{ "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": "NanoClaw scores 68.6 (B) on agent readiness against LearnHarness's 59.3 (C), and leads in 6 of 7 scored categories.", "b": { "slug": "nanoclaw", "name": "NanoClaw", "vendor": "NanoCo, Inc.", "vendorUrl": "https://nanoclaw.dev", "kind": "harness", "category": "personal-assistants", "summary": "Open-source personal assistant that the owner runs on their own machine. It answers on messaging apps, runs each agent session in a Docker container, keeps Markdown memory on disk and runs scheduled tasks.", "url": "https://www.anchorterminal.com/tools/nanoclaw", "markdownUrl": "https://www.anchorterminal.com/tools/nanoclaw.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/nanoclaw.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/nanoclaw.json", "repo": "https://github.com/nanocoai/nanoclaw", "license": "MIT", "transports": [], "packages": [], "auth": "none", "authNotes": "No account is needed to run it. Owners and admins are rows in a local `user_roles` table, and strangers are handled by each chat's `unknown_sender_policy` (https://docs.nanoclaw.dev/concepts/security). Model and service credentials are registered with a credential gateway on the host, OneCLI Agent Vault by default, which adds them to outbound HTTPS requests. Containers receive placeholders such as `onecli-managed` (https://docs.nanoclaw.dev/operate/credentials). Channel tokens stay in the host's `.env`. An optional free NanoClaw account, used for a prebuilt agent image and a managed Slack app, keeps its token in `~/.config/nanoclaw/account.json` with mode 0600 (https://github.com/nanocoai/nanoclaw/blob/main/README.md).", "pricing": "free", "pricingNotes": "Free under the MIT licence, with nothing on sale. The optional NanoClaw account, the Echo image and the managed Slack app are free of charge per the terms of 31 July 2026 (https://nanoclaw.dev/terms). The owner pays the model provider through a Claude subscription, an API key or another provider, and any service a channel or tool uses, such as Dial. Since 2.4.0 Claude groups default to Opus 5.5 (checked 2026-10-12).", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs or the source (checked 2026-10-12).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 30929, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-12" }, "docsUrl": "https://docs.nanoclaw.dev", "llmsTxt": "https://docs.nanoclaw.dev/llms.txt", "capabilities": [ "assistant.proactive", "assistant.messaging", "assistant.memory", "assistant.self-hosted", "agent.mcp-client", "assistant.accounts" ], "tags": [ "open-source", "local", "free", "no-card", "docker", "llms-txt" ], "lastRelease": "2026-10-09", "graded": true, "anchor": { "graded": true, "score": 68.6, "grade": "B", "agentReady": false, "rank": 235, "ranked": true, "rankOf": 1239, "categoryRank": 2, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 70, "maintenance": 78, "payments": 60, "reliability": 78, "schema": 82, "security": 74, "transparency": 69 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": -5, "negativeNotes": [ "2026-10-09. Release 2026.10.0 fixed four symlink flaws through which a manipulated agent could make the host read, write or delete files outside its folders, plus an admin-command bypass, a cross-group read through `ncl` and a command injection in Mattermost setup. Fixed and described in the changelog within the week, but the advisories it links (GHSA-frvf-5rf5-89fq and seven others) were not public on 12 October 2026. -5. https://github.com/nanocoai/nanoclaw/blob/main/CHANGELOG.md" ], "verdict": "Each session runs in an unprivileged Docker container and API keys stay in a credential gateway on the host, so a manipulated agent cannot read them. Inside the container the agent runs with permission prompts off, network egress is open by default, and it can message any chat it is wired to without approval.", "bestFor": "A technical owner who wants an assistant on their own machine, reachable from chat apps, with container isolation and scheduled tasks, and who is willing to keep a fork.", "strengths": [ "Each session runs in a