{ "data": { "a": { "slug": "learnharness", "name": "LearnHarness", "vendor": "Amos Blomqvist", "vendorUrl": "https://learnharness.ai", "kind": "harness", "category": "personal-assistants", "summary": "LearnHarness is an open-source desktop app for macOS, Windows and Linux that tests what a learner already understands, plans a route to a goal, teaches step by step and keeps a local knowledge graph, using the learner's own model keys.", "url": "https://www.anchorterminal.com/tools/learnharness", "markdownUrl": "https://www.anchorterminal.com/tools/learnharness.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/learnharness.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/learnharness.json", "repo": "https://github.com/amosblomqvist/learnharness", "license": "AGPL-3.0-only", "transports": [], "packages": [], "auth": "none", "authNotes": "No LearnHarness account. The learner adds keys for model providers (OpenAI, Anthropic, Google, DeepSeek, OpenRouter and others), or one OpenAI-compatible endpoint, or signs in with ChatGPT, GitHub Copilot or Grok, or connects an installed Claude Code CLI. Deepgram (dictation) and Tavily or Brave (web search) take separate keys.", "pricing": "free", "pricingNotes": "Free under AGPL-3.0 with nothing to buy. Model usage is billed by the provider the learner configures, or counts against a ChatGPT, Copilot or Grok plan, and the app shows a live cost meter. The README says any future charge would be for convenience such as managed keys or hosting.", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the README, the website, the skill or the source files read (checked 2026-10-30).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 4204, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-30" }, "docsUrl": "https://github.com/amosblomqvist/learnharness/blob/main/docs/development.md", "capabilities": [ "assistant.memory", "assistant.self-hosted", "memory.graph", "memory.read", "web.search" ], "tags": [ "open-source", "local", "free", "no-card", "agpl", "desktop-app", "macos", "windows", "linux", "agent-skill", "typescript", "new" ], "lastRelease": "2026-10-29", "graded": true, "anchor": { "graded": true, "score": 59.3, "grade": "C", "agentReady": false, "rank": 648, "ranked": true, "rankOf": 1239, "categoryRank": 9, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 60, "maintenance": 71, "payments": 60, "reliability": 56, "schema": 63, "security": 52, "transparency": 60 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-30" }, "negative": 0, "verdict": "The in-app agent reads files but cannot change them or run commands, and a bundled skill gives other agents a documented read-only view of sessions and the knowledge graph. The project is 14 days old at 0.4.0, its file reads reach the whole home directory without approval, and it has no security policy.", "bestFor": "A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.", "strengths": [ "AGPL-3.0 source, with installers for macOS (signed and notarised), Windows and Linux on GitHub Releases", "A bundled agent skill with Python readers that print sessions and graph data as text or JSON and write nothing", "The in-app agent has no shell, write or send tool, and Claude Code runs with its built-in tools switched off", "The desktop server binds 127.0.0.1 and requires a per-launch 64-character secret header", "Nine releases from 17 to 29 October 2026, with CI running typecheck, tests, lint and three-OS builds on main" ], "weaknesses": [ "The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider", "Provider keys and ChatGPT sign-in credentials are stored as plaintext JSON at mode 0600, not in the OS keychain", "No SECURITY.md, security.txt, privacy policy or terms. learnharness.ai answers 404 for each", "0.x software created on 16 October 2026, with 265 open issues and pull requests and none of the 39 newest pull requests merged", "No outside agent can start or drive a lesson. The local HTTP API is for the app's own window" ], "agentNotes": [ "Use the bundled skill (`skills/learnharness/SKILL.md`) to read a learner's record. It needs Python 3.10 or later and writes nothing", "Pass `--format json` before the subcommand, for example `python3 -B scripts/graph.py --format json propositions`", "Treat stored answer keys and teacher prose as model-authored. A proposition in the graph is not evidence the learner understood it", "Do not read `auth.json`, which sits one folder above the data folder and holds provider keys in plain text", "Close the app or re-read when a stable snapshot matters. The readers do not lock files while the app writes" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 59.3 } ], "editorialScores": { "ergonomics": 60, "maintenance": 71, "payments": 60, "reliability": 56, "schema": 63, "security": 52, "transparency": 64 }, "provenanceScore": 