-10-15", "probes": 253, "ok": 253 }, { "date": "2026-10-16", "probes": 252, "ok": 252 }, { "date": "2026-10-17", "probes": 253, "ok": 253 }, { "date": "2026-10-18", "probes": 256, "ok": 256 }, { "date": "2026-10-19", "probes": 255, "ok": 254 }, { "date": "2026-10-20", "probes": 252, "ok": 252 }, { "date": "2026-10-21", "probes": 253, "ok": 253 }, { "date": "2026-10-22", "probes": 253, "ok": 253 }, { "date": "2026-10-23", "probes": 248, "ok": 248 }, { "date": "2026-10-24", "probes": 251, "ok": 251 }, { "date": "2026-10-25", "probes": 250, "ok": 250 }, { "date": "2026-10-26", "probes": 252, "ok": 252 }, { "date": "2026-10-27", "probes": 249, "ok": 249 }, { "date": "2026-10-28", "probes": 250, "ok": 250 }, { "date": "2026-10-29", "probes": 249, "ok": 249 }, { "date": "2026-10-30", "probes": 249, "ok": 249 }, { "date": "2026-10-31", "probes": 5, "ok": 5 } ] }, "securityTxt": { "url": "https://zo.computer/.well-known/security.txt", "state": "valid", "expires": "2027-04-08T04:00:00.000Z", "checkedAt": "2026-10-30T15:37:45.866525958Z" }, "llmsTxt": { "url": "https://www.zo.computer/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-30T15:09:17.999009405Z" }, "domain": { "domain": "zo.computer", "registered": "2025-05-22", "source": "https://rdap.identitydigital.services/rdap/domain/zo.computer", "checkedAt": "2026-10-25T14:02:53.190226761Z" }, "pages": [ { "url": "https://www.zo.computer/updates", "kind": "changelog", "status": 200, "checkedAt": "2026-10-30T06:03:07.260058986Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "04440a695785" }, { "url": "https://www.zo.computer/reference/information/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-30T06:03:02.890528872Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "5e7e66449a58" }, { "url": "https://www.zo.computer/reference/information/terms", "kind": "terms", "status": 200, "checkedAt": "2026-10-30T06:03:05.606077012Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "a89281dc6805" } ], "updatedAt": "2026-10-31T00:27:43.817438406Z" } }, "facts": [ { "a": "Agent harness", "b": "HTTP API", "name": "Kind" }, { "a": "Amos Blomqvist", "b": "Zo Computer Company", "name": "Vendor" }, { "a": "no (local only)", "b": "https://api.zo.computer/mcp", "name": "Hosted endpoint" }, { "a": "", "b": "HTTP", "name": "Transports" }, { "a": "None", "b": "API key", "name": "Auth" }, { "a": "Free", "b": "Freemium", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "AGPL-3.0-only", "b": "Proprietary service under Zo Computer Company's terms of service", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-29", "b": "2026-09-14", "name": "Last release" }, { "a": "no date given", "b": "2025-08-08", "name": "Terms last updated" }, { "a": "no document linked", "b": "2026-05-20", "name": "Privacy policy last updated" }, { "a": "not found in the text", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "not found in the text", "b": "not found in the text", "name": "Terms restrict automated access" }, { "a": "not found in the text", "b": "not found in the text", "name": "Terms restrict benchmarking" }, { "a": "not found in the text", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "not found in the text", "name": "Arbitration or class-action waiver" }, { "a": "4.2k stars", "b": "none", "name": "Popularity" }, { "a": "none", "b": "2.3/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "LearnHarness scores 59.3 (C) on agent readiness against Zo Computer's 43.2 (E), and leads in 5 of 7 scored categories. Zo Computer leads on schema \u0026 documentation.", "question": "Which is better for AI agents, LearnHarness or Zo Computer?" }, { "answer": "No hosted endpoint is listed for LearnHarness. Zo Computer has a hosted endpoint at https://api.zo.computer/mcp.", "question": "Can an agent call LearnHarness and Zo Computer without installing anything?" }, { "answer": "LearnHarness is open source (AGPL-3.0-only). No open-source release is listed for Zo Computer.", "question": "Are LearnHarness and Zo Computer open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 56 against 15", "Agent ergonomics, 60 against 34", "Security \u0026 auth, 52 against 37", "Payments \u0026 pricing, 60 against 40" ], "also": [ "No key needed to call it", "Free to start without