{ "data": { "a": { "slug": "gaia", "name": "GAIA", "vendor": "The Experience Company", "vendorUrl": "https://heygaia.io", "kind": "platform", "category": "personal-assistants", "summary": "GAIA is a personal AI assistant from The Experience Company for email, calendar, todos and scheduled workflows. It runs as a hosted service at heygaia.io with messaging bots, and its source is published for noncommercial self-hosting.", "url": "https://www.anchorterminal.com/tools/gaia", "markdownUrl": "https://www.anchorterminal.com/tools/gaia.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/gaia.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/gaia.json", "repo": "https://github.com/theexperiencecompany/gaia", "license": "PolyForm-Noncommercial-1.0.0", "transports": [], "packages": [ { "registry": "npm", "name": "@heygaia/cli" } ], "auth": "oauth", "authNotes": "People sign in to the hosted app in a browser, and the backend uses WorkOS for sign-in. Integrations connect by OAuth on the provider's consent screen, through Composio for built-in ones, and Gmail asks for the `gmail.modify` scope. Custom MCP servers take no auth, a bearer token or OAuth 2.1 with PKCE and dynamic client registration, with tokens Fernet-encrypted in PostgreSQL. Bot users link a chat identity with `/auth`. No API key for outside callers was found (https://github.com/theexperiencecompany/gaia/blob/master/apps/api/app/config/oauth_config.py; https://docs.heygaia.io/guides/adding-mcp-integrations).", "pricing": "paid", "pricingNotes": "Pro is $30 a month on the pricing page, the only plan shown there, and its FAQ says GAIA is a paid product. The README and docs also describe a Free plan with daily caps and an Enterprise plan by contact, so whether a new account can use the hosted service without paying was not established. Payments run through Dodo Payments. Self-hosting is free for noncommercial use, plus model usage and a WorkOS account (https://heygaia.io/pricing; https://docs.heygaia.io/guides/usage-subscription; checked 2026-10-12).", "priceSummary": "$30 / mo", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs or the backend source (checked 2026-10-12).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 308, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-12" }, "docsUrl": "https://docs.heygaia.io", "llmsTxt": "https://docs.heygaia.io/llms.txt", "capabilities": [ "assistant.proactive", "assistant.messaging", "assistant.accounts", "assistant.memory", "assistant.self-hosted", "agent.mcp-client" ], "tags": [ "hosted", "source-available", "noncommercial-licence", "self-hosted", "messaging", "imessage", "whatsapp", "telegram", "slack", "discord", "gmail", "mcp-client", "status-page", "llms-txt", "approval-off-by-default" ], "lastRelease": "2026-09-14", "graded": true, "anchor": { "graded": true, "score": 49.7, "grade": "D", "agentReady": false, "rank": 954, "ranked": true, "rankOf": 1239, "categoryRank": 14, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 54, "maintenance": 78, "payments": 20, "reliability": 67, "schema": 51, "security": 54, "transparency": 62 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": -5, "negativeNotes": [ "-3. The release notes of 26 August 2026 say GAIA pauses and asks before a tool that deletes, sends or overwrites, the privacy policy (7 August 2026) says destructive actions require explicit approval, and the pricing page says anything outward-facing waits for the owner's OK. The source at `api-v0.24.0` (14 September 2026) and on master sets the default mode to `always_allow`, commented as nothing gated until flipped after launch. Read from source, not from a live account. https://github.com/theexperiencecompany/gaia/blob/master/apps/api/app/models/hil_models.py", "-2. The pricing page FAQ, read on 12 October 2026, says GAIA never shares data with model providers. Section 3.1 of the privacy policy says content, files and data from connected accounts are shared with third-party AI model providers. https://heygaia.io/pricing and https://heygaia.io/privacy" ], "verdict": "GAIA's source is public, so its approval gate, memory store and token handling can be read. Three approval modes and per-tool overrides exist, but the default mode in the source runs every action unasked, which the privacy policy and release notes do not say. Pro costs $30 a month and self-hosting is limited to noncommercial use.", "bestFor": "It suits one person who wants mail triage, meeting briefs, todos and scheduled workflows from one assistant reachable on WhatsApp, Telegram, Slack, Discord or iMessage, and who wants to read the source.", "strengths": [ "The whole product is in a public