{ "data": { "a": { "slug": "astrbot", "name": "AstrBot", "vendor": "AstrBotDevs", "vendorUrl": "https://astrbot.app", "kind": "harness", "category": "personal-assistants", "summary": "AstrBot is an open-source chatbot and agent program that the owner runs and connects to messaging platforms such as QQ, Telegram, Slack, Discord, Lark and WeCom, with scheduled tasks, MCP tools, plugins and a web admin panel.", "url": "https://www.anchorterminal.com/tools/astrbot", "markdownUrl": "https://www.anchorterminal.com/tools/astrbot.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/astrbot.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/astrbot.json", "repo": "https://github.com/AstrBotDevs/AstrBot", "license": "AGPL-3.0-or-later", "transports": [], "packages": [ { "registry": "pypi", "name": "astrbot" }, { "registry": "oci", "name": "soulter/astrbot" } ], "auth": "mixed", "authNotes": "No account with the project. The web panel signs in with the user `astrbot` and a random initial password printed in the startup log, with optional TOTP and a login rate limit (https://github.com/AstrBotDevs/AstrBot/blob/master/docs/en/use/webui.md). Outside programs use `abk_` API keys created in Settings, OpenAPI, sent as `Authorization: Bearer` or `X-API-Key`, limited by 11 scopes and two sensitive sub-scopes and stored as PBKDF2 hashes (https://github.com/AstrBotDevs/AstrBot/blob/master/docs/en/dev/openapi.md). Messaging platform tokens and model provider keys are entered in the panel and kept in `data/cmd_config.json`.", "pricing": "free", "pricingNotes": "Free under AGPL-3.0 with nothing to buy. The EULA says the team sells no service and that a request for payment is a likely scam (https://github.com/AstrBotDevs/AstrBot/blob/master/EULA.md). The owner pays the model provider and any search or sandbox service, or nothing with a local model. The README links a paid third-party cloud host and several model resellers through referral links (checked 2026-10-12).", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs, the OpenAPI file or the source (checked 2026-10-12).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 41800, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-12" }, "docsUrl": "https://docs.astrbot.app", "openapi": "https://github.com/AstrBotDevs/AstrBot/blob/master/docs/public/openapi.json", "capabilities": [ "assistant.proactive", "assistant.messaging", "assistant.self-hosted", "agent.mcp-client" ], "tags": [ "open-source", "self-hosted", "free", "no-card", "python", "docker", "openapi", "agpl", "telemetry-default-on" ], "lastRelease": "2026-09-27", "graded": true, "anchor": { "graded": true, "score": 59, "grade": "C", "agentReady": false, "rank": 660, "ranked": true, "rankOf": 1239, "categoryRank": 10, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 54, "maintenance": 81, "payments": 60, "reliability": 81, "schema": 62, "security": 44, "transparency": 42 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": -2, "negativeNotes": [ "2025-11-14. GHSA-4m32-cjv7-f425 (CVE-2025-55449, critical, 9.8), a hard-coded JWT signing key that let an unauthenticated attacker install a plugin and run commands on any reachable instance at 3.5.17 or earlier. Patched in 3.5.18 on 21 June 2025 and published five months later, inside the last 12 months. Fixed and documented, so the deduction decays to -2. https://github.com/AstrBotDevs/AstrBot/security/advisories/GHSA-4m32-cjv7-f425" ], "verdict": "Fourteen official messaging adapters, scheduled tasks and scoped API keys come in one AGPL-3.0 program with releases most weeks. No tool call asks for approval, no mail, calendar or long-term memory connector is built in, and usage statistics, including the machine's hostname, are sent by default.", "bestFor": "Someone who wants one self-run bot answering on QQ, Telegram, Slack, Discord, Lark or WeCom, in private or group chats, with scheduled tasks, a knowledge base and plugins.", "strengths": [ "Official adapters for 14 messaging platforms in the README table, among them QQ, Telegram, Slack, Discord, LINE, Lark, DingTalk and WeCom", "Agent shell, Python and file tools are off by default (`computer_use_runtime` is `none`) and limited to administrators when turned on", "HTTP API under `/api/v1` with a published OpenAPI file of 170 paths and API keys limited by 11 scopes, stored as PBKDF2 hashes", "About 15 tagged releases in the 90 days to 12 October 2026, each with a dated changelog file in English and Chinese", "Unit tests run on Linux, macOS and Windows, and the last master runs we saw on 12 October 2026 passed" ], "weaknesses": [ "No approval step before any tool call. The agent sends messages, creates scheduled tasks and calls MCP tools without asking", "No built-in mail, calendar or file-account connector and no long-term memory of the owner. Both depend on third-party plugins or MCP servers", "Usage statistics are on by default and include the hostname and an installation ID, while the EULA says nothing personally identifiable is collected", "The web panel listens on 0.0.0.0 by default, and the repository has no SECURITY.md or security.txt", "No prompt-injection guidance found, although group messages, web pages and MCP results all reach the model" ], "agentNotes": [ "Set `ASTRBOT_DISABLE_METRICS=1` before the first start. Statistics, including the hostname, are sent to tickstats.soulter.top by default", "Set `dashboard.host` to 127.0.0.1 in `data/cmd_config.json`, or the `DASHBOARD_HOST` variable, unless remote access is intended. The default is 0.0.0.0", "Create an `abk_` key in Settings, OpenAPI with only the scopes needed, and send it as `Authorization: Bearer` or `X-API-Key`", "Include `username` in every `POST /api/v1/chat` body. Without the `chat:admin` scope an administrator