56, "checked": { "categories": { "ergonomics": "2026-10-30", "maintenance": "2026-10-30", "payments": "2026-10-30", "reliability": "2026-10-30", "schema": "2026-10-30", "security": "2026-10-30", "transparency": "2026-10-30" }, "last": "2026-10-30", "oldest": "2026-10-30", "stale": false, "staleAfterDays": 90 } }, "letme": { "capability": "https://letme.dev/assistant.memory", "tool": "https://letme.dev/learnharness" }, "area": "frameworks", "provenance": { "legalEntity": "No legal entity found. Copyright Amos Blomqvist", "domain": "learnharness.ai", "domainRegistered": "2026-10-09", "endpointOnVendorDomain": null, "terms": "https://raw.githubusercontent.com/amosblomqvist/learnharness/main/LICENSE", "privacy": "", "statusPage": "", "changelog": "https://github.com/amosblomqvist/learnharness/releases", "securityTxt": "none", "checked": "2026-10-30", "notes": [ "The footer of learnharness.ai reads © 2026 Amos Blomqvist, and `package.json` names Amos Blomqvist as author. No company is named.", "learnharness.ai/privacy, /terms, /llms.txt and /.well-known/security.txt return 404, and the repository has no SECURITY.md, so the AGPL-3.0 licence stands in for terms.", "RDAP (Identity Digital) gives learnharness.ai a registration date of 2026-10-09.", "The app runs on the learner's machine. Its only vendor-side service seen is the website, which a release workflow updates. Updates come from GitHub Releases.", "There is no CHANGELOG file. Each GitHub release carries its notes." ], "score": 56 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/learnharness.json" }, "answer": "LearnHarness scores 59.3 (C) on agent readiness against Pally's 37.7 (F), and leads in 5 of 7 scored categories. Pally leads on transparency \u0026 trust.", "b": { "slug": "pally", "name": "Pally", "vendor": "Pally Technologies, Inc.", "vendorUrl": "https://pally.com", "kind": "platform", "category": "personal-assistants", "summary": "Pally is a personal AI assistant that a person texts over iMessage, RCS or Telegram. It connects to mail, calendars, messaging and work apps, remembers people and plans, and books, buys and makes phone calls for its owner.", "url": "https://www.anchorterminal.com/tools/pally", "markdownUrl": "https://www.anchorterminal.com/tools/pally.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/pally.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/pally.json", "license": "Closed service under Pally's Terms of Service (Pally Technologies, Inc., a Delaware corporation, last updated 11 October 2026).", "transports": [ "streamable-http" ], "remoteUrl": "https://agent.pally.com/mcp", "packages": [], "auth": "oauth", "authNotes": "A person signs up by texting Pally's number or messaging @PallyAI_bot on Telegram, with no app or form (https://pally.com). The MCP server at https://agent.pally.com/mcp uses OAuth 2.1 with dynamic client registration and PKCE (S256, public clients, scope mcp), and linking completes only when the person sends the single-use PALLY- code from the authorise page into their own Pally chat within 10 minutes (https://pally.com/mcp and https://agent.pally.com/.well-known/oauth-authorization-server). An existing Pally account is required.", "pricing": "freemium", "pricingNotes": "Free for everyone, with no card, waitlist or invitation, under a usage limit that refills through the week (https://pally.com/#pricing). Cloud Mac is a paid add-on with no published price. The terms list Pally VIP, by invitation only, at $1,000 a month or $10,000 a year with higher limits and the same models, and say Pro, Max and prepaid credit were withdrawn and refunded pro rata (https://pally.com/terms). Pally says it plans to earn a fee from merchants on purchases, and some product links are affiliate links.", "priceSummary": "$1000 / mo", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 found on pally.com, the MCP page or the OAuth metadata, checked 12 October 2026. Purchases the owner approves go through a Stripe Link wallet that issues one-time virtual cards.", "endpoints": [] }, "toolCount": 2, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-12" }, "docsUrl": "https://pally.com/mcp", "llmsTxt": "https://pally.com/llms.txt", "registryName": "com.pally/pally", "capabilities": [ "assistant.accounts", "assistant.messaging", "assistant.memory", "messaging.rcs", "mailbox.read", "mailbox.send", "calendar.write", "voice.calls", "travel.booking", "commerce.checkout", "memory.user" ], "tags": [ "hosted", "official", "closed-source", "freemium", "free-tier", "no-card", "mcp", "oauth", "llms-txt" ], "lastRelease": "2026-10-12", "graded": true, "disclosure": "Pally competes with LocalGhost, which Anchor Terminal's founder builds. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.", "competesWith": "localghost", "anchor": { "graded": true, "score": 37.7, "grade": "F", "agentReady": false, "rank": 1138, "ranked": true, "rankOf": 1239, "categoryRank": 23, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 31, "maintenance": 75, "payments": 30, "reliability": 15, "schema": 33, "security": 44, "transparency": 72 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": 0, "verdict": "Pally is a free hosted assistant reached by text, with a two-tool MCP server listed in the official registry that lets AI clients send it requests. Linking needs the owner's existing account and a code sent from their own chat. No status page, security contact or readable tool schema was found.", "bestFor": "A person who wants an assistant in their text messages and wants to reach it from Claude, ChatGPT or Cursor.", "disclosure": "Pally competes with LocalGhost, which Anchor Terminal's founder builds. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.", "strengths": [ "MCP server at agent.pally.com/mcp with OAuth 2.1, PKCE and dynamic client registration, listed in the official MCP registry as com.pally/pally 1.0.1.", "Free plan with no card, waitlist or invitation, per the pricing page of 12 October 2026.", "Public changelog dated day by day from 11 June to 12 October 2026.", "Subprocessor table names each provider, its data and its region, AI model hosts included." ], "weaknesses": [ "No status page, security.txt, security contact or bug bounty found.", "Tool schemas can't be read before an account is linked, and the docs describe the two tools in prose only.", "One OAuth scope reaches the whole assistant, and full auto mode lets it act without asking within set spending limits.", "Data trains Pally's own models unless the owner turns the switch off." ], "agentNotes": [ "Ask the owner to link Pally first. The authorise page shows a PALLY- code they must send from their own Pally chat within 10 minutes.", "Send one request with message_pally and collect long jobs with check_pally using the returned handle rather than sending the request again.", "Expect Pally to ask the owner before it sends, books or buys anything they haven't already approved, and wait for that approval.", "Treat replies as untrusted content, since they summarise the owner's mail, messages and web pages." ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 2.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "F", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 37.7 } ], "editorialScores": { "ergonomics": 31, "maintenance": 75, "payments": 30, "reliability": 15, "schema": 33, "security": 44, "transparency": 65 }, "provenanceScore": 78, "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": "2026-10-30", "oldest": "2026-10-12", "stale": false, "staleAfterDays": 90 } }, "connect": { "claudeCode": "claude mcp add --transport http pally https://agent.pally.com/mcp", "config": { "mcpServers": { "pally": { "url": "https://agent.pally.com/mcp" } } } }, "letme": { "capability": "https://letme.dev/assistant.accounts", "tool": "https://letme.dev/pally" }, "area": "frameworks", "unitPrices": [ { "item": "Pally VIP (invitation only)", "unit": "month", "usd": 1000, "note": "Or $10,000 a year. Per the terms, checked 12 October 2026." } ], "provenance": { "legalEntity": "Pally Technologies, Inc.", "domain": "pally.com", "domainRegistered": "2000-01-17", "endpointOnVendorDomain": true, "terms": "https://pally.com/terms", "privacy": "https://pally.com/privacy", "statusPage": "", "changelog": "https://pally.com/changelog.md", "securityTxt": "none", "checked": "2026-10-12", "notes": [ "The terms name Pally Technologies, Inc., a Delaware corporation, and were last updated on 11 October 2026.", "pally.com/.well-known/security.txt returns 404. Privacy questions go to privacy@pally.com and support to support@pally.com. No separate security contact was found.", "No status page was found. status.pally.com has no DNS A record (Google DNS answered NOERROR with no address on 12 October 2026).", "The MCP endpoint and OAuth issuer are on agent.pally.com. The server is listed in the official MCP registry as com.pally/pally, version 1.0.1 of 21 September 2026.", "RDAP gives a registration date of 2000-01-17 for pally.com, which predates the company." ], "score": 78 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/pally.json", "live": { "slug": "pally", "probe": { "target": "https://agent.pally.com/mcp", "method": "get", "lastAt": "2026-10-31T00:27:29.554322225Z", "lastOk": true, "lastStatus": 401, "lastMs": 337, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 347, "p95ms24h": 440, "samples24h": 249, "samples30d": 4560, "days": [ { "date": "2026-10-12", "probes": 33, "ok": 33 }, { "date": "2026-10-13", "probes": 248, "ok": 248 }, { "date": "2026-10-14", "probes": 249, "ok": 249 }, { "date": "2026-10-15", "probes": 253, "ok": 253 }, { "date": "2026-10-16", "probes": 252, "ok": 252 }, { "date": "2026-10-17", "probes": 