repository under PolyForm Noncommercial 1.0.0, including the approval gate, memory engine and five messaging bots.", "Approval settings have three modes and per-tool overrides, and adding an MCP server, pairing a device or disconnecting an account asks in every mode.", "Memory is visible in Settings as facts, a journal, four documents and a graph, and each item can be edited or deleted, with a clear-all control.", "A BetterStack status page covers the API, web app and four bots, and lists no incident in the 90 days to 12 October 2026.", "Three sets of tagged releases in the 90 days to 12 October 2026, the latest on 14 September, with 91 commits on master in the last 30 days." ], "weaknesses": [ "The default approval mode in the source is `always_allow`, commented as nothing gated, while the privacy policy and the 26 August release notes say destructive actions wait for approval.", "The pricing page FAQ says data is never shared with model providers. The privacy policy says content, including data from connected accounts, is shared with them.", "The README lists a Free plan at $0 forever, while the pricing page shows only Pro and says GAIA is a paid product.", "Gmail connects with the `gmail.modify` scope, and built-in integrations run through Composio, so a third party holds those OAuth connections.", "No security.txt, bug bounty, certification, subprocessor list or DPA was found, and self-hosting needs a WorkOS account and five data services.", "The Terms of Service forbid automated systems accessing the Service. Recorded as a fact, and it matters before any probe is run." ], "agentNotes": [ "Set Settings \u003e Approvals to Always ask or Auto before connecting mail. The default in the source runs every action, including send and delete, without asking.", "Expect no public API on the hosted service. The backend turns off its OpenAPI document in production, so reach GAIA through its apps, bots or CLI.", "Check the plan before relying on the hosted service. The README and docs describe a Free plan, and the pricing page says GAIA is a paid product.", "For self-hosting, prepare Docker, Node.js 20, a WorkOS account and a model key first, and confirm the use is noncommercial under the licence.", "Add outside tools as MCP servers by URL on the Integrations page. GAIA asks before adding a server in every approval mode." ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "D", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 49.7 } ], "editorialScores": { "ergonomics": 54, "maintenance": 78, "payments": 20, "reliability": 67, "schema": 51, "security": 54, "transparency": 50 }, "provenanceScore": 74, "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": "npm install -g @heygaia/cli \u0026\u0026 gaia init # choose Self-Host (Docker), then open http://localhost:3000" }, "letme": { "capability": "https://letme.dev/assistant.proactive", "tool": "https://letme.dev/gaia" }, "area": "frameworks", "unitPrices": [ { "item": "Pro", "unit": "month", "usd": 30, "note": "billed monthly, with usage limits the pricing page does not state" } ], "provenance": { "legalEntity": "The Experience Company, Inc.", "domain": "heygaia.io", "domainRegistered": "", "endpointOnVendorDomain": true, "terms": "https://heygaia.io/terms", "privacy": "https://heygaia.io/privacy", "statusPage": "https://status.heygaia.io", "changelog": "https://docs.heygaia.io/release-notes", "securityTxt": "none", "checked": "2026-10-12", "notes": [ "The Terms of Service (effective 14 August 2026) name The Experience Company, Inc., a Delaware corporation. Neither the terms nor the privacy policy gives a postal address.", "The privacy policy (effective 7 August 2026) gives support@heygaia.so as its contact, a different domain from heygaia.io, where the README's security and contact addresses sit.", "heygaia.io/.well-known/security.txt returned 404 on 12 October 2026. The repository's SECURITY.md gives an email address for reports.", "The status page lists api.heygaia.io as the backend. We sent nothing to that host.", "heygaia.io's robots.txt allows every path and names ClaudeBot, Claude-Web and anthropic-ai with Allow. docs.heygaia.io carries Content-Signal ai-input=yes. status.heygaia.io returned an empty robots.txt.", "The domain's registration date was not looked up." ], "score": 74 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/gaia.json", "live": { "slug": "gaia", "vendorStatus": { "page": "https://status.heygaia.io", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-10-31T00:09:42.049536471Z" }, "versions": [ { "registry": "github", "name": "theexperiencecompany/gaia", "version": "desktop-v0.8.0", "released": "2026-10-26", "seenAt": "2026-10-30T14:14:14.305199026Z" }, { "registry": "npm", "name": "@heygaia/cli", "version": "0.7.0", "seenAt": "2026-10-30T14:14:13.4189837Z" } ], "githubStars": 323, "npmWeekly": 367, "securityTxt": { "url": "https://heygaia.io/.well-known/security.txt", "state": "valid", "expires": "2027-10-01T00:00:00.000Z", "checkedAt": "2026-10-30T15:38:34.979113045Z" }, "llmsTxt": { "url": "https://docs.heygaia.io/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-30T15:07:31.572838469Z" }, "domain": { "domain": "heygaia.io", "checkedAt": "2026-10-25T14:02:27.025465859Z" }, "pages": [ { "url": "https://docs.heygaia.io/release-notes", "kind": "changelog", "status": 200, "checkedAt": "2026-10-30T05:37:32.70007014Z", "changedAt": "2026-10-27T03:44:23.255785798Z", "fingerprint": "0c0d24f253c1" }, { "url": "https://heygaia.io/pricing", "kind": "pricing", "status": 200, "checkedAt": "2026-10-30T05:41:13.260926156Z", "changedAt": "2026-10-30T05:41:13.260926156Z", "fingerprint": "5bfb4f2cba26" }, { "url": "https://heygaia.io/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-30T05:41:15.398135195Z", "changedAt": "2026-10-30T05:41:15.398135195Z", "fingerprint": "314163d55ae1" }, { "url": "https://heygaia.io/terms", "kind": "terms", "status": 200, "checkedAt": "2026-10-30T05:41:17.493111066Z", "changedAt": "2026-10-30T05:41:17.493111066Z", "fingerprint": "c371c9277cb5" } ], "github": { "repo": "theexperiencecompany/gaia", "checkedAt": "2026-10-26T08:10:51.564709139Z", "stars": 320, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-26T08:10:18Z", "openIssues": 13, "openPRs": 46, "issuesOpened90d": 21, "issuesClosed90d": 10, "prsMerged90d": 408, "ci": { "branch": "master", "runs": 50, "success": 39, "failure": 6, "other": 5, "latest": "success", "latestAt": "2026-10-26T07:24:15Z" }, "replies": { "sampled": 25, "unanswered": 12, "medianDays": 13.5 } }, "updatedAt": "2026-10-31T00:09:42.049536471Z" } }, "answer": "LearnHarness scores 59.3 (C) on agent readiness against GAIA's 49.7 (D), and leads in 3 of 7 scored categories. GAIA leads on reliability and maintenance \u0026 community.", "b": { "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" }, "facts": [ { "a": "Platform", "b": "Agent harness", "name": "Kind" }, { "a": "The Experience Company", "b": "Amos Blomqvist", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "OAuth", "b": "None", "name": "Auth" }, { "a": "Paid", "b": "Free", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "PolyForm-Noncommercial-1.0.0", "b": "AGPL-3.0-only", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "no", "name": "llms.txt" }, { "a": "2026-09-14", "b": "2026-10-29", "name": "Last release" }, { "a": "2026-08-14", "b": "no date given", "name": "Terms last updated" }, { "a": "2026-08-07", "b": "no document linked", "name": "Privacy policy last updated" }, { "a": "not found in the text", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "yes", "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": "yes", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "yes", "b": "not found in the text", "name": "Arbitration or class-action waiver" }, { "a": "308 stars", "b": "4.2k stars", "name": "Popularity" } ], "faq": [ { "answer": "LearnHarness scores 59.3 (C) on agent readiness against GAIA's 49.7 (D), and leads in 3 of 7 scored categories. GAIA leads on reliability and maintenance \u0026 community.", "question": "Which is better for AI agents, GAIA or LearnHarness?" }, { "answer": "No open-source release is listed for GAIA. LearnHarness is open source (AGPL-3.0-only).", "question": "Are GAIA and LearnHarness open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 67 against 56", "Maintenance \u0026 community, 78 against 71" ], "also": null, "goodFor": "It suits one person who wants mail triage, meeting briefs, todos and scheduled workflows from one assistant reachable on WhatsApp, Telegram, Slack, Discord or iMessage, and who wants to read the source.", "slug": "gaia", "watchFor": "The default approval mode in the source is `always_allow`, commented as nothing gated, while the privacy policy and the 26 August release notes say destructive actions wait for approval." }, { "aheadOn": [ "Schema \u0026 documentation, 63 against 51", "Agent ergonomics, 60 against 54", "Payments \u0026 pricing, 60 against 20" ], "also": [ "No key needed to call it", "Free to start without a card", "Open source", "No incidents deducted, where GAIA loses 5 points for them" ], "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" } ], "job": { "capability": "assistant.memory", "name": "Assistants that remember you" }, "others": [ { "json": "https://www.anchorterminal.com/compare/asaply-vs-gaia.json", "title": "asaply vs GAIA", "url": "https://www.anchorterminal.com/compare/asaply-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-gaia.json", "title": "Asmi vs GAIA", "url": "https://www.anchorterminal.com/compare/asmi-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-gaia.json", "title": "Boba vs GAIA", "url": "https://www.anchorterminal.com/compare/boba-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-gaia.json", "title": "Brea vs GAIA", "url": "https://www.anchorterminal.com/compare/brea-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/del-vs-gaia.json", "title": "Del vs GAIA", "url": "https://www.anchorterminal.com/compare/del-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-hirealpha.json", "title": "GAIA vs HireAlpha", "url": "https://www.anchorterminal.com/compare/gaia-vs-hirealpha" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-openinstinct.json", "title": "GAIA vs OpenInstinct", "url": "https://www.anchorterminal.com/compare/gaia-vs-openinstinct" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-orbits.json", "title": "GAIA vs Orbits", "url": "https://www.anchorterminal.com/compare/gaia-vs-orbits" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-orchid-ai.json", "title": "GAIA vs Orchid", "url": "https://www.anchorterminal.com/compare/gaia-vs-orchid-ai" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-szn.json", "title": "GAIA vs szn", "url": "https://www.anchorterminal.com/compare/gaia-vs-szn" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-tab-bot.json", "title": "GAIA vs Tab", "url": "https://www.anchorterminal.com/compare/gaia-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-zapia.json", "title": "GAIA vs Zapia", "url": "https://www.anchorterminal.com/compare/gaia-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-gaia.json", "title": "AstrBot vs GAIA", "url": "https://www.anchorterminal.com/compare/astrbot-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-gaia.json", "title": "Boski vs GAIA", "url": "https://www.anchorterminal.com/compare/boski-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-gaia.json", "title": "Caddy vs GAIA", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-gaia.json", "title": "Claude Duet vs GAIA", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-gaia.json", "title": "CowAgent vs GAIA", "url": "https://www.anchorterminal.com/compare/cowagent-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-gaia.json", "title": "folk vs GAIA", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-gemini-spark.json", "title": "GAIA vs Gemini Spark", "url": "https://www.anchorterminal.com/compare/gaia-vs-gemini-spark" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-grok-bot.json", "title": "GAIA vs Grok Bot", "url": "https://www.anchorterminal.com/compare/gaia-vs-grok-bot" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-haven.json", "title": "GAIA vs Haven", "url": "https://www.anchorterminal.com/compare/gaia-vs-haven" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-hermes-agent.json", "title": "GAIA vs Hermes Agent", "url": "https://www.anchorterminal.com/compare/gaia-vs-hermes-agent" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-instinct.json", "title": "GAIA vs Instinct", "url": "https://www.anchorterminal.com/compare/gaia-vs-instinct" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-ironclaw.json", "title": "GAIA vs IronClaw", "url": "https://www.anchorterminal.com/compare/gaia-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-leon.json", "title": "GAIA vs Leon", "url": "https://www.anchorterminal.com/compare/gaia-vs-leon" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-lindy.json", "title": "GAIA vs Lindy", "url": "https://www.anchorterminal.com/compare/gaia-vs-lindy" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-lobby-os.json", "title": "GAIA vs Lobby", "url": "https://www.anchorterminal.com/compare/gaia-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-nanobot.json", "title": "GAIA vs nanobot", "url": "https://www.anchorterminal.com/compare/gaia-vs-nanobot" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-nanoclaw.json", "title": "GAIA vs NanoClaw", "url": "https://www.anchorterminal.com/compare/gaia-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-openai-dots.json", "title": "GAIA vs Dots", "url": "https://www.anchorterminal.com/compare/gaia-vs-openai-dots" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-openclaw.json", "title": "GAIA vs OpenClaw", "url": "https://www.anchorterminal.com/compare/gaia-vs-openclaw" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-openduet.json", "title": "GAIA