{ "data": { "a": { "slug": "learnharness", "name": "LearnHarness", "vendor": "Amos Blomqvist", "vendorUrl": "https://learnharness.ai", "kind": "harness", "category": "personal-assistants", "summary": "LearnHarness is an open-source desktop app for macOS, Windows and Linux that tests what a learner already understands, plans a route to a goal, teaches step by step and keeps a local knowledge graph, using the learner's own model keys.", "url": "https://www.anchorterminal.com/tools/learnharness", "markdownUrl": "https://www.anchorterminal.com/tools/learnharness.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/learnharness.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/learnharness.json", "repo": "https://github.com/amosblomqvist/learnharness", "license": "AGPL-3.0-only", "transports": [], "packages": [], "auth": "none", "authNotes": "No LearnHarness account. The learner adds keys for model providers (OpenAI, Anthropic, Google, DeepSeek, OpenRouter and others), or one OpenAI-compatible endpoint, or signs in with ChatGPT, GitHub Copilot or Grok, or connects an installed Claude Code CLI. Deepgram (dictation) and Tavily or Brave (web search) take separate keys.", "pricing": "free", "pricingNotes": "Free under AGPL-3.0 with nothing to buy. Model usage is billed by the provider the learner configures, or counts against a ChatGPT, Copilot or Grok plan, and the app shows a live cost meter. The README says any future charge would be for convenience such as managed keys or hosting.", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the README, the website, the skill or the source files read (checked 2026-10-30).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 4204, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-30" }, "docsUrl": "https://github.com/amosblomqvist/learnharness/blob/main/docs/development.md", "capabilities": [ "assistant.memory", "assistant.self-hosted", "memory.graph", "memory.read", "web.search" ], "tags": [ "open-source", "local", "free", "no-card", "agpl", "desktop-app", "macos", "windows", "linux", "agent-skill", "typescript", "new" ], "lastRelease": "2026-10-29", "graded": true, "anchor": { "graded": true, "score": 59.3, "grade": "C", "agentReady": false, "rank": 648, "ranked": true, "rankOf": 1239, "categoryRank": 9, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 60, "maintenance": 71, "payments": 60, "reliability": 56, "schema": 63, "security": 52, "transparency": 60 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-30" }, "negative": 0, "verdict": "The in-app agent reads files but cannot change them or run commands, and a bundled skill gives other agents a documented read-only view of sessions and the knowledge graph. The project is 14 days old at 0.4.0, its file reads reach the whole home directory without approval, and it has no security policy.", "bestFor": "A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.", "strengths": [ "AGPL-3.0 source, with installers for macOS (signed and notarised), Windows and Linux on GitHub Releases", "A bundled agent skill with Python readers that print sessions and graph data as text or JSON and write nothing", "The in-app agent has no shell, write or send tool, and Claude Code runs with its built-in tools switched off", "The desktop server binds 127.0.0.1 and requires a per-launch 64-character secret header", "Nine releases from 17 to 29 October 2026, with CI running typecheck, tests, lint and three-OS builds on main" ], "weaknesses": [ "The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider", "Provider keys and ChatGPT sign-in credentials are stored as plaintext JSON at mode 0600, not in the OS keychain", "No SECURITY.md, security.txt, privacy policy or terms. learnharness.ai answers 404 for each", "0.x software created on 16 October 2026, with 265 open issues and pull requests and none of the 39 newest pull requests merged", "No outside agent can start or drive a lesson. The local HTTP API is for the app's own window" ], "agentNotes": [ "Use the bundled skill (`skills/learnharness/SKILL.md`) to read a learner's record. It needs Python 3.10 or later and writes nothing", "Pass `--format json` before the subcommand, for example `python3 -B scripts/graph.py --format json propositions`", "Treat stored answer keys and teacher prose as model-authored. A proposition in the graph is not evidence the learner understood it", "Do not read `auth.json`, which sits one folder above the data folder and holds provider keys in plain text", "Close the app or re-read when a stable snapshot matters. The readers do not lock files while the app writes" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 59.3 } ], "editorialScores": { "ergonomics": 60, "maintenance": 71, "payments": 60, "reliability": 56, "schema": 63, "security": 52, "transparency": 64 }, "provenanceScore": 56, "checked": { "categories": { "ergonomics": "2026-10-30", "maintenance": "2026-10-30", "payments": "2026-10-30", "reliability": "2026-10-30", "schema": "2026-10-30", "security": "2026-10-30", "transparency": "2026-10-30" }, "last": "2026-10-30", "oldest": "2026-10-30", "stale": false, "staleAfterDays": 90 } }, "letme": { "capability": "https://letme.dev/assistant.memory", "tool": "https://letme.dev/learnharness" }, "area": "frameworks", "provenance": { "legalEntity": "No legal entity found. Copyright Amos Blomqvist", "domain": "learnharness.ai", "domainRegistered": "2026-10-09", "endpointOnVendorDomain": null, "terms": "https://raw.githubusercontent.com/amosblomqvist/learnharness/main/LICENSE", "privacy": "", "statusPage": "", "changelog": "https://github.com/amosblomqvist/learnharness/releases", "securityTxt": "none", "checked": "2026-10-30", "notes": [ "The footer of learnharness.ai reads © 2026 Amos Blomqvist, and `package.json` names Amos Blomqvist as author. No company is named.", "learnharness.ai/privacy, /terms, /llms.txt and /.well-known/security.txt return 404, and the repository has no SECURITY.md, so the AGPL-3.0 licence stands in for terms.", "RDAP (Identity Digital) gives learnharness.ai a registration date of 2026-10-09.", "The app runs on the learner's machine. Its only vendor-side service seen is the website, which a release workflow updates. Updates come from GitHub Releases.", "There is no CHANGELOG file. Each GitHub release carries its notes." ], "score": 56 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/learnharness.json" }, "answer": "ZeroClaw scores 70.6 (BB) on agent readiness against LearnHarness's 59.3 (C), and leads in 6 of 7 scored categories.", "b": { "slug": "zeroclaw", "name": "ZeroClaw", "vendor": "ZeroClaw Labs", "vendorUrl": "https://www.zeroclaw.com", "kind": "harness", "category": "personal-assistants", "summary": "Open-source personal AI assistant from ZeroClaw Labs, shipped as one Rust binary the owner runs. It answers on chat, email and voice channels, calls tools and MCP servers, and keeps memory in local SQLite.", "url": "https://www.anchorterminal.com/tools/zeroclaw", "markdownUrl": "https://www.anchorterminal.com/tools/zeroclaw.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/zeroclaw.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/zeroclaw.json", "repo": "https://github.com/zeroclaw-labs/zeroclaw", "license": "MIT OR Apache-2.0", "transports": [], "packages": [ { "registry": "oci", "name": "ghcr.io/zeroclaw-labs/zeroclaw" } ], "auth": "none", "authNotes": "No account with the vendor. Model keys, bot tokens and mail passwords go in `~/.zeroclaw/config.toml` as encrypted secret fields, set through `zeroclaw config set`, the dashboard or the terminal UI. OpenAI Codex and Claude subscription tokens are accepted in place of API keys. Gateway clients pair first and then send `Authorization: Bearer \u003ctoken\u003e`, with token hashes kept in config (https://github.com/zeroclaw-labs/zeroclaw/blob/master/docs/book/src/security/authentication.md).", "pricing": "free", "pricingNotes": "Free under MIT or Apache-2.0, with no subscription and no hosted seat (https://www.zeroclaw.com/). The owner pays the model provider, or nothing with a local model. ZeroRouter, the vendor's hosted beta model gateway, is optional and its prices were not read (checked 2026-10-12).", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs or the source at commit 6c0b1f9 (checked 2026-10-12).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 32965, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-12" }, "docsUrl": "https://docs.zeroclaw.com/master/en/introduction.html", "llmsTxt": "https://www.zeroclaw.com/llms.txt", "capabilities": [ "assistant.proactive", "assistant.messaging", "assistant.memory", "assistant.self-hosted", "assistant.accounts", "agent.mcp-client" ], "tags": [ "open-source", "self-hosted", "local", "free", "no-card", "rust", "mit", "apache-2.0", "pre-1.0", "no-telemetry", "mcp-client", "approvals", "acp", "docker", "llms-txt" ], "lastRelease": "2026-09-05", "graded": true, "anchor": { "graded": true, "score": 70.6, "grade": "BB", "agentReady": true, "rank": 168, "ranked": true, "rankOf": 1239, "categoryRank": 1, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 72, "maintenance": 80, "payments": 60, "reliability": 74, "schema": 82, "security": 76, "transparency": 68 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": -3, "negativeNotes": [ "2026-09-05. GHSA-93f6-34w8-5g98 (high), an unvalidated `wasm_path` let `zeroclaw plugin install` write an attacker-controlled file outside the plugins directory in 0.8.4 and earlier. Fixed in 0.8.5 and published the same day, inside six months, -2. https://github.com/zeroclaw-labs/zeroclaw/security/advisories/GHSA-93f6-34w8-5g98", "2026-04-01. The project lead wrote that a maintainer's AI automation merged pull requests that should not have gone through and that GitHub took enforcement action on the organisation. Disclosed, the maintainer removed and merge access tightened, over six months old, -1. https://www.zeroclaw.com/blog/community-and-stability" ], "verdict": "Supervised autonomy is the default, so tools outside a short read-only list wait for the owner's approval, and secrets are encrypted in the config file. The docs state that command execution is not written to an audit log, and the project publishes no privacy policy or terms.", "bestFor": "One person who wants an assistant on their own hardware that answers on Telegram, Discord, Matrix or email, asks before it writes or runs commands, and works with