ID is rejected", "Check Extensions, Future Tasks after asking for a schedule. One-off tasks are deleted after their run even when the run fails" ], "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 } ], "editorialScores": { "ergonomics": 54, "maintenance": 81, "payments": 60, "reliability": 81, "schema": 62, "security": 44, "transparency": 56 }, "provenanceScore": 28, "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": "uv tool install astrbot --python 3.12 \u0026\u0026 astrbot init \u0026\u0026 astrbot run", "http": "curl -N 'http://localhost:6185/api/v1/chat' -H 'Authorization: Bearer abk_xxx' -H 'Content-Type: application/json' -d '{\"message\":\"Hello\",\"username\":\"alice\"}'" }, "letme": { "capability": "https://letme.dev/assistant.proactive", "tool": "https://letme.dev/astrbot" }, "area": "frameworks", "provenance": { "legalEntity": "", "domain": "astrbot.app", "domainRegistered": "", "endpointOnVendorDomain": null, "terms": "https://github.com/AstrBotDevs/AstrBot/blob/master/EULA.md", "privacy": "", "statusPage": "", "changelog": "https://github.com/AstrBotDevs/AstrBot/releases", "securityTxt": "none", "checked": "2026-10-12", "notes": [ "No legal entity was found. The docs call AstrBot a non-profit project under the AstrBotDevs organisation, and the EULA speaks for the AstrBot Team.", "The EULA in the repository (last updated 12 January 2026) is the only terms document found. Its section 8 is the only privacy statement, so no privacy link is given.", "astrbot.app answers every path, robots.txt and `/.well-known/security.txt` included, with the same script-drawn page, so the site has no robots rules and no security.txt. docs.astrbot.app answers 404 for security.txt and llms.txt.", "GitHub says the project has not set up a SECURITY.md. A Report a vulnerability button is shown and two advisories are published.", "Usage statistics go to tickstats.soulter.top, a host outside the project's domain.", "The domain's registration date was not looked up." ], "score": 28 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/astrbot.json", "live": { "slug": "astrbot", "versions": [ { "registry": "github", "name": "AstrBotDevs/AstrBot", "version": "v4.29.3", "released": "2026-10-24", "seenAt": "2026-10-30T13:58:16.693210534Z" }, { "registry": "pypi", "name": "astrbot", "version": "4.29.3", "released": "2026-10-24", "seenAt": "2026-10-30T13:58:16.498958497Z" } ], "githubStars": 45009, "pypiWeekly": 34217, "securityTxt": { "url": "https://astrbot.app/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-30T15:39:36.0343481Z" }, "domain": { "domain": "astrbot.app", "registered": "2025-01-20", "source": "https://pubapi.registry.google/rdap/domain/astrbot.app", "checkedAt": "2026-10-25T13:57:11.868055185Z" }, "pages": [ { "url": "https://raw.githubusercontent.com/AstrBotDevs/AstrBot/master/EULA.md", "kind": "terms", "status": 304, "checkedAt": "2026-10-30T05:46:59.566021339Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "7ae5843e8a0a" } ], "github": { "repo": "astrbotdevs/astrbot", "checkedAt": "2026-10-26T07:11:22.282016337Z", "stars": 43565, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-25T11:51:08Z", "openIssues": 699, "openPRs": 336, "issuesOpened90d": 460, "issuesClosed90d": 767, "prsMerged90d": 404, "ci": { "branch": "master", "runs": 50, "success": 50, "failure": 0, "other": 0, "latest": "success", "latestAt": "2026-10-25T11:52:45Z" }, "advisories": [ { "ghsa": "GHSA-4m32-cjv7-f425", "cve": "CVE-2025-55449", "severity": "critical", "published": "2025-11-14T04:38:53Z" }, { "ghsa": "GHSA-cq37-g2qp-3c2p", "cve": "CVE-2025-48957", "severity": "high", "published": "2025-06-01T00:59:44Z" } ], "replies": { "sampled": 20, "unanswered": 9, "medianDays": 0.8 } }, "updatedAt": "2026-10-30T15:39:36.0343481Z" } }, "answer": "LearnHarness and AstrBot score within a point of each other on agent readiness, 59.3 (C) and 59 (C). AstrBot leads on reliability and maintenance \u0026 community.", "b": { "slug": "learnharness", "name": "LearnHarness", "vendor": "Amos Blomqvist", "vendorUrl": "https://learnharness.ai", "kind": "harness", "category": "personal-assistants", "summary": "LearnHarness is an open-source desktop app for macOS, Windows and Linux that tests what a learner already understands, plans a route to a goal, teaches step by step and keeps a local knowledge graph, using the learner's own model keys.", "url": "https://www.anchorterminal.com/tools/learnharness", "markdownUrl": "https://www.anchorterminal.com/tools/learnharness.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/learnharness.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/learnharness.json", "repo": "https://github.com/amosblomqvist/learnharness", "license": "AGPL-3.0-only", "transports": [], "packages": [], "auth": "none", "authNotes": "No LearnHarness account. The learner adds keys for model providers (OpenAI, Anthropic, Google, DeepSeek, OpenRouter and others), or one OpenAI-compatible endpoint, or signs in with ChatGPT, GitHub Copilot or Grok, or connects an installed Claude Code CLI. Deepgram (dictation) and Tavily or Brave (web search) take separate keys.", "pricing": "free", "pricingNotes": "Free under AGPL-3.0 with nothing to buy. Model usage is billed by the provider the learner configures, or counts against a ChatGPT, Copilot or Grok plan, and the app shows a live cost meter. The README says any future charge would be for convenience such as managed keys or hosting.", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the README, the website, the skill or the source files read (checked 2026-10-30).