vs OpenDuet", "url": "https://www.anchorterminal.com/compare/gaia-vs-openduet" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-picoclaw.json", "title": "GAIA vs PicoClaw", "url": "https://www.anchorterminal.com/compare/gaia-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-poke.json", "title": "GAIA vs Poke", "url": "https://www.anchorterminal.com/compare/gaia-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-qwenpaw.json", "title": "GAIA vs QwenPaw", "url": "https://www.anchorterminal.com/compare/gaia-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-tasker-ai.json", "title": "GAIA vs Tasker AI", "url": "https://www.anchorterminal.com/compare/gaia-vs-tasker-ai" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-town.json", "title": "GAIA vs Town", "url": "https://www.anchorterminal.com/compare/gaia-vs-town" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-zeroclaw.json", "title": "GAIA vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/gaia-vs-zeroclaw" }, { "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/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-gaia.json", "title": "Atticus vs GAIA", "url": "https://www.anchorterminal.com/compare/atticus-vs-gaia" }, { "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/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-gaia.json", "title": "DeepTutor vs GAIA", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-gaia" }, { "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/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-hark-pro.json", "title": "GAIA vs Hark Pro", "url": "https://www.anchorterminal.com/compare/gaia-vs-hark-pro" }, { "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/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/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/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/gaia-vs-natura.json", "title": "GAIA vs Natura tinyNature", "url": "https://www.anchorterminal.com/compare/gaia-vs-natura" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-pally.json", "title": "GAIA vs Pally", "url": "https://www.anchorterminal.com/compare/gaia-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-tomo.json", "title": "GAIA vs Tomo", "url": "https://www.anchorterminal.com/compare/gaia-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-wajo.json", "title": "GAIA vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/gaia-vs-wajo" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-learnharness.json", "title": "AstrBot vs LearnHarness", "url": "https://www.anchorterminal.com/compare/astrbot-vs-learnharness" } ], "scores": [ { "by": 11, "edge": "gaia", "gaia": 67, "key": "reliability", "learnharness": 56, "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 12, "edge": "learnharness", "gaia": 51, "key": "schema", "learnharness": 63, "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 6, "edge": "learnharness", "gaia": 54, "key": "ergonomics", "learnharness": 60, "name": "Agent ergonomics", "weight": 13 }, { "by": 2, "edge": "gaia", "gaia": 54, "key": "security", "learnharness": 52, "name": "Security \u0026 auth", "weight": 14 }, { "by": 40, "edge": "learnharness", "gaia": 20, "key": "payments", "learnharness": 60, "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 7, "edge": "gaia", "gaia": 78, "key": "maintenance", "learnharness": 71, "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 2, "edge": "gaia", "gaia": 62, "key": "transparency", "learnharness": 60, "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "LearnHarness scores 59.3 (C) on agent readiness against GAIA's 49.7 (D), and leads in 3 of 7 scored categories. GAIA leads on reliability and maintenance \u0026 community. Both do assistants that remember you.", "tutorials": [], "verdicts": { "gaia": "GAIA's source is public, so its approval gate, memory store and token handling can be read. Three approval modes and per-tool overrides exist, but the default mode in the source runs every action unasked, which the privacy policy and release notes do not say. Pro costs $30 a month and self-hosting is limited to noncommercial use.", "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." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/gaia-vs-learnharness", "json": "https://www.anchorterminal.com/compare/gaia-vs-learnharness.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/gaia-vs-learnharness.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/gaia-vs-learnharness.min.md" }, "markdown": "LearnHarness scores 59.3 (C) on agent readiness against GAIA's 49.7 (D), and leads in 3 of 7 scored categories. GAIA leads on reliability and maintenance \u0026 community. Both do assistants that remember you.