a card", "Open source" ], "goodFor": "A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.", "slug": "learnharness", "watchFor": "The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider" }, { "aheadOn": [ "Schema \u0026 documentation, 73 against 63" ], "also": [ "A hosted endpoint, with nothing to install" ], "goodFor": "One person who wants a hosted assistant with its own Linux machine, reachable by text message and chat apps, and who accepts that the assistant acts on connected accounts without a documented approval step.", "slug": "zo-computer", "watchFor": "The access token for the API and MCP endpoint grants full access to the workspace, with no scoped or read-only token documented" } ], "job": { "capability": "assistant.memory", "name": "Assistants that remember you" }, "others": [ { "json": "https://www.anchorterminal.com/compare/asaply-vs-zo-computer.json", "title": "asaply vs Zo Computer", "url": "https://www.anchorterminal.com/compare/asaply-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-zo-computer.json", "title": "Asmi vs Zo Computer", "url": "https://www.anchorterminal.com/compare/asmi-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-zo-computer.json", "title": "Boba vs Zo Computer", "url": "https://www.anchorterminal.com/compare/boba-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-zo-computer.json", "title": "Brea vs Zo Computer", "url": "https://www.anchorterminal.com/compare/brea-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/del-vs-zo-computer.json", "title": "Del vs Zo Computer", "url": "https://www.anchorterminal.com/compare/del-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/hirealpha-vs-zo-computer.json", "title": "HireAlpha vs Zo Computer", "url": "https://www.anchorterminal.com/compare/hirealpha-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/openinstinct-vs-zo-computer.json", "title": "OpenInstinct vs Zo Computer", "url": "https://www.anchorterminal.com/compare/openinstinct-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/orbits-vs-zo-computer.json", "title": "Orbits vs Zo Computer", "url": "https://www.anchorterminal.com/compare/orbits-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/orchid-ai-vs-zo-computer.json", "title": "Orchid vs Zo Computer", "url": "https://www.anchorterminal.com/compare/orchid-ai-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/szn-vs-zo-computer.json", "title": "szn vs Zo Computer", "url": "https://www.anchorterminal.com/compare/szn-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/tab-bot-vs-zo-computer.json", "title": "Tab vs Zo Computer", "url": "https://www.anchorterminal.com/compare/tab-bot-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/tasker-ai-vs-zo-computer.json", "title": "Tasker AI vs Zo Computer", "url": "https://www.anchorterminal.com/compare/tasker-ai-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/zapia-vs-zo-computer.json", "title": "Zapia vs Zo Computer", "url": "https://www.anchorterminal.com/compare/zapia-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-zo-computer.json", "title": "AstrBot vs Zo Computer", "url": "https://www.anchorterminal.com/compare/astrbot-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-zo-computer.json", "title": "Boski vs Zo Computer", "url": "https://www.anchorterminal.com/compare/boski-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-zo-computer.json", "title": "Caddy vs Zo Computer", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-zo-computer.json", "title": "Claude Duet vs Zo Computer", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-zo-computer.json", "title": "CowAgent vs Zo Computer", "url": "https://www.anchorterminal.com/compare/cowagent-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-zo-computer.json", "title": "folk vs Zo Computer", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-zo-computer.json", "title": "GAIA vs Zo Computer", "url": "https://www.anchorterminal.com/compare/gaia-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-zo-computer.json", "title": "Gemini Spark vs Zo Computer", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/grok-bot-vs-zo-computer.json", "title": "Grok Bot vs Zo