non-root Docker container with all capabilities dropped, and the project root and `.env` are never mounted", "API keys sit in a credential gateway on the host, which adds them to outbound requests, so the container holds only placeholders", "Installing packages, adding an MCP server and admitting a new chat each wait for an admin's approval, and no reachable approver means denial", "Memory is plain Markdown under `groups/\u003cfolder\u003e/memory/`, which the owner can read, edit or delete on the host", "The security page states what the design does not stop, including messages to wired chats and spending through granted credentials" ], "weaknesses": [ "The Claude provider runs with `permissionMode: 'bypassPermissions'`, so shell, file and web tools run inside the container with no prompt", "Egress lockdown is off by default, so a container can reach the internet directly unless `NANOCLAW_EGRESS_LOCKDOWN=true` is set", "The 2026.10.0 changelog links eight advisories on the repository, and on 12 October 2026 the advisories page listed none and one linked advisory returned 404", "Setup sends events to PostHog unless `NANOCLAW_NO_DIAGNOSTICS=1` is set, and the privacy policy does not mention them", "The docs say trunk has no Gmail or Google Calendar integration, while the GitHub repository description still names Gmail", "294 open issues and 750 open pull requests on 12 October 2026, and 10 of the 12 newest open issues had no reply" ], "agentNotes": [ "Install with `git clone` and `bash nanoclaw.sh`. There is no registry package, and setup needs Docker, Node 22 or later and a Claude or Codex credential", "Set `NANOCLAW_EGRESS_LOCKDOWN=true` before giving an agent credentials or an audience of strangers. The default leaves egress open", "Put chats with different audiences in separate agent groups. Every session of a group shares one read-write workspace and memory tree", "Turn on per-request approval for a secret in the gateway when its use should wait for a person. It is off unless configured", "On OneCLI installs, move the gateway to 1.42.0 by the upgrade guide before updating to 2026.10.0. The updater stops until that is done" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 68.6 } ], "editorialScores": { "ergonomics": 70, "maintenance": 78, "payments": 60, "reliability": 78, "schema": 82, "security": 74, "transparency": 77 }, "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": "git clone https://github.com/nanocoai/nanoclaw.git nanoclaw-v2 \u0026\u0026 cd nanoclaw-v2 \u0026\u0026 bash nanoclaw.sh" }, "letme": { "capability": "https://letme.dev/assistant.proactive", "tool": "https://letme.dev/nanoclaw" }, "area": "frameworks", "provenance": { "legalEntity": "NanoCo, Inc.", "domain": "nanoclaw.dev", "domainRegistered": "", "endpointOnVendorDomain": null, "terms": "", "privacy": "", "statusPage": "", "changelog": "https://github.com/nanocoai/nanoclaw/blob/main/CHANGELOG.md", "securityTxt": "none", "checked": "2026-10-12", "notes": [ "The terms and privacy policy at nanoclaw.dev name NanoCo, Inc. and Delaware law. Both say they cover the website and the optional account, not the software, so neither is linked and the MIT licence stands in.", "nanoclaw.dev/.well-known/security.txt returned 404 on 12 October 2026. The repository's SECURITY.md points to GitHub private vulnerability reporting.", "There is no hosted endpoint. The assistant runs on the owner's machine, and the optional account service is at portal.nanoclaw.dev, which we did not open.", "The registration date of nanoclaw.dev was not checked." ], "score": 61 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/nanoclaw.json", "live": { "slug": "nanoclaw", "versions": [ { "registry": "github", "name": "nanocoai/nanoclaw", "version": "v2026.10.0", "released": "2026-10-09", "seenAt": "2026-10-30T14:30:56.667401741Z" } ], "githubStars": 31057, "securityTxt": { "url": "https://nanoclaw.dev/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-30T15:39:29.981375292Z" }, "llmsTxt": { "url": "https://docs.nanoclaw.dev/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-30T15:08:10.685071274Z" }, "domain": { "domain": "nanoclaw.dev", "registered": "2026-02-17", "source": "https://pubapi.registry.google/rdap/domain/nanoclaw.dev", "checkedAt": "2026-10-25T13:49:49.042180039Z" }, "pages": [ { "url": "https://raw.githubusercontent.com/nanocoai/nanoclaw/main/CHANGELOG.md", "kind": "deprecations", "status": 304, "checkedAt": "2026-10-30T05:49:41.772961805Z", "changedAt": "2026-10-23T01:56:34.666956201Z", "fingerprint": "f65fb1374835" } ], "github": { "repo": "nanocoai/nanoclaw", "checkedAt": "2026-10-26T07:49:08.020097509Z", "stars": 31016, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-26T07:00:33Z", "openIssues": 287, "openPRs": 737, "issuesOpened90d": 144, "issuesClosed90d": 156, "prsMerged90d": 417, "ci": { "branch": "main", "runs": 50, "success": 50, "failure": 0, "other": 0, "latest": "success", "latestAt": "2026-10-26T07:01:48Z" }, "advisories": [ { "ghsa": "GHSA-vwj5-j44r-v364", "severity": "high", "published": "2026-10-13T17:35:58Z" }, { "ghsa": "GHSA-hcfx-vmj7-xcx8", "severity": "high", "published": "2026-10-13T17:34:07Z" }, { "ghsa": "GHSA-r7fr-2v6h-rhqf", "severity": "medium", "published": "2026-10-13T17:33:48Z" }, { "ghsa": "GHSA-g3gp-6777-8p9g", "severity": "medium", "published": "2026-10-13T17:33:25Z" }, { "ghsa": "GHSA-8w49-2gv4-3x6w", "severity": "high", "published": "2026-10-13T17:32:59Z" }, { "ghsa": "GHSA-628g-jj3x-6mp9", "severity": "high", "published": "2026-10-13T17:32:37Z" }, { "ghsa": "GHSA-9j3v-9hwg-v896", "severity": "medium", "published": "2026-10-13T17:30:15Z" }, { "ghsa": "GHSA-7wx5-9p7v-wvhp", "severity": "high", "published": "2026-10-13T17:23:42Z" }, { "ghsa": "GHSA-frvf-5rf5-89fq", "severity": "high", "published": "2026-10-13T17:19:18Z" } ], "replies": { "sampled": 25, "unanswered": 20, "medianDays": 1.1 } }, "updatedAt": "2026-10-30T15:39:29.981375292Z" } }, "facts": [ { "a": "Agent harness", "b": "Agent harness", "name": "Kind" }, { "a": "Amos Blomqvist", "b": "NanoCo, Inc.", "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", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-29", "b": "2026-10-09", "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": "31k stars", "name": "Popularity" }, { "a": "none", "b": "3/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "NanoClaw scores 68.6 (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, LearnHarness or NanoClaw?" }, { "answer": "Yes. LearnHarness is open source (AGPL-3.0-only). NanoClaw is open source (MIT).", "question": "Are LearnHarness and NanoClaw open source?" } ], "goodFor": [ { "aheadOn": null, "also": [ "No incidents deducted, where NanoClaw loses 5 points for them" ], "goodFor": "A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.", "slug": "learnharness", "watchFor": "The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider" }, { "aheadOn": [ "Reliability, 78 against 56", "Schema \u0026 documentation, 82 against 63", "Agent ergonomics, 70 against 60", "Security \u0026 auth, 74 against 52", "Maintenance \u0026 community, 78 against 71", "Transparency \u0026 trust, 69 against 60" ], "also": null, "goodFor": "A technical owner who wants an assistant on their own machine, reachable from chat apps, with container isolation and scheduled tasks, and who is willing to keep a fork.", "slug": "nanoclaw", "watchFor": "The Claude provider runs with `permissionMode: 'bypassPermissions'`, so shell, file and web tools run inside the container with no prompt" } ], "job": { "capability": "assistant.memory", "name": "Assistants that remember you" }, "others": [ { "json": "https://www.anchorterminal.com/compare/asaply-vs-nanoclaw.json", "title": "asaply vs NanoClaw", "url": "https://www.anchorterminal.com/compare/asaply-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-nanoclaw.json", "title": "Asmi vs NanoClaw", "url": "https://www.anchorterminal.com/compare/asmi-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-nanoclaw.json", "title": "Boba vs NanoClaw", "url": "https://www.anchorterminal.com/compare/boba-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-nanoclaw.json", "title": "Brea vs