a local model.", "strengths": [ "Supervised mode is the default. Tools outside an eleven-item read-only and fetch list prompt the owner, and an unanswered prompt is a denial after 120 seconds", "Approval prompts arrive on the channel in use, and `approval_route` can send them to a separate approver channel that denies when unreachable", "Channel secrets and provider keys are encrypted with ChaCha20-Poly1305 in `config.toml`, with the key in `.secret_key` at mode 0600", "An empty peer set denies every inbound sender, and the gateway binds 127.0.0.1 with pairing required by default", "Three tagged releases in the 90 days to 12 October 2026, each with a Breaking Changes section, and CI passing on master on 11 October" ], "weaknesses": [ "The docs state that command execution is not audited. `[security.audit]` records certificate events only, and tool receipts are opt-in and not durable", "No privacy policy, terms or security.txt on zeroclaw.com, and the home page links none", "`web_fetch`, `web_search_tool` and `browser_open` run without approval by default, and sandboxed tools keep full network egress", "GHSA-93f6-34w8-5g98 (high) let a plugin install write outside the plugins directory in 0.8.4 and earlier, fixed in 0.8.5 on 5 September 2026", "Version 0.8.5 is pre-1.0, patch releases carry breaking changes, and 576 issues and 384 pull requests were open on 12 October 2026" ], "agentNotes": [ "Keep `[risk_profiles.\u003calias\u003e] level = \"supervised\"`. `full` runs every tool not listed in `always_ask`, and the YOLO preset removes the sandbox and path rules too", "Add sending and account tools such as `send_via`, `google_workspace` and `http_request` to `always_ask` so a session-level Always grant cannot skip the prompt", "List senders in `[peer_groups.\u003cname\u003e] external_peers`. `[\"*\"]` accepts anyone on that channel", "Set `[web_fetch].allowed_domains` and `[http_request].allowed_domains`. Fetches run unprompted and the OS sandbox does not block egress", "Run one-shot tasks with `zeroclaw agent -a \u003calias\u003e -m \"\u003ctask\u003e\"`. A cron or webhook turn has no prompt, so shell calls fall to the command policy" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 3.3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "BB", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 70.6 } ], "editorialScores": { "ergonomics": 72, "maintenance": 80, "payments": 60, "reliability": 74, "schema": 82, "security": 76, "transparency": 74 }, "provenanceScore": 61, "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": "curl -fsSL https://raw.githubusercontent.com/zeroclaw-labs/zeroclaw/master/install.sh | sh # or: brew install zeroclaw", "headless": { "command": "zeroclaw agent -a \u003calias\u003e -m \"$TASK\"", "setup": "zeroclaw quickstart" } }, "letme": { "capability": "https://letme.dev/assistant.proactive", "tool": "https://letme.dev/zeroclaw" }, "area": "frameworks", "provenance": { "legalEntity": "ZeroClaw Labs", "domain": "zeroclaw.com", "domainRegistered": "2026-03-02", "endpointOnVendorDomain": null, "terms": "", "privacy": "", "statusPage": "", "changelog": "https://github.com/zeroclaw-labs/zeroclaw/releases", "securityTxt": "none", "checked": "2026-10-12", "notes": [ "The NOTICE file reads Copyright 2025 ZeroClaw Labs and the blog signs posts as CEO, ZeroClaw Labs. No company form, registration or address was found on the site or in the repository.", "The home page of www.zeroclaw.com links no terms and no privacy policy, so both fields are empty and the MIT or Apache-2.0 licence stands in.", "www.zeroclaw.com/.well-known/security.txt answered 404 on 12 October 2026. SECURITY.md asks for GitHub private vulnerability reporting and the README gives security@zeroclaw.dev.", "RDAP gives zeroclaw.com a registration date of 2026-03-02, registrar Atom.com Domains LLC. The repository was created on 13 February 2026.", "There is no hosted endpoint for the assistant. A gateway answers on its owner's own host." ], "score": 61 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/zeroclaw.json", "live": { "slug": "zeroclaw", "versions": [ { "registry": "github", "name": "zeroclaw-labs/zeroclaw", "version": "v0.8.7", "released": "2026-10-27", "seenAt": "2026-10-30T14:57:29.50373155Z" } ], "githubStars": 33072, "securityTxt": { "url": "https://zeroclaw.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-30T15:38:16.196703263Z" }, "llmsTxt": { "url": "https://www.zeroclaw.