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 4204, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-30" }, "docsUrl": "https://github.com/amosblomqvist/learnharness/blob/main/docs/development.md", "capabilities": [ "assistant.memory", "assistant.self-hosted", "memory.graph", "memory.read", "web.search" ], "tags": [ "open-source", "local", "free", "no-card", "agpl", "desktop-app", "macos", "windows", "linux", "agent-skill", "typescript", "new" ], "lastRelease": "2026-10-29", "graded": true, "anchor": { "graded": true, "score": 59.3, "grade": "C", "agentReady": false, "rank": 648, "ranked": true, "rankOf": 1239, "categoryRank": 9, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 60, "maintenance": 71, "payments": 60, "reliability": 56, "schema": 63, "security": 52, "transparency": 60 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-30" }, "negative": 0, "verdict": "The in-app agent reads files but cannot change them or run commands, and a bundled skill gives other agents a documented read-only view of sessions and the knowledge graph. The project is 14 days old at 0.4.0, its file reads reach the whole home directory without approval, and it has no security policy.", "bestFor": "A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.", "strengths": [ "AGPL-3.0 source, with installers for macOS (signed and notarised), Windows and Linux on GitHub Releases", "A bundled agent skill with Python readers that print sessions and graph data as text or JSON and write nothing", "The in-app agent has no shell, write or send tool, and Claude Code runs with its built-in tools switched off", "The desktop server binds 127.0.0.1 and requires a per-launch 64-character secret header", "Nine releases from 17 to 29 October 2026, with CI running typecheck, tests, lint and three-OS builds on main" ], "weaknesses": [ "The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider", "Provider keys and ChatGPT sign-in credentials are stored as plaintext JSON at mode 0600, not in the OS keychain", "No SECURITY.md, security.txt, privacy policy or terms. learnharness.ai answers 404 for each", "0.x software created on 16 October 2026, with 265 open issues and pull requests and none of the 39 newest pull requests merged", "No outside agent can start or drive a lesson. The local HTTP API is for the app's own window" ], "agentNotes": [ "Use the bundled skill (`skills/learnharness/SKILL.md`) to read a learner's record. It needs Python 3.10 or later and writes nothing", "Pass `--format json` before the subcommand, for example `python3 -B scripts/graph.py --format json propositions`", "Treat stored answer keys and teacher prose as model-authored. A proposition in the graph is not evidence the learner understood it", "Do not read `auth.json`, which sits one folder above the data folder and holds provider keys in plain text", "Close the app or re-read when a stable snapshot matters. The readers do not lock files while the app writes" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 59.3 } ], "editorialScores": { "ergonomics": 60, "maintenance": 71, "payments": 60, "reliability": 56, "schema": 63, "security": 52, "transparency": 64 }, "provenanceScore": 56, "checked": { "categories": { "ergonomics": "2026-10-30", "maintenance": "2026-10-30", "payments": "2026-10-30", "reliability": "2026-10-30", "schema": "2026-10-30", "security": "2026-10-30", "transparency": "2026-10-30" }, "last": "2026-10-30", "oldest": "2026-10-30", "stale": false, "staleAfterDays": 90 } }, "letme": { "capability": "https://letme.dev/assistant.memory", "tool": "https://letme.dev/learnharness" }, "area": "frameworks", "provenance": { "legalEntity": "No legal entity found. Copyright Amos Blomqvist", "domain": "learnharness.ai", "domainRegistered": "2026-10-09", "endpointOnVendorDomain": null, "terms": "https://raw.githubusercontent.com/amosblomqvist/learnharness/main/LICENSE", "privacy": "", "statusPage": "", "changelog": "https://github.com/amosblomqvist/learnharness/releases", "securityTxt": "none", "checked": "2026-10-30", "notes": [ "The footer of learnharness.ai reads © 2026 Amos Blomqvist, and `package.json` names Amos Blomqvist as author. No company is named.", "learnharness.ai/privacy, /terms, /llms.txt and /.well-known/security.txt return 404, and the repository has no SECURITY.md, so the AGPL-3.0 licence stands in for terms.", "RDAP (Identity Digital) gives learnharness.ai a registration date of 2026-10-09.", "The app runs on the learner's machine. Its only vendor-side service seen is the website, which a release workflow updates. Updates come from GitHub Releases.", "There is no CHANGELOG file. Each GitHub release carries its notes." ], "score": 56 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/learnharness.json" }, "facts": [ { "a": "Agent harness", "b": "Agent harness", "name": "Kind" }, { "a": "AstrBotDevs", "b": "Amos Blomqvist", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "OAuth or key", "b": "None", "name": "Auth" }, { "a": "Free", "b": "Free", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "AGPL-3.0-or-later", "b": "AGPL-3.0-only", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "no", "name": "llms.txt" }, { "a": "2026-09-27", "b": "2026-10-29", "name": "Last release" }, { "a": "2026-01-12", "b": "no date given", "name": "Terms last updated" }, { "a": "no document linked", "b": "no document linked", "name": "Privacy policy last updated" }, { "a": "not found in the text", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "not found in the text", "b": "not found in the text", "name": "Terms restrict automated access" }, { "a": "not found in the text", "b": "not found in the text", "name": "Terms restrict benchmarking" }, { "a": "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": "not found in the text", "name": "Arbitration or class-action waiver" }, { "a": "42k stars", "b": "4.2k stars", "name": "Popularity" } ], "faq": [ { "answer": "LearnHarness and