253, "ok": 253 }, { "date": "2026-10-18", "probes": 256, "ok": 256 }, { "date": "2026-10-19", "probes": 255, "ok": 255 }, { "date": "2026-10-20", "probes": 252, "ok": 252 }, { "date": "2026-10-21", "probes": 253, "ok": 253 }, { "date": "2026-10-22", "probes": 253, "ok": 253 }, { "date": "2026-10-23", "probes": 248, "ok": 248 }, { "date": "2026-10-24", "probes": 251, "ok": 251 }, { "date": "2026-10-25", "probes": 250, "ok": 250 }, { "date": "2026-10-26", "probes": 252, "ok": 252 }, { "date": "2026-10-27", "probes": 249, "ok": 249 }, { "date": "2026-10-28", "probes": 250, "ok": 250 }, { "date": "2026-10-29", "probes": 249, "ok": 249 }, { "date": "2026-10-30", "probes": 249, "ok": 249 }, { "date": "2026-10-31", "probes": 5, "ok": 5 } ] }, "versions": [ { "registry": "mcp-registry", "name": "com.pally/pally", "version": "1.0.1", "seenAt": "2026-10-30T14:54:40.546478788Z" } ], "securityTxt": { "url": "https://pally.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-30T15:38:13.52605045Z" }, "llmsTxt": { "url": "https://pally.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-30T15:08:24.136442181Z" }, "domain": { "domain": "pally.com", "registered": "2000-01-17", "source": "https://rdap.verisign.com/com/v1/domain/pally.com", "checkedAt": "2026-10-25T13:51:17.647442577Z" }, "pages": [ { "url": "https://pally.com/changelog.md", "kind": "changelog", "status": 200, "checkedAt": "2026-10-30T05:45:03.06480223Z", "changedAt": "2026-10-30T05:45:03.06480223Z", "fingerprint": "2bcea71cd9de" }, { "url": "https://pally.com/", "kind": "pricing", "status": 200, "checkedAt": "2026-10-30T05:45:00.610762497Z", "changedAt": "2026-10-29T05:12:17.792799091Z", "fingerprint": "0cbfb07dc920" }, { "url": "https://pally.com/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-30T05:45:04.791242499Z", "changedAt": "2026-10-29T05:12:21.84870496Z", "fingerprint": "05f11809eda1" }, { "url": "https://pally.com/terms", "kind": "terms", "status": 200, "checkedAt": "2026-10-30T05:45:06.813907626Z", "changedAt": "2026-10-29T05:12:23.996934889Z", "fingerprint": "cd1b2a79b7dc" } ], "updatedAt": "2026-10-31T00:27:29.554322225Z" } }, "facts": [ { "a": "Agent harness", "b": "Platform", "name": "Kind" }, { "a": "Amos Blomqvist", "b": "Pally Technologies, Inc.", "name": "Vendor" }, { "a": "no (local only)", "b": "https://agent.pally.com/mcp", "name": "Hosted endpoint" }, { "a": "", "b": "Streamable HTTP", "name": "Transports" }, { "a": "None", "b": "OAuth", "name": "Auth" }, { "a": "Free", "b": "Freemium", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "AGPL-3.0-only", "b": "Closed service under Pally's Terms of Service (Pally Technologies, Inc., a Delaware corporation, last updated 11 October 2026).", "name": "Licence" }, { "a": "none", "b": "2", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "yes", "name": "llms.txt" }, { "a": "not listed", "b": "com.pally/pally", "name": "MCP registry" }, { "a": "2026-10-29", "b": "2026-10-12", "name": "Last release" }, { "a": "no date given", "b": "2026-10-27", "name": "Terms last updated" }, { "a": "no document linked", "b": "2026-10-30", "name": "Privacy policy last updated" }, { "a": "not found in the text", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "not found in the text", "b": "yes", "name": "Terms restrict automated access" }, { "a": "not found in the text", "b": "yes", "name": "Terms restrict benchmarking" }, { "a": "not found in the text", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "yes", "name": "Arbitration or class-action waiver" }, { "a": "4.2k stars", "b": "none", "name": "Popularity" }, { "a": "none", "b": "2.5/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "LearnHarness scores 59.3 (C) on agent readiness against Pally's 37.7 (F), and leads in 5 of 7 scored categories. Pally leads on transparency \u0026 trust.", "question": "Which is better for AI agents, LearnHarness or Pally?" }, { "answer": "LearnHarness is open source (AGPL-3.0-only). No open-source release is listed for Pally.", "question": "Are LearnHarness and Pally open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 56 against 15", "Schema \u0026 documentation, 63 against 33", "Agent ergonomics, 60 against 31", "Security \u0026 auth, 52 against 44", "Payments \u0026 pricing, 60 against 30" ], "also": [ "No key needed to call it", "Open source" ], "goodFor": "A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.", "slug": "learnharness", "watchFor": "The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider" }, { "aheadOn": [ "Transparency \u0026 trust, 72 against 60" ], "also": [ "A hosted endpoint, with nothing to install" ], "goodFor": "A person who wants an assistant in their text messages and wants to reach it from Claude, ChatGPT or Cursor.", "slug": "pally", "watchFor": "No status page, security.txt, security contact