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-30T15:09:18.026775848Z" }, "domain": { "domain": "zeroclaw.com", "registered": "2026-03-02", "source": "https://rdap.verisign.com/com/v1/domain/zeroclaw.com", "checkedAt": "2026-10-25T13:57:42.252844461Z" }, "github": { "repo": "zeroclaw-labs/zeroclaw", "checkedAt": "2026-10-26T08:19:58.076216816Z", "stars": 33042, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-25T14:49:01Z", "openIssues": 646, "openPRs": 414, "issuesOpened90d": 909, "issuesClosed90d": 629, "prsMerged90d": 1182, "ci": { "branch": "master", "runs": 50, "success": 42, "failure": 0, "other": 8, "latest": "success", "latestAt": "2026-10-25T00:22:02Z" }, "advisories": [ { "ghsa": "GHSA-93f6-34w8-5g98", "severity": "high", "published": "2026-09-05T16:31:36Z" } ], "replies": { "sampled": 25, "unanswered": 10, "medianDays": 0.6 } }, "updatedAt": "2026-10-30T15:38:16.196703263Z" } }, "facts": [ { "a": "Agent harness", "b": "Agent harness", "name": "Kind" }, { "a": "Amos Blomqvist", "b": "ZeroClaw Labs", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "None", "b": "None", "name": "Auth" }, { "a": "Free", "b": "Free", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "AGPL-3.0-only", "b": "MIT OR Apache-2.0", "name": "Licence" }, { "a": "no", "b": "yes", "name": "Read-only variant documented" }, { "a": "no", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-29", "b": "2026-09-05", "name": "Last release" }, { "a": "no date given", "b": "no document linked", "name": "Terms last updated" }, { "a": "no document linked", "b": "no document linked", "name": "Privacy policy last updated" }, { "a": "not found in the text", "b": "", "name": "Customer content may train models" }, { "a": "not found in the text", "b": "", "name": "Terms restrict automated access" }, { "a": "not found in the text", "b": "", "name": "Terms restrict benchmarking" }, { "a": "not found in the text", "b": "", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "4.2k stars", "b": "33k stars", "name": "Popularity" }, { "a": "none", "b": "3.3/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "ZeroClaw scores 70.6 (BB) on agent readiness against LearnHarness's 59.3 (C), and leads in 6 of 7 scored categories.", "question": "Which is better for AI agents, LearnHarness or ZeroClaw?" }, { "answer": "Yes. LearnHarness is open source (AGPL-3.0-only). ZeroClaw is open source (MIT OR Apache-2.0).", "question": "Are LearnHarness and ZeroClaw open source?" } ], "goodFor": [ { "aheadOn": null, "also": [ "No incidents deducted, where ZeroClaw loses 3 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" }, { "aheadOn": [ "Reliability, 74 against 56", "Schema \u0026 documentation, 82 against 63", "Agent ergonomics, 72 against 60", "Security \u0026 auth, 76 against 52", "Maintenance \u0026 community, 80 against 71", "Transparency \u0026 trust, 68 against 60" ], "also": [ "Agent-ready, a grade of BB or better" ], "goodFor": "One person who wants an assistant on their own hardware that answers on Telegram, Discord, Matrix or email, asks before it writes or runs commands, and works with a local model.", "slug": "zeroclaw", "watchFor": "The docs state that command execution is not audited. `[security.audit]` records certificate events only, and tool receipts are opt-in and not durable" } ], "job": { "capability": "assistant.memory", "name": "Assistants that remember you" }, "others": [ { "json": "https://www.anchorterminal.com/compare/asaply-vs-zeroclaw.json", "title": "asaply vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/asaply-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-zeroclaw.json", "title": "Asmi vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/asmi-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-zeroclaw.json", "title": "Boba vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/boba-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-zeroclaw.json", "title": "Brea vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/brea-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/del-vs-zeroclaw.json", "title": "Del vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/del-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/hirealpha-vs-zeroclaw.json", "title": "HireAlpha vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/hirealpha-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/openinstinct-vs-zeroclaw.json", "title": "OpenInstinct vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/openinstinct-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/orbits-vs-zeroclaw.json", "title": "Orbits vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/orbits-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/orchid-ai-vs-zeroclaw.json", "title": "Orchid vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/orchid-ai-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/szn-vs-zeroclaw.json", "title": "szn vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/szn-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/tab-bot-vs-zeroclaw.json", "title": "Tab vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/tab-bot-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/tasker-ai-vs-zeroclaw.json", "title": "Tasker AI vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/tasker-ai-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/zapia-vs-zeroclaw.json", "title": "Zapia vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/zapia-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-zeroclaw.json", "title": "AstrBot vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/astrbot-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-zeroclaw.json", "title": "Boski vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/boski-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-zeroclaw.json", "title": "Caddy vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-zeroclaw.json", "title": "Claude Duet vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-zeroclaw.json", "title": "CowAgent vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/cowagent-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-zeroclaw.json", "title": "folk vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-zeroclaw" }, { "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/gemini-spark-vs-zeroclaw.json", "title": "Gemini Spark vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/grok-bot-vs-zeroclaw.json", "title": "Grok Bot vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/grok-bot-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/haven-vs-zeroclaw.json", "title": "Haven vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/haven-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-zeroclaw.json", "title": "Hermes Agent vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/instinct-vs-zeroclaw.json", "title": "Instinct vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/instinct-vs-zeroclaw" }, { "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/leon-vs-zeroclaw.json", "title": "Leon vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/leon-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/lindy-vs-zeroclaw.json", "title": "Lindy vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/lindy-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/nanobot-vs-zeroclaw.json", "title": "nanobot vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/nanobot-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-zeroclaw.json", "title": "NanoClaw vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/openai-dots-vs-zeroclaw.json", "title": "Dots vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/openai-dots-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/openclaw-vs-zeroclaw.json", "title": "OpenClaw vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/openclaw-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/openduet-vs-zeroclaw.json", "title": "OpenDuet vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/openduet-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/picoclaw-vs-zeroclaw.json", "title": "PicoClaw vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/picoclaw-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/poke-vs-zeroclaw.json", "title": "Poke vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/poke-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/qwenpaw-vs-zeroclaw.json", "title": "QwenPaw vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/qwenpaw-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/town-vs-zeroclaw.json", "title": "Town vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/town-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/zeroclaw-vs-zo-computer.json", "title": "ZeroClaw vs Zo Computer", "url": "https://www.anchorterminal.com/compare/zeroclaw-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/asaply-vs-learnharness.json", "title": "asaply vs LearnHarness", "url": "https://www.anchorterminal.com/compare/asaply-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-learnharness.json", "title": "Asmi vs LearnHarness", "url": "https://www.anchorterminal.com/compare/asmi-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/atticus-vs-learnharness.json", "title": "Atticus vs LearnHarness", "url": "https://www.anchorterminal.com/compare/atticus-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/atticus-vs-zeroclaw.json", "title": "Atticus vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/atticus-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-learnharness.json", "title": "Boba vs LearnHarness", "url": "https://www.anchorterminal.com/compare/boba-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-learnharness.json", "title": "Boski vs LearnHarness", "url": "https://www.anchorterminal.com/compare/boski-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-learnharness.json", "title": "Brea vs LearnHarness", "url": "https://www.anchorterminal.com/compare/brea-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-learnharness.json", "title": "Caddy vs LearnHarness", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-learnharness.json", "title": "Claude Duet vs LearnHarness", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-learnharness.json", "title": "CowAgent vs LearnHarness", "url": "https://www.anchorterminal.com/compare/cowagent-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.json", "title": "DeepTutor vs LearnHarness", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/deeptutor-vs-zeroclaw.json", "title": "DeepTutor vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/del-vs-learnharness.json", "title": "Del vs LearnHarness", "url": "https://www.anchorterminal.com/compare/del-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-learnharness.json", "title": "folk vs LearnHarness", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-learnharness.json", "title": "GAIA vs LearnHarness", "url": "https://www.anchorterminal.com/compare/gaia-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-learnharness.json", "title": "Gemini Spark vs LearnHarness", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/grok-bot-vs-learnharness.json", "title": "Grok Bot