{ "data": { "a": { "slug": "ironclaw", "name": "IronClaw", "vendor": "NEAR AI", "vendorUrl": "https://www.ironclaw.com", "kind": "harness", "category": "personal-assistants", "summary": "IronClaw is an open-source personal AI assistant written in Rust by NEAR AI. The owner runs it as a local service with a web interface, Slack and Telegram channels, Google and GitHub extensions, scheduled automations and persistent memory.", "url": "https://www.anchorterminal.com/tools/ironclaw", "markdownUrl": "https://www.anchorterminal.com/tools/ironclaw.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/ironclaw.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/ironclaw.json", "repo": "https://github.com/nearai/ironclaw", "license": "MIT OR Apache-2.0", "transports": [ "http" ], "packages": [], "auth": "mixed", "authNotes": "`ironclaw onboard` writes a bearer token to `~/.ironclaw/reborn/webui-token` and prints a login link that carries it as a `token` query parameter. The same token authorises the web interface and the Responses API with operator rights. Multi-user deployments can add Google or GitHub single sign-on and per-user API tokens with owner, admin or member roles. Connected accounts use OAuth (Google, Slack), a Telegram pairing code, or keys held in the encrypted secret store. The web interface binds to 127.0.0.1:3000 unless `--host` is changed (https://docs.ironclaw.com/using/webui.md).", "pricing": "freemium", "pricingNotes": "Free to self-host under MIT or Apache-2.0, with model usage billed by whichever provider the owner selects, or nothing with Ollama. NEAR AI sells hosted instances on ironclaw.com as Starter (shown as $5 beside $0 a month, 1 agent, $5 credits), Basic at $20 a month (2 agents, $20 credits) and Pro+ at $200 a month (5 agents, $200 credits). The page does not say whether a card is needed. NEAR AI Cloud inference is priced per million tokens on near.ai/pricing (checked 2026-10-12).", "priceSummary": "$20 / mo", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs or the release notes (checked 2026-10-12).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 12648, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-12" }, "docsUrl": "https://docs.ironclaw.com", "llmsTxt": "https://docs.ironclaw.com/llms.txt", "capabilities": [ "assistant.proactive", "assistant.messaging", "assistant.accounts", "assistant.memory", "assistant.self-hosted", "agent.mcp-client" ], "tags": [ "open-source", "self-hosted", "rust", "wasm", "telegram", "slack", "gmail", "mcp", "hosted-option", "llms-txt" ], "lastRelease": "2026-09-29", "graded": true, "anchor": { "graded": true, "score": 66.8, "grade": "B", "agentReady": false, "rank": 309, "ranked": true, "rankOf": 1239, "categoryRank": 5, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 69, "maintenance": 74, "payments": 60, "reliability": 67, "schema": 74, "security": 66, "transparency": 76 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": -2, "negativeNotes": [ "2026-10-12. The ironclaw.com home page lists Discord and Signal among integrations, while the channel docs for the current release say Discord, Signal, WeChat and WeCom are not part of the 1.0 release, which shipped on 27 July 2026. The docs site also says it documents the latest stable release while its heartbeat, cron, shell and WASM pages name settings absent from the 1.4.1 source. A misleading claim, at the minimum, -2. https://www.ironclaw.com/; https://docs.ironclaw.com/channels/overview.md; https://github.com/nearai/ironclaw/blob/ironclaw-v1.4.1/docs/capabilities/routines/heartbeat.mdx" ], "verdict": "Credentials stay in an encrypted store and are injected at the host boundary, and extensions declare per-tool permissions, network targets and OAuth scopes. The global auto-approve setting defaults to on in the 1.4.1 source, so tools marked ask, such as `gmail.send_message`, run unprompted until the owner turns it off.", "bestFor": "One technical owner who wants a self-hosted assistant over Gmail, Calendar, Slack and Telegram with credentials kept out of the model's reach.", "strengths": [ "Dual MIT or Apache-2.0 licence, with installers for seven targets on GitHub releases and no account needed to run it", "Each extension tool declares a default permission, effects, network targets and OAuth scopes in `manifest.toml`. Gmail reads use `gmail.readonly` and