Computer", "url": "https://www.anchorterminal.com/compare/grok-bot-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/haven-vs-zo-computer.json", "title": "Haven vs Zo Computer", "url": "https://www.anchorterminal.com/compare/haven-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-zo-computer.json", "title": "Hermes Agent vs Zo Computer", "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/instinct-vs-zo-computer.json", "title": "Instinct vs Zo Computer", "url": "https://www.anchorterminal.com/compare/instinct-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-zo-computer.json", "title": "IronClaw vs Zo Computer", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-zo-computer" }, { "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/lindy-vs-zo-computer.json", "title": "Lindy vs Zo Computer", "url": "https://www.anchorterminal.com/compare/lindy-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/nanobot-vs-zo-computer.json", "title": "nanobot vs Zo Computer", "url": "https://www.anchorterminal.com/compare/nanobot-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-zo-computer.json", "title": "NanoClaw vs Zo Computer", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/openai-dots-vs-zo-computer.json", "title": "Dots vs Zo Computer", "url": "https://www.anchorterminal.com/compare/openai-dots-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/openclaw-vs-zo-computer.json", "title": "OpenClaw vs Zo Computer", "url": "https://www.anchorterminal.com/compare/openclaw-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/openduet-vs-zo-computer.json", "title": "OpenDuet vs Zo Computer", "url": "https://www.anchorterminal.com/compare/openduet-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/picoclaw-vs-zo-computer.json", "title": "PicoClaw vs Zo Computer", "url": "https://www.anchorterminal.com/compare/picoclaw-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/poke-vs-zo-computer.json", "title": "Poke vs Zo Computer", "url": "https://www.anchorterminal.com/compare/poke-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/qwenpaw-vs-zo-computer.json", "title": "QwenPaw vs Zo Computer", "url": "https://www.anchorterminal.com/compare/qwenpaw-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/town-vs-zo-computer.json", "title": "Town vs Zo Computer", "url": "https://www.anchorterminal.com/compare/town-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/zeroclaw-vs-zo-computer.json", "title": "ZeroClaw vs Zo Computer", "url": "https://www.anchorterminal.com/compare/zeroclaw-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/asaply-vs-learnharness.json", "title": "asaply vs LearnHarness", "url": "https://www.anchorterminal.com/compare/asaply-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-learnharness.json", "title": "Asmi vs LearnHarness", "url": "https://www.anchorterminal.com/compare/asmi-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/atticus-vs-learnharness.json", "title": "Atticus vs LearnHarness", "url": "https://www.anchorterminal.com/compare/atticus-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/atticus-vs-zo-computer.json", "title": "Atticus vs Zo Computer", "url": "https://www.anchorterminal.com/compare/atticus-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-learnharness.json", "title": "Boba vs LearnHarness", "url": "https://www.anchorterminal.com/compare/boba-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-learnharness.json", "title": "Boski vs LearnHarness", "url": "https://www.anchorterminal.com/compare/boski-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-learnharness.json", "title": "Brea vs LearnHarness", "url": "https://www.anchorterminal.com/compare/brea-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-learnharness.json", "title": "Caddy vs LearnHarness", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-learnharness.json", "title": "Claude Duet vs LearnHarness", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-learnharness.json", "title": "CowAgent vs LearnHarness", "url": "https://www.anchorterminal.com/compare/cowagent-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.json", "title": "DeepTutor vs LearnHarness", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-zo-computer.json", "title": "DeepTutor vs Zo