vs LearnHarness", "url": "https://www.anchorterminal.com/compare/grok-bot-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/hark-pro-vs-learnharness.json", "title": "Hark Pro vs LearnHarness", "url": "https://www.anchorterminal.com/compare/hark-pro-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/hark-pro-vs-zeroclaw.json", "title": "Hark Pro vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/hark-pro-vs-zeroclaw" }, { "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-zo-computer.json", "title": "LearnHarness vs Zo Computer", "url": "https://www.anchorterminal.com/compare/learnharness-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/talorys-vs-zeroclaw.json", "title": "Talorys vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/talorys-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-zeroclaw.json", "title": "Lobby vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/natura-vs-zeroclaw.json", "title": "Natura tinyNature vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/natura-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-zeroclaw.json", "title": "Pally vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/pally-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/tomo-vs-zeroclaw.json", "title": "Tomo vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/tomo-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/wajo-vs-zeroclaw.json", "title": "Wajo (Fo) vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/wajo-vs-zeroclaw" }, { "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": 18, "edge": "zeroclaw", "key": "reliability", "learnharness": 56, "name": "Reliability", "weight": 16, "zeroclaw": 74 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 19, "edge": "zeroclaw", "key": "schema", "learnharness": 63, "name": "Schema \u0026 documentation", "weight": 13, "zeroclaw": 82 }, { "by": 12, "edge": "zeroclaw", "key": "ergonomics", "learnharness": 60, "name": "Agent ergonomics", "weight": 13, "zeroclaw": 72 }, { "by": 24, "edge": "zeroclaw", "key": "security", "learnharness": 52, "name": "Security \u0026 auth", "weight": 14, "zeroclaw": 76 }, { "by": 0, "edge": "", "key": "payments", "learnharness": 60, "name": "Payments \u0026 pricing", "weight": 10, "zeroclaw": 60 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 9, "edge": "zeroclaw", "key": "maintenance", "learnharness": 71, "name": "Maintenance \u0026 community", "weight": 7, "zeroclaw": 80 }, { "by": 8, "edge": "zeroclaw", "key": "transparency", "learnharness": 60, "name": "Transparency \u0026 trust", "weight": 7, "zeroclaw": 68 } ], "summary": "ZeroClaw scores 70.6 (BB) 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": { "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.", "zeroclaw": "Supervised autonomy is the default, so tools outside a short read-only list wait for the owner's approval, and secrets are encrypted in the config file. The docs state that command execution is not written to an audit log, and the project publishes no privacy policy or terms." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw", "json": "https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw.min.md" }, "markdown": "ZeroClaw scores 70.6 (BB) 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- 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- ZeroClaw: grade BB, 70.6/100, rank #168 of 1239. Markdown https://www.anchorterminal.com/tools/zeroclaw.md · JSON https://www.anchorterminal.com/api/v1/tools/zeroclaw.json\n- Best AI personal assistants that act for one person: https://www.anchorterminal.com/best/personal-assistants/index.md\n- All 1196 assistants comparisons: https://www.anchorterminal.com/compare/personal-assistants/index.md\n\n## Which one, for what\n\n### LearnHarness (C)\n\nGood for: A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.\n\nAlso in its favour:\n- No incidents deducted, where ZeroClaw loses 3 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### ZeroClaw (BB)\n\nGood for: One person who wants an assistant on their own hardware that answers on Telegram, Discord, Matrix or email, asks before it writes or runs commands, and works with a local model.\n\nAhead on:\n- Reliability, 74 against 56\n- Schema \u0026 documentation, 82 against 63\n- Agent ergonomics, 72 against 60\n- Security \u0026 auth, 76 against 52\n- Maintenance \u0026 community, 80 against 71\n- Transparency \u0026 trust, 68 against 60\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n\nWatch for: The docs state that command execution is not audited. `[security.audit]` records certificate events only, and tool receipts are opt-in and not durable\n\n\n## Score by category\n\n| Category | Weight | LearnHarness | ZeroClaw | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 56 | 74 | ZeroClaw +18 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 63 | 82 | ZeroClaw +19 |\n| Agent ergonomics | 13% (16.2 this run) | 60 | 72 | ZeroClaw +12 |\n| Security \u0026 auth | 14% (17.5 this run) | 52 | 76 | ZeroClaw +24 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 60 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 71 | 80 | ZeroClaw +9 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 60 | 68 | ZeroClaw +8 |\n| Negative events | ≤15 | 0 | -3 | |\n| **Total** | | **59.3 · C** | **70.6 · BB** | |\n\n## Facts side by side\n\n| Fact | LearnHarness | ZeroClaw |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Amos Blomqvist | ZeroClaw Labs |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | None | None |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | AGPL-3.0-only | MIT OR Apache-2.0 |\n| Read-only variant documented | no | yes |\n| llms.txt | no | yes |\n| Last release | 2026-10-29 | 2026-09-05 |\n| Terms last updated | no date given | no document linked |\n| Privacy policy last updated | no document linked | no document linked |\n| Customer content may train models | not found in the text | |\n| Terms restrict automated access | not found in the text | |\n| Terms restrict benchmarking | not found in the text | |\n| Terms or service can change without notice | not found in the text | |\n| Arbitration or class-action waiver | not found in the text | |\n| Popularity | 4.2k stars | 33k stars |\n| Agent reviews | none | 3.3/5 (4) |\n\n## Verdicts\n\n**LearnHarness.** The in-app agent reads files but cannot change them or run commands, and a bundled skill gives other agents a documented read-only view of sessions and the knowledge graph. The project is 14 days old at 0.4.0, its file reads reach the whole home directory without approval, and it has no security policy.\n\n**ZeroClaw.** Supervised autonomy is the default, so tools outside a short read-only list wait for the owner's approval, and secrets are encrypted in the config file. The docs state that command execution is not written to an audit log, and the project publishes no privacy policy or terms.\n\n## Before you call either\n\n### LearnHarness\n\n1. Use the bundled skill (`skills/learnharness/SKILL.md`) to read a learner's record. It needs Python 3.10 or later and writes nothing\n2. Pass `--format json` before the subcommand, for example `python3 -B scripts/graph.py --format json propositions`\n3. Treat stored answer keys and teacher prose as model-authored. A proposition in the graph is not evidence the learner understood it\n4. Do not read `auth.json`, which sits one folder above the data folder and holds provider keys in plain text\n5. Close the app or re-read when a stable snapshot matters. The readers do not lock files while the app writes\n\n### ZeroClaw\n\n1. Keep `[risk_profiles.\u003calias\u003e] level = \"supervised\"`. `full` runs every tool not listed in `always_ask`, and the YOLO preset removes the sandbox and path rules too\n2. Add sending and account tools such as `send_via`, `google_workspace` and `http_request` to `always_ask` so a session-level Always grant cannot skip the prompt\n3. List senders in `[peer_groups.\u003cname\u003e] external_peers`. `[\"*\"]` accepts anyone on that channel\n4. Set `[web_fetch].allowed_domains` and `[http_request].allowed_domains`. Fetches run unprompted and the OS sandbox does not block egress\n5. Run one-shot tasks with `zeroclaw agent -a \u003calias\u003e -m \"\u003ctask\u003e\"`. A cron or webhook turn has no prompt, so shell calls fall to the command policy\n\n## Questions\n\n### Which is better for AI agents, LearnHarness or ZeroClaw?\n\nZeroClaw scores 70.6 (BB) on agent readiness against LearnHarness's 59.3 (C), and leads in 6 of 7 scored categories.\n\n### Are LearnHarness and ZeroClaw open source?\n\nYes. LearnHarness is open source (AGPL-3.0-only). ZeroClaw is open source (MIT OR Apache-2.0).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw.json, and with the fewest tokens: https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"learnharness\", \"b\": \"zeroclaw\"}`. From a terminal: `anchor compare learnharness zeroclaw`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/learnharness.json and https://www.anchorterminal.com/api/v1/tools/zeroclaw.json\n\n## Other comparisons with LearnHarness or ZeroClaw\n\n- [asaply vs ZeroClaw](https://www.anchorterminal.com/compare/asaply-vs-zeroclaw.md)\n- [Asmi vs ZeroClaw](https://www.anchorterminal.com/compare/asmi-vs-zeroclaw.md)\n- [Boba vs ZeroClaw](https://www.anchorterminal.com/compare/boba-vs-zeroclaw.md)\n- [Brea vs ZeroClaw](https://www.anchorterminal.com/compare/brea-vs-zeroclaw.md)\n- [Del vs ZeroClaw](https://www.anchorterminal.com/compare/del-vs-zeroclaw.md)\n- [HireAlpha vs ZeroClaw](https://www.anchorterminal.com/compare/hirealpha-vs-zeroclaw.md)\n- [OpenInstinct vs ZeroClaw](https://www.anchorterminal.com/compare/openinstinct-vs-zeroclaw.md)\n- [Orbits vs ZeroClaw](https://www.anchorterminal.com/compare/orbits-vs-zeroclaw.md)\n- [Orchid vs ZeroClaw](https://www.anchorterminal.com/compare/orchid-ai-vs-zeroclaw.md)\n- [szn vs ZeroClaw](https://www.anchorterminal.com/compare/szn-vs-zeroclaw.md)\n- [Tab vs ZeroClaw](https://www.anchorterminal.com/compare/tab-bot-vs-zeroclaw.md)\n- [Tasker AI vs ZeroClaw](https://www.anchorterminal.com/compare/tasker-ai-vs-zeroclaw.md)\n- [Zapia vs ZeroClaw](https://www.anchorterminal.com/compare/zapia-vs-zeroclaw.md)\n- [AstrBot vs ZeroClaw](https://www.anchorterminal.com/compare/astrbot-vs-zeroclaw.md)\n- [Boski vs ZeroClaw](https://www.anchorterminal.com/compare/boski-vs-zeroclaw.md)\n- [Caddy vs