sends use `gmail.send`", "Secrets are encrypted with AES-256-GCM per the README, with the master key in the OS keychain, and are injected into requests outside the sandbox", "No analytics library was found in the 1.4.1 source. Trace Commons is opt-in and has no default endpoint", "Six stable releases between 27 July and 29 September 2026, each with dated notes and upgrade steps" ], "weaknesses": [ "Global auto-approve defaults to on in the 1.4.1 source, so tools marked ask (send, trash, delete) run without a prompt. Only financial, approval and budget effects always ask", "The `main` branch has had no commit since 10 September 2026, and open reports filed since mid-September show no replies. 1,363 issues and 183 pull requests are open", "Docs pages for heartbeat, cron, shell and WASM limits name settings such as `HEARTBEAT_ENABLED` and `ALLOW_LOCAL_TOOLS` that do not appear in the 1.4.1 source", "No SECURITY.md, security.txt or published GitHub advisory was found", "The home page lists Discord and Signal integrations, while the channel docs say both are not part of the 1.0 release" ], "agentNotes": [ "Open Settings and turn off global auto-approve, or set send and delete tools to ask each time, before connecting mail or chat accounts", "Install with the release installer and run `ironclaw onboard`. 1.x does not migrate 0.29 data, so use a fresh home directory", "Call `POST /api/v1/responses` with the bearer token from `~/.ironclaw/reborn/webui-token`. Keep under 30 requests in 60 seconds", "Resolve approval and OAuth gates in the web interface. The Responses API fails the turn instead of surfacing them", "Connect MCP servers over HTTP only. The stdio transport is rejected" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 2.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 66.8 } ], "editorialScores": { "ergonomics": 69, "maintenance": 74, "payments": 60, "reliability": 67, "schema": 74, "security": 66, "transparency": 79 }, "provenanceScore": 73, "checked": { "categories": { "ergonomics": "2026-10-12", "maintenance": "2026-10-12", "payments": "2026-10-12", "reliability": "2026-10-12", "schema": "2026-10-12", "security": "2026-10-12", "transparency": "2026-10-12" }, "last": "2026-10-12", "lastMoved": "2026-10-28", "oldest": "2026-10-12", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "IRONCLAW_RELEASE_TAG=ironclaw-v1.4.1\ncurl --proto '=https' --tlsv1.2 -LsSf \"https://github.com/nearai/ironclaw/releases/download/${IRONCLAW_RELEASE_TAG}/ironclaw-installer.sh\" | sh\nironclaw onboard" }, "letme": { "capability": "https://letme.dev/assistant.proactive", "tool": "https://letme.dev/ironclaw" }, "area": "frameworks", "unitPrices": [ { "item": "Hosted Basic plan (2 agents, $20 credits)", "unit": "month", "usd": 20, "note": "NEAR AI Cloud, per ironclaw.com" }, { "item": "Hosted Pro+ plan (5 agents, $200 credits)", "unit": "month", "usd": 200, "note": "NEAR AI Cloud, per ironclaw.com" } ], "provenance": { "legalEntity": "Jasnah, Inc. d/b/a NEAR AI", "domain": "ironclaw.com", "domainRegistered": "2018-01-04", "endpointOnVendorDomain": null, "terms": "", "privacy": "https://near.ai/privacy-policy", "statusPage": "", "changelog": "https://github.com/nearai/ironclaw/releases", "securityTxt": "none", "checked": "2026-10-12", "notes": [ "The NEAR AI terms of service (updated 24 September 2026) name Jasnah, Inc. d/b/a NEAR AI under Delaware law and cover NEAR AI Cloud and its API. They do not mention IronClaw or agent hosting, so no terms link is set and the MIT or Apache-2.0 licence stands in for the self-hosted software.", "The privacy policy (updated 4 September 2026) lists ironclaw.com, agent.near.ai, the IronClaw framework and IronHub among what it covers.", "The ironclaw.com home page says Built by Near Foundation and its footer says by NEAR AI.", "security.txt answered 404 on www.ironclaw.com, docs.ironclaw.com and near.ai.", "RDAP for ironclaw.com gives a registration date of 2018-01-04 and Cloudflare, Inc. as registrar, last changed 2026-04-20.", "A self-hosted instance answers on its owner's own host. Hosted instances answer at \u003cinstance-id\u003e.agents.near.ai per the quickstart." ], "score": 73 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/ironclaw.json", "live": { "slug": "ironclaw", "versions": [ { "registry": "github", "name": "nearai/ironclaw", "version": "ironclaw-v1.4.1", "released": "2026-09-29", "seenAt": "2026-10-30T14:20:35.313337198Z" } ], "githubStars": 12695, "securityTxt": { "url": "https://ironclaw.