NanoClaw", "url": "https://www.anchorterminal.com/compare/brea-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/del-vs-nanoclaw.json", "title": "Del vs NanoClaw", "url": "https://www.anchorterminal.com/compare/del-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/hirealpha-vs-nanoclaw.json", "title": "HireAlpha vs NanoClaw", "url": "https://www.anchorterminal.com/compare/hirealpha-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-openinstinct.json", "title": "NanoClaw vs OpenInstinct", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-openinstinct" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-orbits.json", "title": "NanoClaw vs Orbits", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-orbits" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-orchid-ai.json", "title": "NanoClaw vs Orchid", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-orchid-ai" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-szn.json", "title": "NanoClaw vs szn", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-szn" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-tab-bot.json", "title": "NanoClaw vs Tab", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-zapia.json", "title": "NanoClaw vs Zapia", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-nanoclaw.json", "title": "AstrBot vs NanoClaw", "url": "https://www.anchorterminal.com/compare/astrbot-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-nanoclaw.json", "title": "Boski vs NanoClaw", "url": "https://www.anchorterminal.com/compare/boski-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-nanoclaw.json", "title": "Caddy vs NanoClaw", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-nanoclaw.json", "title": "Claude Duet vs NanoClaw", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-nanoclaw.json", "title": "CowAgent vs NanoClaw", "url": "https://www.anchorterminal.com/compare/cowagent-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-nanoclaw.json", "title": "folk vs NanoClaw", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-nanoclaw.json", "title": "GAIA vs NanoClaw", "url": "https://www.anchorterminal.com/compare/gaia-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-nanoclaw.json", "title": "Gemini Spark vs NanoClaw", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/grok-bot-vs-nanoclaw.json", "title": "Grok Bot vs NanoClaw", "url": "https://www.anchorterminal.com/compare/grok-bot-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/haven-vs-nanoclaw.json", "title": "Haven vs NanoClaw", "url": "https://www.anchorterminal.com/compare/haven-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-nanoclaw.json", "title": "Hermes Agent vs NanoClaw", "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/instinct-vs-nanoclaw.json", "title": "Instinct vs NanoClaw", "url": "https://www.anchorterminal.com/compare/instinct-vs-nanoclaw" }, { "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/leon-vs-nanoclaw.json", "title": "Leon vs NanoClaw", "url": "https://www.anchorterminal.com/compare/leon-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/lindy-vs-nanoclaw.json", "title": "Lindy vs NanoClaw", "url": "https://www.anchorterminal.com/compare/lindy-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/nanobot-vs-nanoclaw.json", "title": "nanobot vs NanoClaw", "url": "https://www.anchorterminal.com/compare/nanobot-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-openai-dots.json", "title": "NanoClaw vs Dots", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-openai-dots" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-openclaw.json", "title": "NanoClaw vs OpenClaw", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-openclaw" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-openduet.json", "title": "NanoClaw vs OpenDuet", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-openduet" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-picoclaw.json", "title": "NanoClaw vs PicoClaw", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-poke.json", "title": "NanoClaw vs Poke", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-qwenpaw.json", "title": "NanoClaw vs