AstrBot score within a point of each other on agent readiness, 59.3 (C) and 59 (C). AstrBot leads on reliability and maintenance \u0026 community.", "question": "Which is better for AI agents, AstrBot or LearnHarness?" }, { "answer": "Yes. AstrBot is open source (AGPL-3.0-or-later). LearnHarness is open source (AGPL-3.0-only).", "question": "Are AstrBot and LearnHarness open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 81 against 56", "Maintenance \u0026 community, 81 against 71" ], "also": null, "goodFor": "Someone who wants one self-run bot answering on QQ, Telegram, Slack, Discord, Lark or WeCom, in private or group chats, with scheduled tasks, a knowledge base and plugins.", "slug": "astrbot", "watchFor": "No approval step before any tool call. The agent sends messages, creates scheduled tasks and calls MCP tools without asking" }, { "aheadOn": [ "Agent ergonomics, 60 against 54", "Security \u0026 auth, 52 against 44", "Transparency \u0026 trust, 60 against 42" ], "also": [ "No key needed to call it" ], "goodFor": "A tutor for one learner that keeps a local record of sessions and a graph of propositions and reasoning chains.", "slug": "learnharness", "watchFor": "The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider" } ], "job": { "capability": "assistant.self-hosted", "name": "Self-hosted personal assistants" }, "others": [ { "json": "https://www.anchorterminal.com/compare/asaply-vs-astrbot.json", "title": "asaply vs AstrBot", "url": "https://www.anchorterminal.com/compare/asaply-vs-astrbot" }, { "json": "https://www.anchorterminal.com/compare/asmi-vs-astrbot.json", "title": "Asmi vs AstrBot", "url": "https://www.anchorterminal.com/compare/asmi-vs-astrbot" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-boba.json", "title": "AstrBot vs Boba", "url": "https://www.anchorterminal.com/compare/astrbot-vs-boba" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-brea.json", "title": "AstrBot vs Brea", "url": "https://www.anchorterminal.com/compare/astrbot-vs-brea" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-deeptutor.json", "title": "AstrBot vs DeepTutor", "url": "https://www.anchorterminal.com/compare/astrbot-vs-deeptutor" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-del.json", "title": "AstrBot vs Del", "url": "https://www.anchorterminal.com/compare/astrbot-vs-del" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-hirealpha.json", "title": "AstrBot vs HireAlpha", "url": "https://www.anchorterminal.com/compare/astrbot-vs-hirealpha" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-natura.json", "title": "AstrBot vs Natura tinyNature", "url": "https://www.anchorterminal.com/compare/astrbot-vs-natura" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-openinstinct.json", "title": "AstrBot vs OpenInstinct", "url": "https://www.anchorterminal.com/compare/astrbot-vs-openinstinct" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-orbits.json", "title": "AstrBot vs Orbits", "url": "https://www.anchorterminal.com/compare/astrbot-vs-orbits" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-orchid-ai.json", "title": "AstrBot vs Orchid", "url": "https://www.anchorterminal.com/compare/astrbot-vs-orchid-ai" }, { "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/astrbot-vs-szn.json", "title": "AstrBot vs szn", "url": "https://www.anchorterminal.com/compare/astrbot-vs-szn" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-tab-bot.json", "title": "AstrBot vs Tab", "url": "https://www.anchorterminal.com/compare/astrbot-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-tomo.json", "title": "AstrBot vs Tomo", "url": "https://www.anchorterminal.com/compare/astrbot-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-zapia.json", "title": "AstrBot vs Zapia", "url": "https://www.anchorterminal.com/compare/astrbot-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-boski.json", "title": "AstrBot vs Boski", "url": "https://www.anchorterminal.com/compare/astrbot-vs-boski" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-caddy-app.json", "title": "AstrBot vs Caddy", "url": "https://www.anchorterminal.com/compare/astrbot-vs-caddy-app" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-claude-duet.json", "title": "AstrBot vs Claude Duet", "url": "https://www.anchorterminal.com/compare/astrbot-vs-claude-duet" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-cowagent.json", "title": "AstrBot vs CowAgent", "url": "https://www.anchorterminal.com/compare/astrbot-vs-cowagent" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-folk-nozomio.json", "title": "AstrBot vs folk", "url": "https://www.anchorterminal.com/compare/astrbot-vs-folk-nozomio" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-gaia.json", "title": "AstrBot vs GAIA", "url": "https://www.anchorterminal.com/compare/astrbot-vs-gaia" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-gemini-spark.json", "title": "AstrBot vs Gemini Spark", "url": "https://www.anchorterminal.com/compare/astrbot-vs-gemini-spark" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-grok-bot.json", "title": "AstrBot vs Grok Bot", "url": "https://www.anchorterminal.com/compare/astrbot-vs-grok-bot" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-haven.json", "title": "AstrBot vs Haven", "url": "https://www.anchorterminal.com/compare/astrbot-vs-haven" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-hermes-agent.json", "title": "AstrBot vs Hermes Agent", "url": "https://www.anchorterminal.com/compare/astrbot-vs-hermes-agent" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-instinct.json", "title": "AstrBot vs Instinct", "url": "https://www.anchorterminal.com/compare/astrbot-vs-instinct" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-ironclaw.json", "title": "AstrBot vs