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-30T15:37:59.632400146Z" }, "llmsTxt": { "url": "https://docs.ironclaw.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-30T15:07:44.858680057Z" }, "domain": { "domain": "ironclaw.com", "registered": "2018-01-04", "source": "https://rdap.verisign.com/com/v1/domain/ironclaw.com", "checkedAt": "2026-10-25T13:51:09.648390688Z" }, "pages": [ { "url": "https://near.ai/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-30T05:44:20.897915467Z", "changedAt": "2026-10-30T05:44:20.897915467Z", "fingerprint": "aadd0446f426" } ], "github": { "repo": "nearai/ironclaw", "checkedAt": "2026-10-26T07:49:19.860014353Z", "stars": 12676, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-25T20:49:55Z", "openIssues": 1369, "openPRs": 196, "issuesOpened90d": 585, "issuesClosed90d": 416, "prsMerged90d": 525, "ci": { "branch": "main", "runs": 50, "success": 28, "failure": 15, "other": 7, "latest": "failure", "latestAt": "2026-09-05T01:40:20Z" }, "replies": { "sampled": 25, "unanswered": 25 } }, "updatedAt": "2026-10-30T15:37:59.632400146Z" } }, "answer": "IronClaw scores 66.8 (B) on agent readiness against LearnHarness's 59.3 (C), and leads in 6 of 7 scored categories.", "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": "Agent harness", "b": "Agent harness", "name": "Kind" }, { "a": "NEAR AI", "b": "Amos Blomqvist", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "HTTP", "b": "", "name": "Transports" }, { "a": "OAuth or key", "b": "None", "name": "Auth" }, { "a": "Freemium", "b": "Free", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "MIT OR Apache-2.0", "b": "AGPL-3.0-only", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "no", "name": "llms.txt" }, { "a": "2026-09-29", "b": "2026-10-29", "name": "Last release" }, { "a": "no document linked", "b": "no date given", "name": "Terms last updated" }, { "a": "no date given", "b": "no document linked", "name": "Privacy policy last updated" }, { "a": "", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "", "b": "not found in the text", "name": "Terms restrict automated access" }, { "a": "", "b": "not found in the text", "name": "Terms restrict benchmarking" }, { "a": "", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "", "b": "not found in the text", "name": "Arbitration or class-action waiver" }, { "a": "13k stars", "b": "4.2k stars", "name": "Popularity" }, { "a": "2.5/5 (4)", "b": "none", "name": "Agent reviews" } ], "faq": [ { "answer": "IronClaw scores 66.8 (B) on agent readiness against LearnHarness's 59.3 (C), and leads in 6 of 7 scored categories.", "question": "Which is better for AI agents, IronClaw or LearnHarness?" }, { "answer": "Yes. IronClaw is open source (MIT OR Apache-2.0). LearnHarness is open source (AGPL-3.0-only).", "question": "Are IronClaw and LearnHarness open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 67 against 56", "Schema \u0026 documentation, 74 against 63", "Agent ergonomics, 69 against 60", "Security \u0026 auth, 66 against 52", "Transparency \u0026 trust, 76 against 60" ], "also": null, "goodFor": "One technical owner who wants a self-hosted assistant over Gmail, Calendar, Slack and Telegram with credentials kept out of the model's reach.", "slug": "ironclaw", "watchFor": "Global auto-approve defaults to on in the 1.4.1 source, so tools marked ask (send, trash, delete) run without a prompt. Only financial, approval and budget effects always ask" }, { "aheadOn": null, "also": [ "No key needed to call it", "Free to start without a card" ], "goodFor": "A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.", "slug": "learnharness", "watchFor": "The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider" } ], "job": { "capability": "assistant.memory", "name": "Assistants that remember you" }, "others": [ { "json": "https://www.anchorterminal.com/compare/asaply-vs-ironclaw.json", "title": "asaply vs IronClaw", "url": "https://www.anchorterminal.com/compare/asaply-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-ironclaw.json", "title": "Asmi vs IronClaw", "url": "https://www.anchorterminal.com/compare/asmi-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-ironclaw.json", "title": "Boba