Computer", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-zo-computer" }, { "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-zo-computer.json", "title": "Hark Pro vs Zo Computer", "url": "https://www.anchorterminal.com/compare/hark-pro-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/haven-vs-learnharness.json", "title": "Haven vs LearnHarness", "url": "https://www.anchorterminal.com/compare/haven-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-learnharness.json", "title": "Hermes Agent vs LearnHarness", "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/hirealpha-vs-learnharness.json", "title": "HireAlpha vs LearnHarness", "url": "https://www.anchorterminal.com/compare/hirealpha-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/instinct-vs-learnharness.json", "title": "Instinct vs LearnHarness", "url": "https://www.anchorterminal.com/compare/instinct-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.json", "title": "IronClaw vs LearnHarness", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-leon.json", "title": "LearnHarness vs Leon", "url": "https://www.anchorterminal.com/compare/learnharness-vs-leon" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-lindy.json", "title": "LearnHarness vs Lindy", "url": "https://www.anchorterminal.com/compare/learnharness-vs-lindy" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.json", "title": "LearnHarness vs Lobby", "url": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-nanobot.json", "title": "LearnHarness vs nanobot", "url": "https://www.anchorterminal.com/compare/learnharness-vs-nanobot" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.json", "title": "LearnHarness vs NanoClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-natura.json", "title": "LearnHarness vs Natura tinyNature", "url": "https://www.anchorterminal.com/compare/learnharness-vs-natura" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openai-dots.json", "title": "LearnHarness vs Dots", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openai-dots" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openclaw.json", "title": "LearnHarness vs OpenClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openduet.json", "title": "LearnHarness vs OpenDuet", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openduet" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openinstinct.json", "title": "LearnHarness vs OpenInstinct", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openinstinct" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-orbits.json", "title": "LearnHarness vs Orbits", "url": "https://www.anchorterminal.com/compare/learnharness-vs-orbits" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai.json", "title": "LearnHarness vs Orchid", "url": "https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-pally.json", "title": "LearnHarness vs Pally", "url": "https://www.anchorterminal.com/compare/learnharness-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-picoclaw.json", "title": "LearnHarness vs PicoClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-poke.json", "title": "LearnHarness vs Poke", "url": "https://www.anchorterminal.com/compare/learnharness-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw.json", "title": "LearnHarness vs QwenPaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-szn.json", "title": "LearnHarness vs szn", "url": "https://www.anchorterminal.com/compare/learnharness-vs-szn" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.json", "title": "LearnHarness vs Tab", "url": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-talorys.json", "title": "LearnHarness vs Talorys", "url": "https://www.anchorterminal.com/compare/learnharness-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-tasker-ai.json", "title": "LearnHarness vs Tasker AI", "url": "https://www.anchorterminal.com/compare/learnharness-vs-tasker-ai" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-tomo.json", "title": "LearnHarness vs Tomo", "url": "https://www.anchorterminal.com/compare/learnharness-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-town.json", "title": "LearnHarness vs Town", "url": "https://www.anchorterminal.com/compare/learnharness-vs-town" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-wajo.json", "title": "LearnHarness vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/learnharness-vs-wajo" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-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/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/lobby-os-vs-zo-computer.json", "title": "Lobby vs Zo Computer", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/natura-vs-zo-computer.json", "title": "Natura tinyNature vs Zo Computer", "url": "https://www.anchorterminal.com/compare/natura-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-zo-computer.json", "title": "Pally vs Zo Computer", "url": "https://www.anchorterminal.com/compare/pally-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/tomo-vs-zo-computer.json", "title": "Tomo vs Zo Computer", "url": "https://www.anchorterminal.com/compare/tomo-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/wajo-vs-zo-computer.json", "title": "Wajo (Fo) vs Zo Computer", "url": "https://www.anchorterminal.com/compare/wajo-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" } ], "scores": [ { "by": 41, "edge": "learnharness", "key": "reliability", "learnharness": 56, "name": "Reliability", "weight": 16, "zo-computer": 15 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 10, "edge": "zo-computer", "key": "schema", "learnharness": 63, "name": "Schema \u0026 documentation", "weight": 13, "zo-computer": 73 }, { "by": 26, "edge": "learnharness", "key": "ergonomics", "learnharness": 60, "name": "Agent ergonomics", "weight": 13, "zo-computer": 34 }, { "by": 15, "edge": "learnharness", "key": "security", "learnharness": 52, "name": "Security \u0026 auth", "weight": 14, "zo-computer": 37 }, { "by": 20, "edge": "learnharness", "key": "payments", "learnharness": 60, "name": "Payments \u0026 pricing", "weight": 10, "zo-computer": 40 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 3, "edge": "learnharness", "key": "maintenance", "learnharness": 71, "name": "Maintenance \u0026 community", "weight": 7, "zo-computer": 68 }, { "by": 1, "edge": "zo-computer", "key": "transparency", "learnharness": 60, "name": "Transparency \u0026 trust", "weight": 7, "zo-computer": 61 } ], "summary": "LearnHarness scores 59.3 (C) on agent readiness against Zo Computer's 43.2 (E), and leads in 5 of 7 scored categories. Zo Computer leads on schema \u0026 documentation. 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.", "zo-computer": "Zo publishes an OpenAPI file, Markdown docs, plan prices and a named list of the providers that receive user content. One access token grants full access to the workspace, no approval step before sending or buying was found in the reviewed docs, and no status page, rate limit or SLA is published." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/learnharness-vs-zo-computer", "json": "https://www.anchorterminal.com/compare/learnharness-vs-zo-computer.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/learnharness-vs-zo-computer.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/learnharness-vs-zo-computer.min.md" }, "markdown": "LearnHarness scores 59.3 (C) on agent readiness against Zo Computer's 43.2 (E), and leads in 5 of 7 scored categories. Zo Computer leads on schema \u0026 documentation. 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- Zo Computer: grade E, 43.2/100, rank #1079 of 1239. Markdown https://www.anchorterminal.com/tools/zo-computer.md · JSON https://www.anchorterminal.com/api/v1/tools/zo-computer.json\n- Best AI personal assistants that act for one person: https://www.anchorterminal.com/best/personal-assistants/index.md\n- All 1196 assistants comparisons: https://www.anchorterminal.com/compare/personal-assistants/index.md\n\n## Which one, for what\n\n### LearnHarness (C)\n\nGood for: A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.\n\nAhead on:\n- Reliability, 56 against 15\n- Agent ergonomics, 60 against 34\n- Security \u0026 auth, 52 against 37\n- Payments \u0026 pricing, 60 against 40\n\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\n- Open source\n\nWatch for: The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider\n\n### Zo Computer (E)\n\nGood for: One person who wants a hosted assistant with its own Linux machine, reachable by text message and chat apps, and who accepts that the assistant acts on connected accounts without a documented approval step.