QwenPaw", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-tasker-ai.json", "title": "NanoClaw vs Tasker AI", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-tasker-ai" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-town.json", "title": "NanoClaw vs Town", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-town" }, { "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/nanoclaw-vs-zo-computer.json", "title": "NanoClaw vs Zo Computer", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/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-nanoclaw.json", "title": "Atticus vs NanoClaw", "url": "https://www.anchorterminal.com/compare/atticus-vs-nanoclaw" }, { "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-nanoclaw.json", "title": "DeepTutor vs NanoClaw", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-nanoclaw" }, { "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-nanoclaw.json", "title": "Hark Pro vs NanoClaw", "url": "https://www.anchorterminal.com/compare/hark-pro-vs-nanoclaw" }, { "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-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/nanoclaw-vs-talorys.json", "title": "NanoClaw vs Talorys", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-nanoclaw.json", "title": "Lobby vs NanoClaw", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-natura.json", "title": "NanoClaw vs Natura tinyNature", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-natura" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-pally.json", "title": "NanoClaw vs Pally", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-tomo.json", "title": "NanoClaw vs Tomo", "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-wajo.json", "title": "NanoClaw vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/nanoclaw-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": 22, "edge": "nanoclaw", "key": "reliability", "learnharness": 56, "name": "Reliability", "nanoclaw": 78, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 19, "edge": "nanoclaw", "key": "schema", "learnharness": 63, "name": "Schema \u0026 documentation", "nanoclaw": 82, "weight": 13 }, { "by": 10, "edge": "nanoclaw", "key": "ergonomics", "learnharness": 60, "name": "Agent ergonomics", "nanoclaw": 70, "weight": 13 }, { "by": 22, "edge": "nanoclaw", "key": "security", "learnharness": 52, "name": "Security \u0026 auth", "nanoclaw": 74, "weight": 14 }, { "by": 0, "edge": "", "key": "payments", "learnharness": 60, "name": "Payments \u0026 pricing", "nanoclaw": 60, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 7, "edge": "nanoclaw", "key": "maintenance", "learnharness": 71, "name": "Maintenance \u0026 community", "nanoclaw": 78, "weight": 7 }, { "by": 9, "edge": "nanoclaw", "key": "transparency", "learnharness": 60, "name": "Transparency \u0026 trust", "nanoclaw": 69, "weight": 7 } ], "summary": "NanoClaw scores 68.6 (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": { "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.", "nanoclaw": "Each session runs in an unprivileged Docker container and API keys stay in a credential gateway on the host, so a manipulated agent cannot read them. Inside the container the agent runs with permission prompts off, network egress is open by default, and it can message any chat it is wired to without approval." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw", "json": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.min.md" }, "markdown": "NanoClaw scores 68.6 (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- 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- NanoClaw: grade B, 68.6/100, rank #235 of 1239. Markdown https://www.anchorterminal.com/tools/nanoclaw.md · JSON https://www.anchorterminal.com/api/v1/tools/nanoclaw.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 NanoClaw loses 5 points for them\n\nWatch for: The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider\n\n### NanoClaw (B)\n\nGood for: A technical owner who wants an assistant on their own machine, reachable from chat apps, with container isolation and scheduled tasks, and who is willing to keep a fork.