or bug bounty found." } ], "job": { "capability": "assistant.memory", "name": "Assistants that remember you" }, "others": [ { "json": "https://www.anchorterminal.com/compare/asaply-vs-pally.json", "title": "asaply vs Pally", "url": "https://www.anchorterminal.com/compare/asaply-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-pally.json", "title": "Asmi vs Pally", "url": "https://www.anchorterminal.com/compare/asmi-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-pally.json", "title": "AstrBot vs Pally", "url": "https://www.anchorterminal.com/compare/astrbot-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/boba-vs-pally.json", "title": "Boba vs Pally", "url": "https://www.anchorterminal.com/compare/boba-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/boski-vs-pally.json", "title": "Boski vs Pally", "url": "https://www.anchorterminal.com/compare/boski-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/brea-vs-pally.json", "title": "Brea vs Pally", "url": "https://www.anchorterminal.com/compare/brea-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/del-vs-pally.json", "title": "Del vs Pally", "url": "https://www.anchorterminal.com/compare/del-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/hirealpha-vs-pally.json", "title": "HireAlpha vs Pally", "url": "https://www.anchorterminal.com/compare/hirealpha-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/openinstinct-vs-pally.json", "title": "OpenInstinct vs Pally", "url": "https://www.anchorterminal.com/compare/openinstinct-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/orbits-vs-pally.json", "title": "Orbits vs Pally", "url": "https://www.anchorterminal.com/compare/orbits-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/orchid-ai-vs-pally.json", "title": "Orchid vs Pally", "url": "https://www.anchorterminal.com/compare/orchid-ai-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-picoclaw.json", "title": "Pally vs PicoClaw", "url": "https://www.anchorterminal.com/compare/pally-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-tab-bot.json", "title": "Pally vs Tab", "url": "https://www.anchorterminal.com/compare/pally-vs-tab-bot" }, { "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-pally.json", "title": "Atticus vs Pally", "url": "https://www.anchorterminal.com/compare/atticus-vs-pally" }, { "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-pally.json", "title": "DeepTutor vs Pally", "url": "https://www.anchorterminal.com/compare/deeptutor-vs-pally" }, { "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-pally.json", "title": "Hark Pro vs Pally", "url": "https://www.anchorterminal.com/compare/hark-pro-vs-pally" }, { "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-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/pally-vs-talorys.json", "title": "Pally vs Talorys", "url": "https://www.anchorterminal.com/compare/pally-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/caddy-app-vs-pally.json", "title": "Caddy vs Pally", "url": "https://www.anchorterminal.com/compare/caddy-app-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/claude-duet-vs-pally.json", "title": "Claude Duet vs Pally", "url": "https://www.anchorterminal.com/compare/claude-duet-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-pally.json", "title": "CowAgent vs Pally", "url": "https://www.anchorterminal.com/compare/cowagent-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/folk-nozomio-vs-pally.json", "title": "folk vs Pally", "url": "https://www.anchorterminal.com/compare/folk-nozomio-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/gaia-vs-pally.json", "title": "GAIA vs Pally", "url": "https://www.anchorterminal.com/compare/gaia-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-pally.json", "title": "Gemini Spark vs Pally", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/grok-bot-vs-pally.json", "title": "Grok Bot vs Pally", "url": "https://www.anchorterminal.com/compare/grok-bot-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/haven-vs-pally.json", "title": "Haven vs Pally", "url": "https://www.anchorterminal.com/compare/haven-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-pally.json", "title": "Hermes Agent vs Pally", "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/instinct-vs-pally.json", "title": "Instinct vs Pally", "url": "https://www.anchorterminal.com/compare/instinct-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-pally.json", "title": "IronClaw vs Pally", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/leon-vs-pally.json", "title": "Leon vs Pally", "url": "https://www.anchorterminal.com/compare/leon-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/lindy-vs-pally.json", "title": "Lindy vs Pally", "url": "https://www.anchorterminal.com/compare/lindy-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/lobby-os-vs-pally.json", "title": "Lobby