IronClaw", "url": "https://www.anchorterminal.com/compare/astrbot-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-leon.json", "title": "AstrBot vs Leon", "url": "https://www.anchorterminal.com/compare/astrbot-vs-leon" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-lindy.json", "title": "AstrBot vs Lindy", "url": "https://www.anchorterminal.com/compare/astrbot-vs-lindy" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-lobby-os.json", "title": "AstrBot vs Lobby", "url": "https://www.anchorterminal.com/compare/astrbot-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-nanobot.json", "title": "AstrBot vs nanobot", "url": "https://www.anchorterminal.com/compare/astrbot-vs-nanobot" }, { "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/astrbot-vs-openai-dots.json", "title": "AstrBot vs Dots", "url": "https://www.anchorterminal.com/compare/astrbot-vs-openai-dots" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-openclaw.json", "title": "AstrBot vs OpenClaw", "url": "https://www.anchorterminal.com/compare/astrbot-vs-openclaw" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-openduet.json", "title": "AstrBot vs OpenDuet", "url": "https://www.anchorterminal.com/compare/astrbot-vs-openduet" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-picoclaw.json", "title": "AstrBot vs PicoClaw", "url": "https://www.anchorterminal.com/compare/astrbot-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-poke.json", "title": "AstrBot vs Poke", "url": "https://www.anchorterminal.com/compare/astrbot-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-qwenpaw.json", "title": "AstrBot vs QwenPaw", "url": "https://www.anchorterminal.com/compare/astrbot-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-tasker-ai.json", "title": "AstrBot vs Tasker AI", "url": "https://www.anchorterminal.com/compare/astrbot-vs-tasker-ai" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-town.json", "title": "AstrBot vs Town", "url": "https://www.anchorterminal.com/compare/astrbot-vs-town" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-zeroclaw.json", "title": "AstrBot vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/astrbot-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-zo-computer.json", "title": "AstrBot vs Zo Computer", "url": "https://www.anchorterminal.com/compare/astrbot-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/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/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/haven-vs-learnharness.json", "title": "Haven vs LearnHarness", "url": "https://www.anchorterminal.com/compare/haven-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-learnharness.json", "title": "Hermes Agent vs LearnHarness", "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/hirealpha-vs-learnharness.json", "title": "HireAlpha vs LearnHarness", "url": "https://www.anchorterminal.com/compare/hirealpha-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/instinct-vs-learnharness.json", "title": "Instinct vs LearnHarness", "url": "https://www.anchorterminal.com/compare/instinct-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.json", "title": "IronClaw vs LearnHarness", "url": "https://www.anchorterminal.com/compare/ironclaw-vs-learnharness" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-leon.json", "title": "LearnHarness vs Leon", "url": "https://www.anchorterminal.com/compare/learnharness-vs-leon" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-lindy.json", "title": "LearnHarness vs Lindy", "url": "https://www.anchorterminal.com/compare/learnharness-vs-lindy" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.json", "title": "LearnHarness vs Lobby", "url": "https://www.anchorterminal.com/compare/learnharness-vs-lobby-os" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-nanobot.json", "title": "LearnHarness vs nanobot", "url": "https://www.anchorterminal.com/compare/learnharness-vs-nanobot" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.json", "title": "LearnHarness vs NanoClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-natura.json", "title": "LearnHarness vs Natura tinyNature", "url": "https://www.anchorterminal.com/compare/learnharness-vs-natura" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openai-dots.json", "title": "LearnHarness vs Dots", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openai-dots" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openclaw.json", "title": "LearnHarness vs OpenClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openduet.json", "title": "LearnHarness vs OpenDuet", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openduet" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-openinstinct.json", "title": "LearnHarness vs OpenInstinct", "url": "https://www.anchorterminal.com/compare/learnharness-vs-openinstinct" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-orbits.json", "title": "LearnHarness vs Orbits", "url": "https://www.anchorterminal.com/compare/learnharness-vs-orbits" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai.json", "title": "LearnHarness vs Orchid", "url": "https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-pally.json", "title": "LearnHarness vs Pally", "url": "https://www.anchorterminal.com/compare/learnharness-vs-pally" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-picoclaw.json", "title": "LearnHarness vs PicoClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-poke.json", "title": "LearnHarness vs Poke", "url": "https://www.anchorterminal.com/compare/learnharness-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw.json", "title": "LearnHarness vs QwenPaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-szn.json", "title": "LearnHarness vs