vs IronClaw", "url": "https://www.anchorterminal.com/compare/boba-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-ironclaw.json", "title": "Brea vs IronClaw", "url": "https://www.anchorterminal.com/compare/brea-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/del-vs-ironclaw.json", "title": "Del vs IronClaw", "url": "https://www.anchorterminal.com/compare/del-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/hirealpha-vs-ironclaw.json", "title": "HireAlpha vs IronClaw", "url": "https://www.anchorterminal.com/compare/hirealpha-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-openinstinct.json", "title": "IronClaw vs OpenInstinct", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-openinstinct" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-orbits.json", "title": "IronClaw vs Orbits", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-orbits" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-orchid-ai.json", "title": "IronClaw vs Orchid", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-orchid-ai" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-szn.json", "title": "IronClaw vs szn", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-szn" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-tab-bot.json", "title": "IronClaw vs Tab", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-zapia.json", "title": "IronClaw vs Zapia", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-ironclaw.json", "title": "AstrBot vs IronClaw", "url": "https://www.anchorterminal.com/compare/astrbot-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-ironclaw.json", "title": "Boski vs IronClaw", "url": "https://www.anchorterminal.com/compare/boski-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-ironclaw.json", "title": "Caddy vs IronClaw", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-ironclaw.json", "title": "Claude Duet vs IronClaw", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-ironclaw.json", "title": "CowAgent vs IronClaw", "url": "https://www.anchorterminal.com/compare/cowagent-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-ironclaw.json", "title": "folk vs IronClaw", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-ironclaw" }, { "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/gemini-spark-vs-ironclaw.json", "title": "Gemini Spark vs IronClaw", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/grok-bot-vs-ironclaw.json", "title": "Grok Bot vs IronClaw", "url": "https://www.anchorterminal.com/compare/grok-bot-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/haven-vs-ironclaw.json", "title": "Haven vs IronClaw", "url": "https://www.anchorterminal.com/compare/haven-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-ironclaw.json", "title": "Hermes Agent vs IronClaw", "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/instinct-vs-ironclaw.json", "title": "Instinct vs IronClaw", "url": "https://www.anchorterminal.com/compare/instinct-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-leon.json", "title": "IronClaw vs Leon", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-leon" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-lindy.json", "title": "IronClaw vs Lindy", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-lindy" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-lobby-os.json", "title": "IronClaw vs Lobby", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-nanobot.json", "title": "IronClaw vs nanobot", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-nanobot" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-nanoclaw.json", "title": "IronClaw vs NanoClaw", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-openai-dots.json", "title": "IronClaw vs Dots", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-openai-dots" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-openclaw.json", "title": "IronClaw vs OpenClaw", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-openclaw" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-openduet.json", "title": "IronClaw vs OpenDuet", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-openduet" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-picoclaw.json", "title": "IronClaw vs PicoClaw", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-poke.json", "title": "IronClaw vs