vs Pally", "url": "https://www.anchorterminal.com/compare/lobby-os-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/nanobot-vs-pally.json", "title": "nanobot vs Pally", "url": "https://www.anchorterminal.com/compare/nanobot-vs-pally" }, { "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/natura-vs-pally.json", "title": "Natura tinyNature vs Pally", "url": "https://www.anchorterminal.com/compare/natura-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/openai-dots-vs-pally.json", "title": "Dots vs Pally", "url": "https://www.anchorterminal.com/compare/openai-dots-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/openclaw-vs-pally.json", "title": "OpenClaw vs Pally", "url": "https://www.anchorterminal.com/compare/openclaw-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/openduet-vs-pally.json", "title": "OpenDuet vs Pally", "url": "https://www.anchorterminal.com/compare/openduet-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-poke.json", "title": "Pally vs Poke", "url": "https://www.anchorterminal.com/compare/pally-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-qwenpaw.json", "title": "Pally vs QwenPaw", "url": "https://www.anchorterminal.com/compare/pally-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-szn.json", "title": "Pally vs szn", "url": "https://www.anchorterminal.com/compare/pally-vs-szn" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-tasker-ai.json", "title": "Pally vs Tasker AI", "url": "https://www.anchorterminal.com/compare/pally-vs-tasker-ai" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-tomo.json", "title": "Pally vs Tomo", "url": "https://www.anchorterminal.com/compare/pally-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-town.json", "title": "Pally vs Town", "url": "https://www.anchorterminal.com/compare/pally-vs-town" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-wajo.json", "title": "Pally vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/pally-vs-wajo" }, { "json": "https://www.anchorterminal.com/compare/pally-vs-zapia.json", "title": "Pally vs Zapia", "url": "https://www.anchorterminal.com/compare/pally-vs-zapia" }, { "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/pally-vs-zo-computer.json", "title": "Pally vs Zo Computer", "url": "https://www.anchorterminal.com/compare/pally-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-learnharness.json", "title": "AstrBot vs LearnHarness", "url": "https://www.anchorterminal.com/compare/astrbot-vs-learnharness" } ], "scores": [ { "by": 41, "edge": "learnharness", "key": "reliability", "learnharness": 56, "name": "Reliability", "pally": 15, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 30, "edge": "learnharness", "key": "schema", "learnharness": 63, "name": "Schema \u0026 documentation", "pally": 33, "weight": 13 }, { "by": 29, "edge": "learnharness", "key": "ergonomics", "learnharness": 60, "name": "Agent ergonomics", "pally": 31, "weight": 13 }, { "by": 8, "edge": "learnharness", "key": "security", "learnharness": 52, "name": "Security \u0026 auth", "pally": 44, "weight": 14 }, { "by": 30, "edge": "learnharness", "key": "payments", "learnharness": 60, "name": "Payments \u0026 pricing", "pally": 30, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 4, "edge": "pally", "key": "maintenance", "learnharness": 71, "name": "Maintenance \u0026 community", "pally": 75, "weight": 7 }, { "by": 12, "edge": "pally", "key": "transparency", "learnharness": 60, "name": "Transparency \u0026 trust", "pally": 72, "weight": 7 } ], "summary": "LearnHarness scores 59.3 (C) on agent readiness against Pally's 37.7 (F), and leads in 5 of 7 scored categories. Pally leads on transparency \u0026 trust. 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.", "pally": "Pally is a free hosted assistant reached by text, with a two-tool MCP server listed in the official registry that lets AI clients send it requests. Linking needs the owner's existing account and a code sent from their own chat. No status page, security contact or readable tool schema was found." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/learnharness-vs-pally", "json": "https://www.anchorterminal.com/compare/learnharness-vs-pally.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/learnharness-vs-pally.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/learnharness-vs-pally.min.md" }, "markdown": "LearnHarness scores 59.3 (C) on agent readiness against Pally's 37.7 (F), and leads in 5 of 7 scored categories. Pally leads on transparency \u0026 trust. 