szn", "url": "https://www.anchorterminal.com/compare/learnharness-vs-szn" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.json", "title": "LearnHarness vs Tab", "url": "https://www.anchorterminal.com/compare/learnharness-vs-tab-bot" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-talorys.json", "title": "LearnHarness vs Talorys", "url": "https://www.anchorterminal.com/compare/learnharness-vs-talorys" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-tasker-ai.json", "title": "LearnHarness vs Tasker AI", "url": "https://www.anchorterminal.com/compare/learnharness-vs-tasker-ai" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-tomo.json", "title": "LearnHarness vs Tomo", "url": "https://www.anchorterminal.com/compare/learnharness-vs-tomo" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-town.json", "title": "LearnHarness vs Town", "url": "https://www.anchorterminal.com/compare/learnharness-vs-town" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-wajo.json", "title": "LearnHarness vs Wajo (Fo)", "url": "https://www.anchorterminal.com/compare/learnharness-vs-wajo" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-zapia.json", "title": "LearnHarness vs Zapia", "url": "https://www.anchorterminal.com/compare/learnharness-vs-zapia" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw.json", "title": "LearnHarness vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/learnharness-vs-zo-computer.json", "title": "LearnHarness vs Zo Computer", "url": "https://www.anchorterminal.com/compare/learnharness-vs-zo-computer" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-atticus.json", "title": "AstrBot vs Atticus", "url": "https://www.anchorterminal.com/compare/astrbot-vs-atticus" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-talorys.json", "title": "AstrBot vs Talorys", "url": "https://www.anchorterminal.com/compare/astrbot-vs-talorys" } ], "scores": [ { "astrbot": 81, "by": 25, "edge": "astrbot", "key": "reliability", "learnharness": 56, "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "astrbot": 62, "by": 1, "edge": "learnharness", "key": "schema", "learnharness": 63, "name": "Schema \u0026 documentation", "weight": 13 }, { "astrbot": 54, "by": 6, "edge": "learnharness", "key": "ergonomics", "learnharness": 60, "name": "Agent ergonomics", "weight": 13 }, { "astrbot": 44, "by": 8, "edge": "learnharness", "key": "security", "learnharness": 52, "name": "Security \u0026 auth", "weight": 14 }, { "astrbot": 60, "by": 0, "edge": "", "key": "payments", "learnharness": 60, "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "astrbot": 81, "by": 10, "edge": "astrbot", "key": "maintenance", "learnharness": 71, "name": "Maintenance \u0026 community", "weight": 7 }, { "astrbot": 42, "by": 18, "edge": "learnharness", "key": "transparency", "learnharness": 60, "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "LearnHarness and AstrBot score within a point of each other on agent readiness, 59.3 (C) and 59 (C). AstrBot leads on reliability and maintenance \u0026 community. Both do self-hosted personal assistants.", "tutorials": [], "verdicts": { "astrbot": "Fourteen official messaging adapters, scheduled tasks and scoped API keys come in one AGPL-3.0 program with releases most weeks. No tool call asks for approval, no mail, calendar or long-term memory connector is built in, and usage statistics, including the machine's hostname, are sent by default.", "learnharness": "The in-app agent reads files but cannot change them or run commands, and a bundled skill gives other agents a documented read-only view of sessions and the knowledge graph. The project is 14 days old at 0.4.0, its file reads reach the whole home directory without approval, and it has no security policy." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/astrbot-vs-learnharness", "json": "https://www.anchorterminal.com/compare/astrbot-vs-learnharness.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/astrbot-vs-learnharness.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/astrbot-vs-learnharness.min.md" }, "markdown": "LearnHarness and AstrBot score within a point of each other on agent readiness, 59.3 (C) and 59 (C). AstrBot leads on reliability and maintenance \u0026 community. Both do self-hosted personal assistants.\n\n- AstrBot: grade C, 59/100, rank #660 of 1239. Markdown https://www.anchorterminal.com/tools/astrbot.md · JSON https://www.anchorterminal.com/api/v1/tools/astrbot.json\n- LearnHarness: grade C, 59.3/100, rank #648 of 1239. Markdown https://www.anchorterminal.com/tools/learnharness.md · JSON https://www.anchorterminal.com/api/v1/tools/learnharness.json\n- Best AI personal assistants that act for one person: https://www.anchorterminal.com/best/personal-assistants/index.md\n- All 1196 assistants comparisons: https://www.anchorterminal.com/compare/personal-assistants/index.md\n\n## Which one, for what\n\n### AstrBot (C)\n\nGood for: Someone who wants one self-run bot answering on QQ, Telegram, Slack, Discord, Lark or WeCom, in private or group chats, with scheduled tasks, a knowledge base and plugins.