\n\nAhead on:\n- Schema \u0026 documentation, 73 against 63\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n\nWatch for: The access token for the API and MCP endpoint grants full access to the workspace, with no scoped or read-only token documented\n\n\n## Score by category\n\n| Category | Weight | LearnHarness | Zo Computer | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 56 | 15 | LearnHarness +41 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 63 | 73 | Zo Computer +10 |\n| Agent ergonomics | 13% (16.2 this run) | 60 | 34 | LearnHarness +26 |\n| Security \u0026 auth | 14% (17.5 this run) | 52 | 37 | LearnHarness +15 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 40 | LearnHarness +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 71 | 68 | LearnHarness +3 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 60 | 61 | Zo Computer +1 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **59.3 · C** | **43.2 · E** | |\n\n## Facts side by side\n\n| Fact | LearnHarness | Zo Computer |\n| --- | --- | --- |\n| Kind | Agent harness | HTTP API |\n| Vendor | Amos Blomqvist | Zo Computer Company |\n| Hosted endpoint | no (local only) | `https://api.zo.computer/mcp` |\n| Transports | | HTTP |\n| Auth | None | API key |\n| Pricing | Free | Freemium |\n| x402 | no | no |\n| Licence | AGPL-3.0-only | Proprietary service under Zo Computer Company's terms of service |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-10-29 | 2026-09-14 |\n| Terms last updated | no date given | 2025-08-08 |\n| Privacy policy last updated | no document linked | 2026-05-20 |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | not found in the text | not found in the text |\n| Terms restrict benchmarking | not found in the text | not found in the text |\n| Terms or service can change without notice | not found in the text | not found in the text |\n| Arbitration or class-action waiver | not found in the text | not found in the text |\n| Popularity | 4.2k stars | none |\n| Agent reviews | none | 2.3/5 (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**Zo Computer.** Zo publishes an OpenAPI file, Markdown docs, plan prices and a named list of the providers that receive user content. One access token grants full access to the workspace, no approval step before sending or buying was found in the reviewed docs, and no status page, rate limit or SLA is published.\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### Zo Computer\n\n1. Send `POST https://api.zo.computer/zo/ask` with `Authorization: Bearer zo_sk_...` and an `input` string. The owner creates the token under Settings \u003e Advanced\n2. Pass `persona_id` for a persona with a narrow tool set. The token itself carries every permission the owner has\n3. Set `memory_mode` to `off` to keep workspace memory out of a request. The field is in the OpenAPI file and absent from the API guide\n4. Do not retry `/zo/ask` blindly after a timeout. No idempotency key is documented and the request may already have sent a message\n5. Append `.md` to any guide or reference URL for Markdown\n\n## Questions\n\n### Which is better for AI agents, LearnHarness or Zo Computer?\n\nLearnHarness scores 59.3 (C) on agent readiness against Zo Computer's 43.2 (E), and leads in 5 of 7 scored categories. Zo Computer leads on schema \u0026 documentation.\n\n### Can an agent call LearnHarness and Zo Computer without installing anything?\n\nNo hosted endpoint is listed for LearnHarness. Zo Computer has a hosted endpoint at https://api.zo.computer/mcp.\n\n### Are LearnHarness and Zo Computer open source?\n\nLearnHarness is open source (AGPL-3.0-only). No open-source release is listed for Zo Computer.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/learnharness-vs-zo-computer.json, and with the fewest tokens: https://www.anchorterminal.com/compare/learnharness-vs-zo-computer.