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- Pally: grade F, 37.7/100, rank #1138 of 1239. Markdown https://www.anchorterminal.com/tools/pally.md · JSON https://www.anchorterminal.com/api/v1/tools/pally.json\n- Best AI personal assistants that act for one person: https://www.anchorterminal.com/best/personal-assistants/index.md\n- All 1196 assistants comparisons: https://www.anchorterminal.com/compare/personal-assistants/index.md\n\n## Which one, for what\n\n### LearnHarness (C)\n\nGood for: A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.\n\nAhead on:\n- Reliability, 56 against 15\n- Schema \u0026 documentation, 63 against 33\n- Agent ergonomics, 60 against 31\n- Security \u0026 auth, 52 against 44\n- Payments \u0026 pricing, 60 against 30\n\nAlso in its favour:\n- No key needed to call it\n- Open source\n\nWatch for: The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider\n\n### Pally (F)\n\nGood for: A person who wants an assistant in their text messages and wants to reach it from Claude, ChatGPT or Cursor.\n\nAhead on:\n- Transparency \u0026 trust, 72 against 60\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n\nWatch for: No status page, security.txt, security contact or bug bounty found.\n\n\n## Score by category\n\n| Category | Weight | LearnHarness | Pally | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 56 | 15 | LearnHarness +41 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 63 | 33 | LearnHarness +30 |\n| Agent ergonomics | 13% (16.2 this run) | 60 | 31 | LearnHarness +29 |\n| Security \u0026 auth | 14% (17.5 this run) | 52 | 44 | LearnHarness +8 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 30 | LearnHarness +30 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 71 | 75 | Pally +4 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 60 | 72 | Pally +12 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **59.3 · C** | **37.7 · F** | |\n\n## Facts side by side\n\n| Fact | LearnHarness | Pally |\n| --- | --- | --- |\n| Kind | Agent harness | Platform |\n| Vendor | Amos Blomqvist | Pally Technologies, Inc. |\n| Hosted endpoint | no (local only) | `https://agent.pally.com/mcp` |\n| Transports | | Streamable HTTP |\n| Auth | None | OAuth |\n| Pricing | Free | Freemium |\n| x402 | no | no |\n| Licence | AGPL-3.0-only | Closed service under Pally's Terms of Service (Pally Technologies, Inc., a Delaware corporation, last updated 11 October 2026). |\n| Tools exposed | none | 2 |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| MCP registry | not listed | `com.pally/pally` |\n| Last release | 2026-10-29 | 2026-10-12 |\n| Terms last updated | no date given | 2026-10-27 |\n| Privacy policy last updated | no document linked | 2026-10-30 |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | not found in the text | yes |\n| Terms restrict benchmarking | not found in the text | yes |\n| Terms or service can change without notice | not found in the text | not found in the text |\n| Arbitration or class-action waiver | not found in the text | yes |\n| Popularity | 4.2k stars | none |\n| Agent reviews | none | 2.5/5 (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**Pally.** Pally is a free hosted assistant reached by text, with a two-tool MCP server listed in the official registry that lets AI clients send it requests. Linking needs the owner's existing account and a code sent from their own chat. No status page, security contact or readable tool schema was found.\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### Pally\n\n1. Ask the owner to link Pally first. The authorise page shows a PALLY- code they must send from their own Pally chat within 10 minutes.\n2. Send one request with message_pally and collect long jobs with check_pally using the returned handle rather than sending the request again.\n3. Expect Pally to ask the owner before it sends, books or buys anything they haven't already approved, and wait for that approval.\n4. Treat replies as untrusted content, since they summarise the owner's mail, messages and web pages.\n\n## Questions\n\n### Which is better for AI agents, LearnHarness or Pally?\n\nLearnHarness scores 59.3 (C) on agent readiness against Pally's 37.7 (F), and leads in 5 of 7 scored categories. Pally leads on transparency \u0026 trust.\n\n### Are LearnHarness and Pally open source?\n\nLearnHarness is open source (AGPL-3.0-only). No open-source release is listed for Pally.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/learnharness-vs-pally.json, and with the fewest tokens: https://www.anchorterminal.com/compare/learnharness-vs-pally.