\n\nAhead on:\n- Reliability, 81 against 56\n- Maintenance \u0026 community, 81 against 71\n\nWatch for: No approval step before any tool call. The agent sends messages, creates scheduled tasks and calls MCP tools without asking\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- Agent ergonomics, 60 against 54\n- Security \u0026 auth, 52 against 44\n- Transparency \u0026 trust, 60 against 42\n\nAlso in its favour:\n- No key needed to call it\n\nWatch for: The read, ls, find and grep tools resolve against the home directory with no allow list, and their output goes to the model provider\n\n\n## Score by category\n\n| Category | Weight | AstrBot | LearnHarness | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 81 | 56 | AstrBot +25 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 62 | 63 | LearnHarness +1 |\n| Agent ergonomics | 13% (16.2 this run) | 54 | 60 | LearnHarness +6 |\n| Security \u0026 auth | 14% (17.5 this run) | 44 | 52 | LearnHarness +8 |\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) | 81 | 71 | AstrBot +10 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 42 | 60 | LearnHarness +18 |\n| Negative events | ≤15 | -2 | 0 | |\n| **Total** | | **59 · C** | **59.3 · C** | |\n\n## Facts side by side\n\n| Fact | AstrBot | LearnHarness |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | AstrBotDevs | Amos Blomqvist |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | OAuth or key | None |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | AGPL-3.0-or-later | AGPL-3.0-only |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| Last release | 2026-09-27 | 2026-10-29 |\n| Terms last updated | 2026-01-12 | no date given |\n| Privacy policy last updated | no document linked | no document linked |\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 | not found in the text |\n| Terms restrict benchmarking | not found in the text | not found in the text |\n| Terms or service can change without notice | not found in the text | not found in the text |\n| Arbitration or class-action waiver | not found in the text | not found in the text |\n| Popularity | 42k stars | 4.2k stars |\n\n## Verdicts\n\n**AstrBot.** Fourteen official messaging adapters, scheduled tasks and scoped API keys come in one AGPL-3.0 program with releases most weeks. No tool call asks for approval, no mail, calendar or long-term memory connector is built in, and usage statistics, including the machine's hostname, are sent by default.\n\n**LearnHarness.** The in-app agent reads files but cannot change them or run commands, and a bundled skill gives other agents a documented read-only view of sessions and the knowledge graph. The project is 14 days old at 0.4.0, its file reads reach the whole home directory without approval, and it has no security policy.\n\n## Before you call either\n\n### AstrBot\n\n1. Set `ASTRBOT_DISABLE_METRICS=1` before the first start. Statistics, including the hostname, are sent to tickstats.soulter.top by default\n2. Set `dashboard.host` to 127.0.0.1 in `data/cmd_config.json`, or the `DASHBOARD_HOST` variable, unless remote access is intended. The default is 0.0.0.0\n3. Create an `abk_` key in Settings, OpenAPI with only the scopes needed, and send it as `Authorization: Bearer` or `X-API-Key`\n4. Include `username` in every `POST /api/v1/chat` body. Without the `chat:admin` scope an administrator ID is rejected\n5. Check Extensions, Future Tasks after asking for a schedule. One-off tasks are deleted after their run even when the run fails\n\n### LearnHarness\n\n1. Use the bundled skill (`skills/learnharness/SKILL.md`) to read a learner's record. It needs Python 3.10 or later and writes nothing\n2. Pass `--format json` before the subcommand, for example `python3 -B scripts/graph.py --format json propositions`\n3. Treat stored answer keys and teacher prose as model-authored. A proposition in the graph is not evidence the learner understood it\n4. Do not read `auth.json`, which sits one folder above the data folder and holds provider keys in plain text\n5. Close the app or re-read when a stable snapshot matters. The readers do not lock files while the app writes\n\n## Questions\n\n### Which is better for AI agents, AstrBot or LearnHarness?\n\nLearnHarness and AstrBot score within a point of each other on agent readiness, 59.3 (C) and 59 (C). AstrBot leads on reliability and maintenance \u0026 community.\n\n### Are AstrBot and LearnHarness open source?\n\nYes. AstrBot is open source (AGPL-3.0-or-later). LearnHarness is open source (AGPL-3.0-only).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/astrbot-vs-learnharness.json, and with the fewest tokens: https://www.anchorterminal.com/compare/astrbot-vs-learnharness.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"astrbot\", \"b\": \"learnharness\"}`. From a terminal: `anchor compare astrbot learnharness`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/astrbot.json and https://www.anchorterminal.com/api/v1/tools/learnharness.json\n\n## Other comparisons with AstrBot or LearnHarness\n\n- [asaply vs AstrBot](https://www.anchorterminal.com/compare/asaply-vs-astrbot.md)\n- [Asmi vs AstrBot](https://www.anchorterminal.com/compare/asmi-vs-astrbot.md)\n- [AstrBot vs Boba](https://www.anchorterminal.com/compare/astrbot-vs-boba.md)\n- [AstrBot vs Brea](https://www.anchorterminal.com/compare/astrbot-vs-brea.md)\n- [AstrBot vs DeepTutor](https://www.anchorterminal.com/compare/astrbot-vs-deeptutor.md)\n- [AstrBot vs Del](https://www.anchorterminal.com/compare/astrbot-vs-del.md)\n- [AstrBot vs HireAlpha](https://www.anchorterminal.com/compare/astrbot-vs-hirealpha.md)\n- [AstrBot vs Natura tinyNature](https://www.anchorterminal.com/compare/astrbot-vs-natura.md)\n- [AstrBot vs OpenInstinct](https://www.anchorterminal.com/compare/astrbot-vs-openinstinct.md)\n- [AstrBot vs Orbits](https://www.anchorterminal.com/compare/astrbot-vs-orbits.md)\n- [AstrBot vs Orchid](https://www.anchorterminal.com/compare/astrbot-vs-orchid-ai.md)\n- [AstrBot vs Pally](https://www.anchorterminal.com/compare/astrbot-vs-pally.md)\n- [AstrBot vs szn](https://www.anchorterminal.com/compare/astrbot-vs-szn.md)\n- [AstrBot vs Tab](https://www.anchorterminal.com/compare/astrbot-vs-tab-bot.md)\n- [AstrBot vs Tomo](https://www.anchorterminal.com/compare/astrbot-vs-tomo.md)\n- [AstrBot vs Zapia](https://www.anchorterminal.com/compare/astrbot-vs-zapia.md)\n- [AstrBot vs Boski](https://www.anchorterminal.com/compare/astrbot-vs-boski.md)\n- [AstrBot