Poke", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-qwenpaw.json", "title": "IronClaw vs QwenPaw", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-tasker-ai.json", "title": "IronClaw vs Tasker AI", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-tasker-ai" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-town.json", "title": "IronClaw vs Town", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-town" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-zeroclaw.json", "title": "IronClaw vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-zeroclaw" }, { "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/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-ironclaw.json", "title": "Atticus vs IronClaw", "url": "https://www.anchorterminal.com/compare/atticus-vs-ironclaw" }, { "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-ironclaw.json", "title": "DeepTutor vs IronClaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw" }, { "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-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-ironclaw.json", "title": "Hark Pro vs IronClaw", "url": "https://www.anchorterminal.com/compare/hark-pro-vs-ironclaw" }, { "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-talorys.json", "title": "IronClaw vs Talorys", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-leon.json", "title": "LearnHarness vs Leon", "url": "https://www.anchorterminal.com/compare/learnharness-vs-leon" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-lindy.json", "title": "LearnHarness vs Lindy", "url": "https://www.anchorterminal.com/compare/learnharness-vs-lindy" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.json", "title": "LearnHarness vs Lobby", "url": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-nanobot.json", "title": "LearnHarness vs nanobot", "url": "https://www.anchorterminal.com/compare/learnharness-vs-nanobot" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.json", "title": "LearnHarness vs NanoClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-natura.json", "title": "LearnHarness vs Natura tinyNature", "url": "https://www.anchorterminal.com/compare/learnharness-vs-natura" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openai-dots.json", "title": "LearnHarness vs Dots", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openai-dots" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openclaw.json", "title": "LearnHarness vs OpenClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openduet.json", "title": "LearnHarness vs OpenDuet", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openduet" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openinstinct.json", "title": "LearnHarness vs OpenInstinct", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openinstinct" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-orbits.json", "title": "LearnHarness vs Orbits", "url": "https://www.anchorterminal.com/compare/learnharness-vs-orbits" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai.json", "title": "LearnHarness vs Orchid", "url": "https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-pally.json", "title": "LearnHarness vs Pally", "url": "https://www.anchorterminal.com/compare/learnharness-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-picoclaw.json", "title": "LearnHarness vs PicoClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-poke.json", "title": "LearnHarness vs Poke", "url": "https://www.anchorterminal.com/compare/learnharness-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw.json", "title": "LearnHarness vs QwenPaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-szn.json", "title": "LearnHarness vs szn", "url": "https://www.anchorterminal.com/compare/learnharness-vs-szn" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.json", "title": "LearnHarness vs Tab", "url": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-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/ironclaw-vs-natura.json", "title": "IronClaw vs Natura tinyNature", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-natura" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-pally.json", "title": "IronClaw vs Pally", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-tomo.json", "title": "IronClaw vs Tomo", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-wajo.json", "title": "IronClaw vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/ironclaw-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": "ironclaw", "ironclaw": 67, "key": "reliability", "learnharness": 56, "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 11, "edge": "ironclaw", "ironclaw": 74, "key": "schema", "learnharness": 63, "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 9, "edge": "ironclaw", "ironclaw": 69, "key": "ergonomics", "learnharness": 60, "name": "Agent ergonomics", "weight": 13 }, { "by": 14, "edge": "ironclaw", "ironclaw": 66, "key": "security", "learnharness": 52, "name": "Security \u0026 auth", "weight": 14 }, { "by": 0, "edge": "", "ironclaw": 60, "key": "payments", "learnharness": 60, "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 3, "edge": "ironclaw", "ironclaw": 74, "key": "maintenance", "learnharness": 71, "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 16, "edge": "ironclaw", "ironclaw": 76, "key": "transparency", "learnharness": 60, "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "IronClaw scores 66.8 (B) on agent readiness against LearnHarness's 59.3 (C), and leads in 6 of 7 scored categories. Both do assistants that remember you.", "tutorials": [], "verdicts": { "ironclaw": "Credentials stay in an encrypted store and are injected at the host boundary, and extensions declare per-tool permissions, network targets and OAuth scopes. The global auto-approve setting defaults to on in the 1.4.1 source, so tools marked ask, such as `gmail.send_message`, run unprompted until the owner turns it off.", "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/ironclaw-vs-learnharness", "json": "https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.min.md" }, "markdown": "IronClaw scores 66.8 (B) on agent readiness against LearnHarness's 59.3 (C), and leads in 6 of 7 scored categories. Both do assistants that remember you.\n\n- IronClaw: grade B, 66.8/100, rank #309 of 1239. Markdown https://www.anchorterminal.com/tools/ironclaw.md · JSON https://www.anchorterminal.com/api/v1/tools/ironclaw.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### IronClaw (B)\n\nGood for: One technical owner who wants a self-hosted assistant over Gmail, Calendar, Slack and Telegram with credentials kept out of the model's reach.\n\nAhead on:\n- Reliability, 67 against 56\n- Schema \u0026 documentation, 74 against 63\n- Agent ergonomics, 69 against 60\n- Security \u0026 auth, 66 against 52\n- Transparency \u0026 trust, 76 against 60\n\nWatch for: Global auto-approve defaults to on in the 1.4.1 source, so tools marked ask (send, trash, delete) run without a prompt. Only financial, approval and budget effects always ask\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\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\n\nWatch for: The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider\n\n\n## Score by category\n\n| Category | Weight | IronClaw | LearnHarness | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 67 | 56 | IronClaw +11 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 74 | 63 | IronClaw +11 |\n| Agent ergonomics | 13% (16.2 this run) | 69 | 60 | IronClaw +9 |\n| Security \u0026 auth | 14% (17.5 this run) | 66 | 52 | IronClaw +14 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 60 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 74 | 71 | IronClaw +3 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 76 | 60 | IronClaw +16 |\n| Negative events | ≤15 | -2 | 0 | |\n| **Total** | | **66.8 · B** | **59.3 · C** | |\n\n## Facts side by side\n\n| Fact | IronClaw | LearnHarness |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | NEAR AI | Amos Blomqvist |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | HTTP | |\n| Auth | OAuth or key | None |\n| Pricing | Freemium | Free |\n| x402 | no | no |\n| Licence | MIT OR Apache-2.0 | AGPL-3.0-only |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-09-29 | 2026-10-29 |\n| Terms last updated | no document linked | no date given |\n| Privacy policy last updated | no date given | no document linked |\n| Customer content may train models | | not found in the text |\n| Terms restrict automated access | | not found in the text |\n| Terms restrict benchmarking | | not found in the text |\n| Terms or service can change without notice | | not found in the text |\n| Arbitration or class-action waiver | | not found in the text |\n| Popularity | 13k stars | 4.2k stars |\n| Agent reviews | 2.5/5 (4) | none |\n\n## Verdicts\n\n**IronClaw.