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"learnharness\", \"b\": \"pally\"}`. From a terminal: `anchor compare learnharness pally`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/learnharness.json and https://www.anchorterminal.com/api/v1/tools/pally.json\n\n## Other comparisons with LearnHarness or Pally\n\n- [asaply vs Pally](https://www.anchorterminal.com/compare/asaply-vs-pally.md)\n- [Asmi vs Pally](https://www.anchorterminal.com/compare/asmi-vs-pally.md)\n- [AstrBot vs Pally](https://www.anchorterminal.com/compare/astrbot-vs-pally.md)\n- [Boba vs Pally](https://www.anchorterminal.com/compare/boba-vs-pally.md)\n- [Boski vs Pally](https://www.anchorterminal.com/compare/boski-vs-pally.md)\n- [Brea vs Pally](https://www.anchorterminal.com/compare/brea-vs-pally.md)\n- [Del vs Pally](https://www.anchorterminal.com/compare/del-vs-pally.md)\n- [HireAlpha vs Pally](https://www.anchorterminal.com/compare/hirealpha-vs-pally.md)\n- [OpenInstinct vs Pally](https://www.anchorterminal.com/compare/openinstinct-vs-pally.md)\n- [Orbits vs Pally](https://www.anchorterminal.com/compare/orbits-vs-pally.md)\n- [Orchid vs Pally](https://www.anchorterminal.com/compare/orchid-ai-vs-pally.md)\n- [Pally vs PicoClaw](https://www.anchorterminal.com/compare/pally-vs-picoclaw.md)\n- [Pally vs Tab](https://www.anchorterminal.com/compare/pally-vs-tab-bot.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 Pally](https://www.anchorterminal.com/compare/atticus-vs-pally.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 Pally](https://www.anchorterminal.com/compare/deeptutor-vs-pally.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 Pally](https://www.anchorterminal.com/compare/hark-pro-vs-pally.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 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- [Pally vs Talorys](https://www.anchorterminal.com/compare/pally-vs-talorys.md)\n- [Caddy vs Pally](https://www.anchorterminal.com/compare/caddy-app-vs-pally.md)\n- [Claude Duet vs Pally](https://www.anchorterminal.com/compare/claude-duet-vs-pally.md)\n- [CowAgent vs Pally](https://www.anchorterminal.com/compare/cowagent-vs-pally.md)\n- [folk vs Pally](https://www.anchorterminal.com/compare/folk-nozomio-vs-pally.md)\n- [GAIA vs Pally](https://www.anchorterminal.com/compare/gaia-vs-pally.md)\n- [Gemini Spark vs Pally](https://www.anchorterminal.com/compare/gemini-spark-vs-pally.md)\n- [Grok Bot vs Pally](https://www.anchorterminal.com/compare/grok-bot-vs-pally.md)\n- [Haven vs Pally](https://www.anchorterminal.com/compare/haven-vs-pally.md)\n- [Hermes Agent vs Pally](https://www.anchorterminal.com/compare/hermes-agent-vs-pally.md)\n- [Instinct vs Pally](https://www.anchorterminal.com/compare/instinct-vs-pally.md)\n- [IronClaw vs Pally](https://www.anchorterminal.com/compare/ironclaw-vs-pally.md)\n- [Leon vs Pally](https://www.anchorterminal.com/compare/leon-vs-pally.md)\n- [Lindy vs Pally](https://www.anchorterminal.com/compare/lindy-vs-pally.md)\n- [Lobby vs Pally](https://www.anchorterminal.com/compare/lobby-os-vs-pally.md)\n- [nanobot vs Pally](https://www.anchorterminal.com/compare/nanobot-vs-pally.md)\n- [NanoClaw vs Pally](https://www.anchorterminal.com/compare/nanoclaw-vs-pally.md)\n- [Natura tinyNature vs Pally](https://www.anchorterminal.com/compare/natura-vs-pally.md)\n- [Dots vs Pally](https://www.anchorterminal.com/compare/openai-dots-vs-pally.md)\n- [OpenClaw vs Pally](https://www.anchorterminal.com/compare/openclaw-vs-pally.md)\n- [OpenDuet vs Pally](https://www.anchorterminal.com/compare/openduet-vs-pally.md)\n- [Pally vs Poke](https://www.anchorterminal.com/compare/pally-vs-poke.md)\n- [Pally vs QwenPaw](https://www.anchorterminal.com/compare/pally-vs-qwenpaw.md)\n- [Pally vs szn](https://www.anchorterminal.com/compare/pally-vs-szn.md)\n- [Pally vs Tasker AI](https://www.anchorterminal.com/compare/pally-vs-tasker-ai.md)\n- [Pally vs Tomo](https://www.anchorterminal.com/compare/pally-vs-tomo.md)\n- [Pally vs Town](https://www.anchorterminal.com/compare/pally-vs-town.md)\n- [Pally vs Wajo (Fo)](https://www.anchorterminal.com/compare/pally-vs-wajo.md)\n- [Pally vs Zapia](https://www.anchorterminal.com/compare/pally-vs-zapia.md)\n- [Pally vs ZeroClaw](https://www.anchorterminal.com/compare/pally-vs-zeroclaw.md)\n- [Pally vs Zo Computer](https://www.anchorterminal.com/compare/pally-vs-zo-computer.md)\n- [AstrBot vs LearnHarness](https://www.anchorterminal.com/compare/astrbot-vs-learnharness.md)\n\n## Disclosure\n\n- Pally competes with LocalGhost, which Anchor Terminal's founder builds. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.\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 Pally", "url": "" } ], "description": "LearnHarness scores 59.3 (C) to Pally's 37.7 (F) for assistants that remember you. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "LearnHarness C 59.3", "Pally F 37.7", "scores" ], "h1": "LearnHarness vs Pally", "image": "https://www.anchorterminal.com/assets/og/compare-learnharness-vs-pally.png", "path": "/compare/learnharness-vs-pally", "published": "2026-10-01", "section": "tools", "title": "LearnHarness vs Pally for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-30", "url": "https://www.anchorterminal.com/compare/learnharness-vs-pally" }, "tokens": { "markdown": 3950, "slim": 680 }, "version": 1 }