vs Caddy](https://www.anchorterminal.com/compare/astrbot-vs-caddy-app.md)\n- [AstrBot vs Claude Duet](https://www.anchorterminal.com/compare/astrbot-vs-claude-duet.md)\n- [AstrBot vs CowAgent](https://www.anchorterminal.com/compare/astrbot-vs-cowagent.md)\n- [AstrBot vs folk](https://www.anchorterminal.com/compare/astrbot-vs-folk-nozomio.md)\n- [AstrBot vs GAIA](https://www.anchorterminal.com/compare/astrbot-vs-gaia.md)\n- [AstrBot vs Gemini Spark](https://www.anchorterminal.com/compare/astrbot-vs-gemini-spark.md)\n- [AstrBot vs Grok Bot](https://www.anchorterminal.com/compare/astrbot-vs-grok-bot.md)\n- [AstrBot vs Haven](https://www.anchorterminal.com/compare/astrbot-vs-haven.md)\n- [AstrBot vs Hermes Agent](https://www.anchorterminal.com/compare/astrbot-vs-hermes-agent.md)\n- [AstrBot vs Instinct](https://www.anchorterminal.com/compare/astrbot-vs-instinct.md)\n- [AstrBot vs IronClaw](https://www.anchorterminal.com/compare/astrbot-vs-ironclaw.md)\n- [AstrBot vs Leon](https://www.anchorterminal.com/compare/astrbot-vs-leon.md)\n- [AstrBot vs Lindy](https://www.anchorterminal.com/compare/astrbot-vs-lindy.md)\n- [AstrBot vs Lobby](https://www.anchorterminal.com/compare/astrbot-vs-lobby-os.md)\n- [AstrBot vs nanobot](https://www.anchorterminal.com/compare/astrbot-vs-nanobot.md)\n- [AstrBot vs NanoClaw](https://www.anchorterminal.com/compare/astrbot-vs-nanoclaw.md)\n- [AstrBot vs Dots](https://www.anchorterminal.com/compare/astrbot-vs-openai-dots.md)\n- [AstrBot vs OpenClaw](https://www.anchorterminal.com/compare/astrbot-vs-openclaw.md)\n- [AstrBot vs OpenDuet](https://www.anchorterminal.com/compare/astrbot-vs-openduet.md)\n- [AstrBot vs PicoClaw](https://www.anchorterminal.com/compare/astrbot-vs-picoclaw.md)\n- [AstrBot vs Poke](https://www.anchorterminal.com/compare/astrbot-vs-poke.md)\n- [AstrBot vs QwenPaw](https://www.anchorterminal.com/compare/astrbot-vs-qwenpaw.md)\n- [AstrBot vs Tasker AI](https://www.anchorterminal.com/compare/astrbot-vs-tasker-ai.md)\n- [AstrBot vs Town](https://www.anchorterminal.com/compare/astrbot-vs-town.md)\n- [AstrBot vs ZeroClaw](https://www.anchorterminal.com/compare/astrbot-vs-zeroclaw.md)\n- [AstrBot vs Zo Computer](https://www.anchorterminal.com/compare/astrbot-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- [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- [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- [Haven vs LearnHarness](https://www.anchorterminal.com/compare/haven-vs-learnharness.md)\n- [Hermes Agent vs LearnHarness](https://www.anchorterminal.com/compare/hermes-agent-vs-learnharness.md)\n- [HireAlpha vs LearnHarness](https://www.anchorterminal.com/compare/hirealpha-vs-learnharness.md)\n- [Instinct vs LearnHarness](https://www.anchorterminal.com/compare/instinct-vs-learnharness.md)\n- [IronClaw vs LearnHarness](https://www.anchorterminal.com/compare/ironclaw-vs-learnharness.md)\n- [LearnHarness vs Leon](https://www.anchorterminal.com/compare/learnharness-vs-leon.md)\n- [LearnHarness vs Lindy](https://www.anchorterminal.com/compare/learnharness-vs-lindy.md)\n- [LearnHarness vs Lobby](https://www.anchorterminal.com/compare/learnharness-vs-lobby-os.md)\n- [LearnHarness vs nanobot](https://www.anchorterminal.com/compare/learnharness-vs-nanobot.md)\n- [LearnHarness vs NanoClaw](https://www.anchorterminal.com/compare/learnharness-vs-nanoclaw.md)\n- [LearnHarness vs Natura tinyNature](https://www.anchorterminal.com/compare/learnharness-vs-natura.md)\n- [LearnHarness vs Dots](https://www.anchorterminal.com/compare/learnharness-vs-openai-dots.md)\n- [LearnHarness vs OpenClaw](https://www.anchorterminal.com/compare/learnharness-vs-openclaw.md)\n- [LearnHarness vs OpenDuet](https://www.anchorterminal.com/compare/learnharness-vs-openduet.md)\n- [LearnHarness vs OpenInstinct](https://www.anchorterminal.com/compare/learnharness-vs-openinstinct.md)\n- [LearnHarness vs Orbits](https://www.anchorterminal.com/compare/learnharness-vs-orbits.md)\n- [LearnHarness vs Orchid](https://www.anchorterminal.com/compare/learnharness-vs-orchid-ai.md)\n- [LearnHarness vs Pally](https://www.anchorterminal.com/compare/learnharness-vs-pally.md)\n- [LearnHarness vs PicoClaw](https://www.anchorterminal.com/compare/learnharness-vs-picoclaw.md)\n- [LearnHarness vs Poke](https://www.anchorterminal.com/compare/learnharness-vs-poke.md)\n- [LearnHarness vs QwenPaw](https://www.anchorterminal.com/compare/learnharness-vs-qwenpaw.md)\n- [LearnHarness vs szn](https://www.anchorterminal.com/compare/learnharness-vs-szn.md)\n- [LearnHarness vs Tab](https://www.anchorterminal.com/compare/learnharness-vs-tab-bot.md)\n- [LearnHarness vs Talorys](https://www.anchorterminal.com/compare/learnharness-vs-talorys.md)\n- [LearnHarness vs Tasker AI](https://www.anchorterminal.com/compare/learnharness-vs-tasker-ai.md)\n- [LearnHarness vs Tomo](https://www.anchorterminal.com/compare/learnharness-vs-tomo.md)\n- [LearnHarness vs Town](https://www.anchorterminal.com/compare/learnharness-vs-town.md)\n- [LearnHarness vs Wajo (Fo)](https://www.anchorterminal.com/compare/learnharness-vs-wajo.md)\n- [LearnHarness vs Zapia](https://www.anchorterminal.com/compare/learnharness-vs-zapia.md)\n- [LearnHarness vs ZeroClaw](https://www.anchorterminal.com/compare/learnharness-vs-zeroclaw.md)\n- [LearnHarness vs Zo Computer](https://www.anchorterminal.com/compare/learnharness-vs-zo-computer.md)\n- [AstrBot vs Atticus](https://www.anchorterminal.com/compare/astrbot-vs-atticus.md)\n- [AstrBot vs Talorys](https://www.anchorterminal.com/compare/astrbot-vs-talorys.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": "AstrBot vs LearnHarness", "url": "" } ], "description": "LearnHarness and AstrBot score within a point of each other for 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