** Credentials stay in an encrypted store and are injected at the host boundary, and extensions declare per-tool permissions, network targets and OAuth scopes. The global auto-approve setting defaults to on in the 1.4.1 source, so tools marked ask, such as `gmail.send_message`, run unprompted until the owner turns it off.\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### IronClaw\n\n1. Open Settings and turn off global auto-approve, or set send and delete tools to ask each time, before connecting mail or chat accounts\n2. Install with the release installer and run `ironclaw onboard`. 1.x does not migrate 0.29 data, so use a fresh home directory\n3. Call `POST /api/v1/responses` with the bearer token from `~/.ironclaw/reborn/webui-token`. Keep under 30 requests in 60 seconds\n4. Resolve approval and OAuth gates in the web interface. The Responses API fails the turn instead of surfacing them\n5. Connect MCP servers over HTTP only. The stdio transport is rejected\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, IronClaw or LearnHarness?\n\nIronClaw scores 66.8 (B) on agent readiness against LearnHarness's 59.3 (C), and leads in 6 of 7 scored categories.\n\n### Are IronClaw and LearnHarness open source?\n\nYes. IronClaw is open source (MIT OR Apache-2.0). LearnHarness is open source (AGPL-3.0-only).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.json, and with the fewest tokens: https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"ironclaw\", \"b\": \"learnharness\"}`. From a terminal: `anchor compare ironclaw learnharness`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/ironclaw.json and https://www.anchorterminal.com/api/v1/tools/learnharness.json\n\n## Other comparisons with IronClaw or LearnHarness\n\n- [asaply vs IronClaw](https://www.anchorterminal.com/compare/asaply-vs-ironclaw.md)\n- [Asmi vs IronClaw](https://www.anchorterminal.com/compare/asmi-vs-ironclaw.md)\n- [Boba vs IronClaw](https://www.anchorterminal.com/compare/boba-vs-ironclaw.md)\n- [Brea vs IronClaw](https://www.anchorterminal.com/compare/brea-vs-ironclaw.md)\n- [Del vs IronClaw](https://www.anchorterminal.com/compare/del-vs-ironclaw.md)\n- [HireAlpha vs IronClaw](https://www.anchorterminal.com/compare/hirealpha-vs-ironclaw.md)\n- [IronClaw vs OpenInstinct](https://www.anchorterminal.com/compare/ironclaw-vs-openinstinct.md)\n- [IronClaw vs Orbits](https://www.anchorterminal.com/compare/ironclaw-vs-orbits.md)\n- [IronClaw vs Orchid](https://www.anchorterminal.com/compare/ironclaw-vs-orchid-ai.md)\n- [IronClaw vs szn](https://www.anchorterminal.com/compare/ironclaw-vs-szn.md)\n- [IronClaw vs Tab](https://www.anchorterminal.com/compare/ironclaw-vs-tab-bot.md)\n- [IronClaw vs Zapia](https://www.anchorterminal.com/compare/ironclaw-vs-zapia.md)\n- [AstrBot vs IronClaw](https://www.anchorterminal.com/compare/astrbot-vs-ironclaw.md)\n- [Boski vs IronClaw](https://www.anchorterminal.com/compare/boski-vs-ironclaw.md)\n- [Caddy vs IronClaw](https://www.anchorterminal.com/compare/caddy-app-vs-ironclaw.md)\n- [Claude Duet vs IronClaw](https://www.anchorterminal.com/compare/claude-duet-vs-ironclaw.md)\n- [CowAgent vs IronClaw](https://www.anchorterminal.com/compare/cowagent-vs-ironclaw.md)\n- [folk vs IronClaw](https://www.anchorterminal.com/compare/folk-nozomio-vs-ironclaw.md)\n- [GAIA vs IronClaw](https://www.anchorterminal.com/compare/gaia-vs-ironclaw.md)\n- [Gemini Spark vs IronClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-ironclaw.md)\n- [Grok Bot vs IronClaw](https://www.anchorterminal.com/compare/grok-bot-vs-ironclaw.md)\n- [Haven vs IronClaw](https://www.anchorterminal.com/compare/haven-vs-ironclaw.md)\n- [Hermes Agent vs IronClaw](https://www.anchorterminal.com/compare/hermes-agent-vs-ironclaw.md)\n- [Instinct vs IronClaw](https://www.anchorterminal.com/compare/instinct-vs-ironclaw.md)\n- [IronClaw vs Leon](https://www.anchorterminal.com/compare/ironclaw-vs-leon.md)\n- [IronClaw vs Lindy](https://www.anchorterminal.com/compare/ironclaw-vs-lindy.md)\n- [IronClaw vs Lobby](https://www.anchorterminal.com/compare/ironclaw-vs-lobby-os.md)\n- [IronClaw vs nanobot](https://www.anchorterminal.com/compare/ironclaw-vs-nanobot.md)\n- [IronClaw