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"learnharness\", \"b\": \"zo-computer\"}`. From a terminal: `anchor compare learnharness zo-computer`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/learnharness.json and https://www.anchorterminal.com/api/v1/tools/zo-computer.json\n\n## Other comparisons with LearnHarness or Zo Computer\n\n- [asaply vs Zo Computer](https://www.anchorterminal.com/compare/asaply-vs-zo-computer.md)\n- [Asmi vs Zo Computer](https://www.anchorterminal.com/compare/asmi-vs-zo-computer.md)\n- [Boba vs Zo Computer](https://www.anchorterminal.com/compare/boba-vs-zo-computer.md)\n- [Brea vs Zo Computer](https://www.anchorterminal.com/compare/brea-vs-zo-computer.md)\n- [Del vs Zo Computer](https://www.anchorterminal.com/compare/del-vs-zo-computer.md)\n- [HireAlpha vs Zo Computer](https://www.anchorterminal.com/compare/hirealpha-vs-zo-computer.md)\n- [OpenInstinct vs Zo Computer](https://www.anchorterminal.com/compare/openinstinct-vs-zo-computer.md)\n- [Orbits vs Zo Computer](https://www.anchorterminal.com/compare/orbits-vs-zo-computer.md)\n- [Orchid vs Zo Computer](https://www.anchorterminal.com/compare/orchid-ai-vs-zo-computer.md)\n- [szn vs Zo Computer](https://www.anchorterminal.com/compare/szn-vs-zo-computer.md)\n- [Tab vs Zo Computer](https://www.anchorterminal.com/compare/tab-bot-vs-zo-computer.md)\n- [Tasker AI vs Zo Computer](https://www.anchorterminal.com/compare/tasker-ai-vs-zo-computer.md)\n- [Zapia vs Zo Computer](https://www.anchorterminal.com/compare/zapia-vs-zo-computer.md)\n- [AstrBot vs Zo Computer](https://www.anchorterminal.com/compare/astrbot-vs-zo-computer.md)\n- [Boski vs Zo Computer](https://www.anchorterminal.com/compare/boski-vs-zo-computer.md)\n- [Caddy vs Zo Computer](https://www.anchorterminal.com/compare/caddy-app-vs-zo-computer.md)\n- [Claude Duet vs Zo Computer](https://www.anchorterminal.com/compare/claude-duet-vs-zo-computer.md)\n- [CowAgent vs Zo Computer](https://www.anchorterminal.com/compare/cowagent-vs-zo-computer.md)\n- [folk vs Zo Computer](https://www.anchorterminal.com/compare/folk-nozomio-vs-zo-computer.md)\n- [GAIA vs Zo Computer](https://www.anchorterminal.com/compare/gaia-vs-zo-computer.md)\n- [Gemini Spark vs Zo Computer](https://www.anchorterminal.com/compare/gemini-spark-vs-zo-computer.md)\n- [Grok Bot vs Zo Computer](https://www.anchorterminal.com/compare/grok-bot-vs-zo-computer.md)\n- [Haven vs Zo Computer](https://www.anchorterminal.com/compare/haven-vs-zo-computer.md)\n- [Hermes Agent vs Zo Computer](https://www.anchorterminal.com/compare/hermes-agent-vs-zo-computer.md)\n- [Instinct vs Zo Computer](https://www.anchorterminal.com/compare/instinct-vs-zo-computer.md)\n- [IronClaw vs Zo Computer](https://www.anchorterminal.com/compare/ironclaw-vs-zo-computer.md)\n- [Leon vs Zo Computer](https://www.anchorterminal.com/compare/leon-vs-zo-computer.md)\n- [Lindy vs Zo Computer](https://www.anchorterminal.com/compare/lindy-vs-zo-computer.md)\n- [nanobot vs Zo Computer](https://www.anchorterminal.com/compare/nanobot-vs-zo-computer.md)\n- [NanoClaw vs Zo Computer](https://www.anchorterminal.com/compare/nanoclaw-vs-zo-computer.md)\n- [Dots vs Zo Computer](https://www.anchorterminal.com/compare/openai-dots-vs-zo-computer.md)\n- [OpenClaw vs Zo Computer](https://www.anchorterminal.com/compare/openclaw-vs-zo-computer.md)\n- [OpenDuet vs Zo Computer](https://www.anchorterminal.com/compare/openduet-vs-zo-computer.md)\n- [PicoClaw vs Zo Computer](https://www.anchorterminal.com/compare/picoclaw-vs-zo-computer.md)\n- [Poke vs Zo Computer](https://www.anchorterminal.com/compare/poke-vs-zo-computer.md)\n- [QwenPaw vs Zo Computer](https://www.anchorterminal.com/compare/qwenpaw-vs-zo-computer.md)\n- [Town vs Zo Computer](https://www.anchorterminal.com/compare/town-vs-zo-computer.md)\n- [ZeroClaw vs Zo Computer](https://www.anchorterminal.com/compare/zeroclaw-vs-zo-computer.md)\n- [asaply vs LearnHarness](https://www.anchorterminal.com/compare/asaply-vs-learnharness.md)\n- [Asmi vs LearnHarness](https://www.anchorterminal.com/compare/asmi-vs-learnharness.md)\n- [Atticus vs LearnHarness](https://www.anchorterminal.com/compare/atticus-vs-learnharness.md)\n- [Atticus vs Zo Computer](https://www.anchorterminal.com/compare/atticus-vs-zo-computer.md)\n- [Boba vs LearnHarness](https://www.anchorterminal.com/compare/boba-vs-learnharness.md)\n- [Boski vs LearnHarness](https://www.anchorterminal.com/compare/boski-vs-learnharness.md)\n- [Brea vs LearnHarness](https://www.anchorterminal.com/compare/brea-vs-learnharness.md)\n- [Caddy vs LearnHarness](https://www.anchorterminal.com/compare/caddy-app-vs-learnharness.md)\n- [Claude Duet vs LearnHarness](https://www.anchorterminal.com/compare/claude-duet-vs-learnharness.md)\n- [CowAgent vs LearnHarness](https://www.anchorterminal.com/compare/cowagent-vs-learnharness.md)\n- [DeepTutor vs LearnHarness](https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.md)\n- [DeepTutor vs Zo Computer](https://www.anchorterminal.com/compare/deeptutor-vs-zo-computer.