\n\n- GAIA: grade D, 49.7/100, rank #954 of 1239. Markdown https://www.anchorterminal.com/tools/gaia.md · JSON https://www.anchorterminal.com/api/v1/tools/gaia.json\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- 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### GAIA (D)\n\nGood for: It suits one person who wants mail triage, meeting briefs, todos and scheduled workflows from one assistant reachable on WhatsApp, Telegram, Slack, Discord or iMessage, and who wants to read the source.\n\nAhead on:\n- Reliability, 67 against 56\n- Maintenance \u0026 community, 78 against 71\n\nWatch for: The default approval mode in the source is `always_allow`, commented as nothing gated, while the privacy policy and the 26 August release notes say destructive actions wait for approval.\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- Schema \u0026 documentation, 63 against 51\n- Agent ergonomics, 60 against 54\n- Payments \u0026 pricing, 60 against 20\n\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\n- Open source\n- No incidents deducted, where GAIA loses 5 points for them\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\n## Score by category\n\n| Category | Weight | GAIA | LearnHarness | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 67 | 56 | GAIA +11 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 51 | 63 | LearnHarness +12 |\n| Agent ergonomics | 13% (16.2 this run) | 54 | 60 | LearnHarness +6 |\n| Security \u0026 auth | 14% (17.5 this run) | 54 | 52 | GAIA +2 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 60 | LearnHarness +40 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 78 | 71 | GAIA +7 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 62 | 60 | GAIA +2 |\n| Negative events | ≤15 | -5 | 0 | |\n| **Total** | | **49.7 · D** | **59.3 · C** | |\n\n## Facts side by side\n\n| Fact | GAIA | LearnHarness |\n| --- | --- | --- |\n| Kind | Platform | Agent harness |\n| Vendor | The Experience Company | Amos Blomqvist |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | OAuth | None |\n| Pricing | Paid | Free |\n| x402 | no | no |\n| Licence | PolyForm-Noncommercial-1.0.0 | AGPL-3.0-only |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-09-14 | 2026-10-29 |\n| Terms last updated | 2026-08-14 | no date given |\n| Privacy policy last updated | 2026-08-07 | no document linked |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | yes | 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 | yes | not found in the text |\n| Arbitration or class-action waiver | yes | not found in the text |\n| Popularity | 308 stars | 4.2k stars |\n\n## Verdicts\n\n**GAIA.** GAIA's source is public, so its approval gate, memory store and token handling can be read. Three approval modes and per-tool overrides exist, but the default mode in the source runs every action unasked, which the privacy policy and release notes do not say. Pro costs $30 a month and self-hosting is limited to noncommercial use.\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## Before you call either\n\n### GAIA\n\n1. Set Settings \u003e Approvals to Always ask or Auto before connecting mail. The default in the source runs every action, including send and delete, without asking.\n2. Expect no public API on the hosted service. The backend turns off its OpenAPI document in production, so reach GAIA through its apps, bots or CLI.\n3. Check the plan before relying on the hosted service. The README and docs describe a Free plan, and the pricing page says GAIA is a paid product.\n4. For self-hosting, prepare Docker, Node.js 20, a WorkOS account and a model key first, and confirm the use is noncommercial under the licence.\n5. Add outside tools as MCP servers by URL on the Integrations page. GAIA asks before adding a server in every approval mode.\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## Questions\n\n### Which is better for AI agents, GAIA or LearnHarness?\n\nLearnHarness scores 59.3 (C) on agent readiness against GAIA's 49.7 (D), and leads in 3 of 7 scored categories. GAIA leads on reliability and maintenance \u0026 community.\n\n### Are GAIA and LearnHarness open source?\n\nNo open-source release is listed for GAIA. LearnHarness is open source (AGPL-3.0-only).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/gaia-vs-learnharness.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gaia-vs-learnharness.