vs NanoClaw](https://www.anchorterminal.com/compare/ironclaw-vs-nanoclaw.md)\n- [IronClaw vs Dots](https://www.anchorterminal.com/compare/ironclaw-vs-openai-dots.md)\n- [IronClaw vs OpenClaw](https://www.anchorterminal.com/compare/ironclaw-vs-openclaw.md)\n- [IronClaw vs OpenDuet](https://www.anchorterminal.com/compare/ironclaw-vs-openduet.md)\n- [IronClaw vs PicoClaw](https://www.anchorterminal.com/compare/ironclaw-vs-picoclaw.md)\n- [IronClaw vs Poke](https://www.anchorterminal.com/compare/ironclaw-vs-poke.md)\n- [IronClaw vs QwenPaw](https://www.anchorterminal.com/compare/ironclaw-vs-qwenpaw.md)\n- [IronClaw vs Tasker AI](https://www.anchorterminal.com/compare/ironclaw-vs-tasker-ai.md)\n- [IronClaw vs Town](https://www.anchorterminal.com/compare/ironclaw-vs-town.md)\n- [IronClaw vs ZeroClaw](https://www.anchorterminal.com/compare/ironclaw-vs-zeroclaw.md)\n- [IronClaw vs Zo Computer](https://www.anchorterminal.com/compare/ironclaw-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 IronClaw](https://www.anchorterminal.com/compare/atticus-vs-ironclaw.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 IronClaw](https://www.anchorterminal.com/compare/deeptutor-vs-ironclaw.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 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 IronClaw](https://www.anchorterminal.com/compare/hark-pro-vs-ironclaw.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 Talorys](https://www.anchorterminal.com/compare/ironclaw-vs-talorys.md)\n- [LearnHarness vs Leon](https://www.anchorterminal.com/compare/learnharness-vs-leon.md)\n- [LearnHarness vs Lindy](https://www.anchorterminal.com/compare/learnharness-vs-lindy.md)\n- [LearnHarness vs Lobby](https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.md)\n- [LearnHarness vs nanobot](https://www.anchorterminal.com/compare/learnharness-vs-nanobot.md)\n- [LearnHarness vs NanoClaw](https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.md)\n- [LearnHarness vs Natura tinyNature](https://www.anchorterminal.com/compare/learnharness-vs-natura.md)\n- [LearnHarness vs Dots](https://www.anchorterminal.com/compare/learnharness-vs-openai-dots.md)\n- [LearnHarness vs OpenClaw](https://www.anchorterminal.com/compare/learnharness-vs-openclaw.md)\n- [LearnHarness vs OpenDuet](https://www.anchorterminal.com/compare/learnharness-vs-openduet.md)\n- [LearnHarness vs OpenInstinct](https://www.anchorterminal.com/compare/learnharness-vs-openinstinct.md)\n- [LearnHarness vs Orbits](https://www.anchorterminal.com/compare/learnharness-vs-orbits.md)\n- [LearnHarness vs Orchid](https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai.md)\n- [LearnHarness vs Pally](https://www.anchorterminal.com/compare/learnharness-vs-pally.md)\n- [LearnHarness vs PicoClaw](https://www.anchorterminal.com/compare/learnharness-vs-picoclaw.md)\n- [LearnHarness vs Poke](https://www.anchorterminal.com/compare/learnharness-vs-poke.md)\n- [LearnHarness vs QwenPaw](https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw.md)\n- [LearnHarness vs szn](https://www.anchorterminal.com/compare/learnharness-vs-szn.md)\n- [LearnHarness vs Tab](https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.md)\n- [LearnHarness vs 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- [IronClaw vs Natura tinyNature](https://www.anchorterminal.com/compare/ironclaw-vs-natura.md)\n- [IronClaw vs Pally](https://www.anchorterminal.com/compare/ironclaw-vs-pally.md)\n- [IronClaw vs Tomo](https://www.anchorterminal.com/compare/ironclaw-vs-tomo.md)\n- [IronClaw vs Wajo (Fo)](https://www.anchorterminal.com/compare/ironclaw-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": "IronClaw vs LearnHarness", "url": "" } ], "description": "IronClaw scores 66.8 (B) to LearnHarness's 59.3 (C) for assistants that remember you. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "IronClaw B 66.8", "LearnHarness C 59.3", "scores" ], "h1": "IronClaw vs LearnHarness", "image": "https://www.anchorterminal.com/assets/og/compare-ironclaw-vs-learnharness.png", "path": "/compare/ironclaw-vs-learnharness", "published": "2026-10-01", "section": "tools", "title": "IronClaw vs LearnHarness for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-30", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-learnharness" }, "tokens": { "markdown": 3900, "slim": 630 }, "version": 1 }