\n\nAhead on:\n- Reliability, 78 against 56\n- Schema \u0026 documentation, 82 against 63\n- Agent ergonomics, 70 against 60\n- Security \u0026 auth, 74 against 52\n- Maintenance \u0026 community, 78 against 71\n- Transparency \u0026 trust, 69 against 60\n\nWatch for: The Claude provider runs with `permissionMode: 'bypassPermissions'`, so shell, file and web tools run inside the container with no prompt\n\n\n## Score by category\n\n| Category | Weight | LearnHarness | NanoClaw | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 56 | 78 | NanoClaw +22 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 63 | 82 | NanoClaw +19 |\n| Agent ergonomics | 13% (16.2 this run) | 60 | 70 | NanoClaw +10 |\n| Security \u0026 auth | 14% (17.5 this run) | 52 | 74 | NanoClaw +22 |\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 | 78 | NanoClaw +7 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 60 | 69 | NanoClaw +9 |\n| Negative events | ≤15 | 0 | -5 | |\n| **Total** | | **59.3 · C** | **68.6 · B** | |\n\n## Facts side by side\n\n| Fact | LearnHarness | NanoClaw |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Amos Blomqvist | NanoCo, Inc. |\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 |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-10-29 | 2026-10-09 |\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 | 31k stars |\n| Agent reviews | none | 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**NanoClaw.** Each session runs in an unprivileged Docker container and API keys stay in a credential gateway on the host, so a manipulated agent cannot read them. Inside the container the agent runs with permission prompts off, network egress is open by default, and it can message any chat it is wired to without approval.\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### NanoClaw\n\n1. Install with `git clone` and `bash nanoclaw.sh`. There is no registry package, and setup needs Docker, Node 22 or later and a Claude or Codex credential\n2. Set `NANOCLAW_EGRESS_LOCKDOWN=true` before giving an agent credentials or an audience of strangers. The default leaves egress open\n3. Put chats with different audiences in separate agent groups. Every session of a group shares one read-write workspace and memory tree\n4. Turn on per-request approval for a secret in the gateway when its use should wait for a person. It is off unless configured\n5. On OneCLI installs, move the gateway to 1.42.0 by the upgrade guide before updating to 2026.10.0. The updater stops until that is done\n\n## Questions\n\n### Which is better for AI agents, LearnHarness or NanoClaw?\n\nNanoClaw scores 68.6 (B) on agent readiness against LearnHarness's 59.3 (C), and leads in 6 of 7 scored categories.\n\n### Are LearnHarness and NanoClaw open source?\n\nYes. LearnHarness is open source (AGPL-3.0-only). NanoClaw is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.json, and with the fewest tokens: https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"learnharness\", \"b\": \"nanoclaw\"}`. From a terminal: `anchor compare learnharness nanoclaw`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/learnharness.json and https://www.anchorterminal.com/api/v1/tools/nanoclaw.json\n\n## Other comparisons with LearnHarness or NanoClaw\n\n- [asaply vs NanoClaw](https://www.anchorterminal.com/compare/asaply-vs-nanoclaw.md)\n- [Asmi vs NanoClaw](https://www.anchorterminal.com/compare/asmi-vs-nanoclaw.md)\n- [Boba vs NanoClaw](https://www.anchorterminal.com/compare/boba-vs-nanoclaw.md)\n- [Brea vs NanoClaw](https://www.anchorterminal.com/compare/brea-vs-nanoclaw.md)\n- [Del vs NanoClaw](https://www.anchorterminal.com/compare/del-vs-nanoclaw.md)\n- [HireAlpha vs NanoClaw](https://www.anchorterminal.com/compare/hirealpha-vs-nanoclaw.md)\n- [NanoClaw vs OpenInstinct](https://www.anchorterminal.com/compare/nanoclaw-vs-openinstinct.md)\n- [NanoClaw vs Orbits](https://www.anchorterminal.com/compare/nanoclaw-vs-orbits.md)\n- [NanoClaw vs Orchid](https://www.anchorterminal.com/compare/nanoclaw-vs-orchid-ai.md)\n- [NanoClaw vs szn](https://www.anchorterminal.com/compare/nanoclaw-vs-szn.md)\n- [NanoClaw