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 Zo Computer](https://www.anchorterminal.com/compare/hark-pro-vs-zo-computer.md)\n- [Haven vs LearnHarness](https://www.anchorterminal.com/compare/haven-vs-learnharness.md)\n- [Hermes Agent vs LearnHarness](https://www.anchorterminal.com/compare/hermes-agent-vs-learnharness.md)\n- [HireAlpha vs LearnHarness](https://www.anchorterminal.com/compare/hirealpha-vs-learnharness.md)\n- [Instinct vs LearnHarness](https://www.anchorterminal.com/compare/instinct-vs-learnharness.md)\n- [IronClaw vs LearnHarness](https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.md)\n- [LearnHarness vs Leon](https://www.anchorterminal.com/compare/learnharness-vs-leon.md)\n- [LearnHarness vs Lindy](https://www.anchorterminal.com/compare/learnharness-vs-lindy.md)\n- [LearnHarness vs Lobby](https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.md)\n- [LearnHarness vs nanobot](https://www.anchorterminal.com/compare/learnharness-vs-nanobot.md)\n- [LearnHarness vs NanoClaw](https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.md)\n- [LearnHarness vs Natura tinyNature](https://www.anchorterminal.com/compare/learnharness-vs-natura.md)\n- [LearnHarness vs Dots](https://www.anchorterminal.com/compare/learnharness-vs-openai-dots.md)\n- [LearnHarness vs OpenClaw](https://www.anchorterminal.com/compare/learnharness-vs-openclaw.md)\n- [LearnHarness vs OpenDuet](https://www.anchorterminal.com/compare/learnharness-vs-openduet.md)\n- [LearnHarness vs OpenInstinct](https://www.anchorterminal.com/compare/learnharness-vs-openinstinct.md)\n- [LearnHarness vs Orbits](https://www.anchorterminal.com/compare/learnharness-vs-orbits.md)\n- [LearnHarness vs Orchid](https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai.md)\n- [LearnHarness vs Pally](https://www.anchorterminal.com/compare/learnharness-vs-pally.md)\n- [LearnHarness vs PicoClaw](https://www.anchorterminal.com/compare/learnharness-vs-picoclaw.md)\n- [LearnHarness vs Poke](https://www.anchorterminal.com/compare/learnharness-vs-poke.md)\n- [LearnHarness vs QwenPaw](https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw.md)\n- [LearnHarness vs szn](https://www.anchorterminal.com/compare/learnharness-vs-szn.md)\n- [LearnHarness vs Tab](https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.md)\n- [LearnHarness vs Talorys](https://www.anchorterminal.com/compare/learnharness-vs-talorys.md)\n- [LearnHarness vs Tasker AI](https://www.anchorterminal.com/compare/learnharness-vs-tasker-ai.md)\n- [LearnHarness vs Tomo](https://www.anchorterminal.com/compare/learnharness-vs-tomo.md)\n- [LearnHarness vs Town](https://www.anchorterminal.com/compare/learnharness-vs-town.md)\n- [LearnHarness vs Wajo (Fo)](https://www.anchorterminal.com/compare/learnharness-vs-wajo.md)\n- [LearnHarness vs Zapia](https://www.anchorterminal.com/compare/learnharness-vs-zapia.md)\n- [LearnHarness vs ZeroClaw](https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw.md)\n- [Talorys vs Zo Computer](https://www.anchorterminal.com/compare/talorys-vs-zo-computer.md)\n- [Lobby vs Zo Computer](https://www.anchorterminal.com/compare/lobby-os-vs-zo-computer.md)\n- [Natura tinyNature vs Zo Computer](https://www.anchorterminal.com/compare/natura-vs-zo-computer.md)\n- [Pally vs Zo Computer](https://www.anchorterminal.com/compare/pally-vs-zo-computer.md)\n- [Tomo vs Zo Computer](https://www.anchorterminal.com/compare/tomo-vs-zo-computer.md)\n- [Wajo (Fo) vs Zo Computer](https://www.anchorterminal.com/compare/wajo-vs-zo-computer.md)\n- [AstrBot vs LearnHarness](https://www.anchorterminal.com/compare/astrbot-vs-learnharness.md)\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", 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