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"gaia\", \"b\": \"learnharness\"}`. From a terminal: `anchor compare gaia learnharness`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gaia.json and https://www.anchorterminal.com/api/v1/tools/learnharness.json\n\n## Other comparisons with GAIA or LearnHarness\n\n- [asaply vs GAIA](https://www.anchorterminal.com/compare/asaply-vs-gaia.md)\n- [Asmi vs GAIA](https://www.anchorterminal.com/compare/asmi-vs-gaia.md)\n- [Boba vs GAIA](https://www.anchorterminal.com/compare/boba-vs-gaia.md)\n- [Brea vs GAIA](https://www.anchorterminal.com/compare/brea-vs-gaia.md)\n- [Del vs GAIA](https://www.anchorterminal.com/compare/del-vs-gaia.md)\n- [GAIA vs HireAlpha](https://www.anchorterminal.com/compare/gaia-vs-hirealpha.md)\n- [GAIA vs OpenInstinct](https://www.anchorterminal.com/compare/gaia-vs-openinstinct.md)\n- [GAIA vs Orbits](https://www.anchorterminal.com/compare/gaia-vs-orbits.md)\n- [GAIA vs Orchid](https://www.anchorterminal.com/compare/gaia-vs-orchid-ai.md)\n- [GAIA vs szn](https://www.anchorterminal.com/compare/gaia-vs-szn.md)\n- [GAIA vs Tab](https://www.anchorterminal.com/compare/gaia-vs-tab-bot.md)\n- [GAIA vs Zapia](https://www.anchorterminal.com/compare/gaia-vs-zapia.md)\n- [AstrBot vs GAIA](https://www.anchorterminal.com/compare/astrbot-vs-gaia.md)\n- [Boski vs GAIA](https://www.anchorterminal.com/compare/boski-vs-gaia.md)\n- [Caddy vs GAIA](https://www.anchorterminal.com/compare/caddy-app-vs-gaia.md)\n- [Claude Duet vs GAIA](https://www.anchorterminal.com/compare/claude-duet-vs-gaia.md)\n- [CowAgent vs GAIA](https://www.anchorterminal.com/compare/cowagent-vs-gaia.md)\n- [folk vs GAIA](https://www.anchorterminal.com/compare/folk-nozomio-vs-gaia.md)\n- [GAIA vs Gemini Spark](https://www.anchorterminal.com/compare/gaia-vs-gemini-spark.md)\n- [GAIA vs Grok Bot](https://www.anchorterminal.com/compare/gaia-vs-grok-bot.md)\n- [GAIA vs Haven](https://www.anchorterminal.com/compare/gaia-vs-haven.md)\n- [GAIA vs Hermes Agent](https://www.anchorterminal.com/compare/gaia-vs-hermes-agent.md)\n- [GAIA vs Instinct](https://www.anchorterminal.com/compare/gaia-vs-instinct.md)\n- [GAIA vs IronClaw](https://www.anchorterminal.com/compare/gaia-vs-ironclaw.md)\n- [GAIA vs Leon](https://www.anchorterminal.com/compare/gaia-vs-leon.md)\n- [GAIA vs Lindy](https://www.anchorterminal.com/compare/gaia-vs-lindy.md)\n- [GAIA vs Lobby](https://www.anchorterminal.com/compare/gaia-vs-lobby-os.md)\n- [GAIA vs nanobot](https://www.anchorterminal.com/compare/gaia-vs-nanobot.md)\n- [GAIA vs NanoClaw](https://www.anchorterminal.com/compare/gaia-vs-nanoclaw.md)\n- [GAIA vs Dots](https://www.anchorterminal.com/compare/gaia-vs-openai-dots.md)\n- [GAIA vs OpenClaw](https://www.anchorterminal.com/compare/gaia-vs-openclaw.md)\n- [GAIA vs OpenDuet](https://www.anchorterminal.com/compare/gaia-vs-openduet.md)\n- [GAIA vs PicoClaw](https://www.anchorterminal.com/compare/gaia-vs-picoclaw.md)\n- [GAIA vs Poke](https://www.anchorterminal.com/compare/gaia-vs-poke.md)\n- [GAIA vs QwenPaw](https://www.anchorterminal.com/compare/gaia-vs-qwenpaw.md)\n- [GAIA vs Tasker AI](https://www.anchorterminal.com/compare/gaia-vs-tasker-ai.md)\n- [GAIA vs Town](https://www.anchorterminal.com/compare/gaia-vs-town.md)\n- [GAIA vs ZeroClaw](https://www.anchorterminal.com/compare/gaia-vs-zeroclaw.md)\n- [GAIA vs Zo Computer](https://www.anchorterminal.com/compare/gaia-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 GAIA](https://www.anchorterminal.com/compare/atticus-vs-gaia.md)\n- [Atticus vs LearnHarness](https://www.anchorterminal.com/compare/atticus-vs-learnharness.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 GAIA](https://www.anchorterminal.com/compare/deeptutor-vs-gaia.md)\n- [DeepTutor vs LearnHarness](https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.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 Hark Pro](https://www.anchorterminal.com/compare/gaia-vs-hark-pro.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- [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- [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- [LearnHarness vs Zo Computer](https://www.anchorterminal.com/compare/learnharness-vs-zo-computer.md)\n- [GAIA vs Natura tinyNature](https://www.anchorterminal.com/compare/gaia-vs-natura.md)\n- [GAIA vs Pally](https://www.anchorterminal.com/compare/gaia-vs-pally.md)\n- [GAIA vs Tomo](https://www.anchorterminal.com/compare/gaia-vs-tomo.md)\n- [GAIA vs Wajo (Fo)](https://www.anchorterminal.com/compare/gaia-vs-wajo.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", "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": "GAIA vs LearnHarness", "url": "" } ], "description": "LearnHarness scores 59.3 (C) to GAIA's 49.7 (D) for assistants that remember you. 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