vs Tab](https://www.anchorterminal.com/compare/nanoclaw-vs-tab-bot.md)\n- [NanoClaw vs Zapia](https://www.anchorterminal.com/compare/nanoclaw-vs-zapia.md)\n- [AstrBot vs NanoClaw](https://www.anchorterminal.com/compare/astrbot-vs-nanoclaw.md)\n- [Boski vs NanoClaw](https://www.anchorterminal.com/compare/boski-vs-nanoclaw.md)\n- [Caddy vs NanoClaw](https://www.anchorterminal.com/compare/caddy-app-vs-nanoclaw.md)\n- [Claude Duet vs NanoClaw](https://www.anchorterminal.com/compare/claude-duet-vs-nanoclaw.md)\n- [CowAgent vs NanoClaw](https://www.anchorterminal.com/compare/cowagent-vs-nanoclaw.md)\n- [folk vs NanoClaw](https://www.anchorterminal.com/compare/folk-nozomio-vs-nanoclaw.md)\n- [GAIA vs NanoClaw](https://www.anchorterminal.com/compare/gaia-vs-nanoclaw.md)\n- [Gemini Spark vs NanoClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-nanoclaw.md)\n- [Grok Bot vs NanoClaw](https://www.anchorterminal.com/compare/grok-bot-vs-nanoclaw.md)\n- [Haven vs NanoClaw](https://www.anchorterminal.com/compare/haven-vs-nanoclaw.md)\n- [Hermes Agent vs NanoClaw](https://www.anchorterminal.com/compare/hermes-agent-vs-nanoclaw.md)\n- [Instinct vs NanoClaw](https://www.anchorterminal.com/compare/instinct-vs-nanoclaw.md)\n- [IronClaw vs NanoClaw](https://www.anchorterminal.com/compare/ironclaw-vs-nanoclaw.md)\n- [Leon vs NanoClaw](https://www.anchorterminal.com/compare/leon-vs-nanoclaw.md)\n- [Lindy vs NanoClaw](https://www.anchorterminal.com/compare/lindy-vs-nanoclaw.md)\n- [nanobot vs NanoClaw](https://www.anchorterminal.com/compare/nanobot-vs-nanoclaw.md)\n- [NanoClaw vs Dots](https://www.anchorterminal.com/compare/nanoclaw-vs-openai-dots.md)\n- [NanoClaw vs OpenClaw](https://www.anchorterminal.com/compare/nanoclaw-vs-openclaw.md)\n- [NanoClaw vs OpenDuet](https://www.anchorterminal.com/compare/nanoclaw-vs-openduet.md)\n- [NanoClaw vs PicoClaw](https://www.anchorterminal.com/compare/nanoclaw-vs-picoclaw.md)\n- [NanoClaw vs Poke](https://www.anchorterminal.com/compare/nanoclaw-vs-poke.md)\n- [NanoClaw vs QwenPaw](https://www.anchorterminal.com/compare/nanoclaw-vs-qwenpaw.md)\n- [NanoClaw vs Tasker AI](https://www.anchorterminal.com/compare/nanoclaw-vs-tasker-ai.md)\n- [NanoClaw vs Town](https://www.anchorterminal.com/compare/nanoclaw-vs-town.md)\n- [NanoClaw vs ZeroClaw](https://www.anchorterminal.com/compare/nanoclaw-vs-zeroclaw.md)\n- [NanoClaw vs Zo Computer](https://www.anchorterminal.com/compare/nanoclaw-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 NanoClaw](https://www.anchorterminal.com/compare/atticus-vs-nanoclaw.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 NanoClaw](https://www.anchorterminal.com/compare/deeptutor-vs-nanoclaw.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 NanoClaw](https://www.anchorterminal.com/compare/hark-pro-vs-nanoclaw.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 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- [NanoClaw vs Talorys](https://www.anchorterminal.com/compare/nanoclaw-vs-talorys.md)\n- [Lobby vs NanoClaw](https://www.anchorterminal.com/compare/lobby-os-vs-nanoclaw.md)\n- [NanoClaw vs Natura tinyNature](https://www.anchorterminal.com/compare/nanoclaw-vs-natura.md)\n- [NanoClaw vs Pally](https://www.anchorterminal.com/compare/nanoclaw-vs-pally.md)\n- [NanoClaw vs Tomo](https://www.anchorterminal.com/compare/nanoclaw-vs-tomo.md)\n- [NanoClaw vs Wajo (Fo)](https://www.anchorterminal.com/compare/nanoclaw-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": "LearnHarness vs NanoClaw", "url": "" } ], "description": "NanoClaw scores 68.6 (B) 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", "NanoClaw B 68.6", "scores" ], "h1": "LearnHarness vs NanoClaw", "image": "https://www.anchorterminal.com/assets/og/compare-learnharness-vs-nanoclaw.png", "path": "/compare/learnharness-vs-nanoclaw", "published": "2026-10-01", "section": "tools", "title": "LearnHarness vs NanoClaw for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-30", "url": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw" }, "tokens": { "markdown": 3950, "slim": 630 }, "version": 1 }