ZeroClaw](https://www.anchorterminal.com/compare/caddy-app-vs-zeroclaw.md)\n- [Claude Duet vs ZeroClaw](https://www.anchorterminal.com/compare/claude-duet-vs-zeroclaw.md)\n- [CowAgent vs ZeroClaw](https://www.anchorterminal.com/compare/cowagent-vs-zeroclaw.md)\n- [folk vs ZeroClaw](https://www.anchorterminal.com/compare/folk-nozomio-vs-zeroclaw.md)\n- [GAIA vs ZeroClaw](https://www.anchorterminal.com/compare/gaia-vs-zeroclaw.md)\n- [Gemini Spark vs ZeroClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-zeroclaw.md)\n- [Grok Bot vs ZeroClaw](https://www.anchorterminal.com/compare/grok-bot-vs-zeroclaw.md)\n- [Haven vs ZeroClaw](https://www.anchorterminal.com/compare/haven-vs-zeroclaw.md)\n- [Hermes Agent vs ZeroClaw](https://www.anchorterminal.com/compare/hermes-agent-vs-zeroclaw.md)\n- [Instinct vs ZeroClaw](https://www.anchorterminal.com/compare/instinct-vs-zeroclaw.md)\n- [IronClaw vs ZeroClaw](https://www.anchorterminal.com/compare/ironclaw-vs-zeroclaw.md)\n- [Leon vs ZeroClaw](https://www.anchorterminal.com/compare/leon-vs-zeroclaw.md)\n- [Lindy vs ZeroClaw](https://www.anchorterminal.com/compare/lindy-vs-zeroclaw.md)\n- [nanobot vs ZeroClaw](https://www.anchorterminal.com/compare/nanobot-vs-zeroclaw.md)\n- [NanoClaw vs ZeroClaw](https://www.anchorterminal.com/compare/nanoclaw-vs-zeroclaw.md)\n- [Dots vs ZeroClaw](https://www.anchorterminal.com/compare/openai-dots-vs-zeroclaw.md)\n- [OpenClaw vs ZeroClaw](https://www.anchorterminal.com/compare/openclaw-vs-zeroclaw.md)\n- [OpenDuet vs ZeroClaw](https://www.anchorterminal.com/compare/openduet-vs-zeroclaw.md)\n- [PicoClaw vs ZeroClaw](https://www.anchorterminal.com/compare/picoclaw-vs-zeroclaw.md)\n- [Poke vs ZeroClaw](https://www.anchorterminal.com/compare/poke-vs-zeroclaw.md)\n- [QwenPaw vs ZeroClaw](https://www.anchorterminal.com/compare/qwenpaw-vs-zeroclaw.md)\n- [Town vs ZeroClaw](https://www.anchorterminal.com/compare/town-vs-zeroclaw.md)\n- [ZeroClaw vs Zo Computer](https://www.anchorterminal.com/compare/zeroclaw-vs-zo-computer.md)\n- [asaply vs LearnHarness](https://www.anchorterminal.com/compare/asaply-vs-learnharness.md)\n- [Asmi vs LearnHarness](https://www.anchorterminal.com/compare/asmi-vs-learnharness.md)\n- [Atticus vs LearnHarness](https://www.anchorterminal.com/compare/atticus-vs-learnharness.md)\n- [Atticus vs ZeroClaw](https://www.anchorterminal.com/compare/atticus-vs-zeroclaw.md)\n- [Boba vs LearnHarness](https://www.anchorterminal.com/compare/boba-vs-learnharness.md)\n- [Boski vs LearnHarness](https://www.anchorterminal.com/compare/boski-vs-learnharness.md)\n- [Brea vs LearnHarness](https://www.anchorterminal.com/compare/brea-vs-learnharness.md)\n- [Caddy vs LearnHarness](https://www.anchorterminal.com/compare/caddy-app-vs-learnharness.md)\n- [Claude Duet vs LearnHarness](https://www.anchorterminal.com/compare/claude-duet-vs-learnharness.md)\n- [CowAgent vs LearnHarness](https://www.anchorterminal.com/compare/cowagent-vs-learnharness.md)\n- [DeepTutor vs LearnHarness](https://www.anchorterminal.com/compare/deeptutor-vs-learnharness.md)\n- [DeepTutor vs ZeroClaw](https://www.anchorterminal.com/compare/deeptutor-vs-zeroclaw.md)\n- [Del vs LearnHarness](https://www.anchorterminal.com/compare/del-vs-learnharness.md)\n- [folk vs LearnHarness](https://www.anchorterminal.com/compare/folk-nozomio-vs-learnharness.md)\n- [GAIA vs LearnHarness](https://www.anchorterminal.com/compare/gaia-vs-learnharness.md)\n- [Gemini Spark vs LearnHarness](https://www.anchorterminal.com/compare/gemini-spark-vs-learnharness.md)\n- [Grok Bot vs LearnHarness](https://www.anchorterminal.com/compare/grok-bot-vs-learnharness.md)\n- [Hark Pro vs LearnHarness](https://www.anchorterminal.com/compare/hark-pro-vs-learnharness.md)\n- [Hark Pro vs ZeroClaw](https://www.anchorterminal.com/compare/hark-pro-vs-zeroclaw.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 Zo Computer](https://www.anchorterminal.com/compare/learnharness-vs-zo-computer.md)\n- [Talorys vs ZeroClaw](https://www.anchorterminal.com/compare/talorys-vs-zeroclaw.md)\n- [Lobby vs ZeroClaw](https://www.anchorterminal.com/compare/lobby-os-vs-zeroclaw.md)\n- [Natura tinyNature vs ZeroClaw](https://www.anchorterminal.com/compare/natura-vs-zeroclaw.md)\n- [Pally vs ZeroClaw](https://www.anchorterminal.com/compare/pally-vs-zeroclaw.md)\n- [Tomo vs ZeroClaw](https://www.anchorterminal.com/compare/tomo-vs-zeroclaw.md)\n- [Wajo (Fo) vs ZeroClaw](https://www.anchorterminal.com/compare/wajo-vs-zeroclaw.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": "LearnHarness vs ZeroClaw", "url": "" } ], "description": "ZeroClaw scores 70.6 (BB) to LearnHarness's 59.3 (C) for assistants that remember you. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "LearnHarness C 59.3", "ZeroClaw BB 70.6", "scores" ], "h1": "LearnHarness vs ZeroClaw", "image": "https://www.anchorterminal.com/assets/og/compare-learnharness-vs-zeroclaw.png", "path": "/compare/learnharness-vs-zeroclaw", "published": "2026-10-01", "section": "tools", "title": "LearnHarness vs ZeroClaw for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-30", "url": "https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw" }, "tokens": { "markdown": 3950, "slim": 630 }, "version": 1 }