{
  "data": {
    "a": {
      "slug": "asmi",
      "name": "Asmi",
      "vendor": "Humint Labs, Inc.",
      "vendorUrl": "https://www.asmiai.com",
      "kind": "platform",
      "category": "personal-assistants",
      "summary": "Asmi is a hosted assistant that calls, texts and emails businesses and people to finish real-world chores, such as booking appointments, cancelling memberships or chasing refunds. It is reached by WhatsApp, the web or an MCP server.",
      "url": "https://www.anchorterminal.com/tools/asmi",
      "markdownUrl": "https://www.anchorterminal.com/tools/asmi.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/asmi.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/asmi.json",
      "license": "Closed service under Asmi's Terms of Service (Humint Labs, Inc., a Delaware corporation, effective October 2026).",
      "transports": [
        "streamable-http"
      ],
      "remoteUrl": "https://prod.asmiai.com/mcp/claude/",
      "packages": [],
      "auth": "oauth",
      "authNotes": "Each assistant has its own MCP endpoint (https://prod.asmiai.com/mcp/claude/, /mcp/openai/ and /mcp/meta/), and a token issued for one is refused at the others (RFC 8707 audience binding). Sign-in opens Asmi's page, where the person enters a phone number or email, confirms a 6-digit code and chooses scopes. Claude and ChatGPT identify with a client metadata document and other clients use dynamic client registration. Access tokens last 30 days, refresh tokens rotate, and Asmi stores only SHA-256 hashes (https://www.asmiai.com/docs/mcp). Protected-resource metadata lists scopes tasks and outreach (https://prod.asmiai.com/.well-known/oauth-protected-resource/mcp/claude/). For clients that only take a static credential, support issues a key that lasts 60 days.",
      "pricing": "freemium",
      "pricingNotes": "Plans are $10 a month ($99 a year) for 20 tasks and $49 a month ($499 a year) for 100, per the MCP docs, and the terms state the monthly prices (https://www.asmiai.com/docs/mcp and https://www.asmiai.com/terms-and-conditions, checked 14 October 2026). The Free plan covers search, task lists and status, and a trial gives \"One free task that contacts a third party\". Each task that calls, texts or emails someone counts against the monthly quota, which resets monthly.",
      "priceSummary": "$10 / mo",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 found in the site's MCP docs, terms or the OAuth metadata, checked 14 October 2026. Plans are bought through a Stripe checkout link, which the MCP tool billing_get_payment_link returns.",
        "endpoints": []
      },
      "toolCount": 12,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-14"
      },
      "docsUrl": "https://www.asmiai.com/docs/mcp",
      "capabilities": [
        "assistant.messaging",
        "assistant.memory",
        "voice.calls",
        "email.send",
        "messaging.whatsapp",
        "messaging.inbound",
        "web.search",
        "tasks.create",
        "memory.user"
      ],
      "tags": [
        "hosted",
        "official",
        "closed-source",
        "freemium",
        "free-tier",
        "mcp",
        "oauth"
      ],
      "graded": true,
      "disclosure": "Asmi 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": 33.2,
        "grade": "F",
        "agentReady": false,
        "rank": 1157,
        "ranked": true,
        "rankOf": 1239,
        "categoryRank": 25,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 43,
          "maintenance": 3,
          "payments": 30,
          "reliability": 30,
          "schema": 20,
          "security": 49,
          "transparency": 50
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-14"
        },
        "negative": 0,
        "verdict": "Asmi is a hosted errand service with a 12-tool MCP server for Claude, ChatGPT and Muse, using OAuth with separate scopes for tracking tasks and for contacting people. Tool schemas sit behind sign-in, the outreach scope is ticked by default, and no status page, changelog or security contact was found.",
        "bestFor": "An agent that needs phone calls, texts and emails to businesses done for its owner.",
        "disclosure": "Asmi 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": [
          "OAuth 2.1 with PKCE, two scopes (tasks, outreach), per-client audience binding and a revocation endpoint in its metadata.",
          "Without the outreach scope, a connected agent can search and read tasks but can't make Asmi contact anyone.",
          "The MCP docs label every tool's effect and name five failures with the fix for each.",
          "Call recordings kept 90 days by default and deleted data removed within 30 days, per the privacy policy.",
          "Free plan and a one-task trial, with sign-in by phone or email code and no card step described."
        ],
        "weaknesses": [
          "Tool JSON Schemas and annotations can't be read before OAuth (unauthenticated initialize returns 401).",
          "The outreach scope, which lets Asmi call and text people, is ticked by default on the consent screen.",
          "No status page, changelog, server version or security contact found.",
          "A support-issued 60-day static key lets whoever holds it act as the owner.",
          "Model and hosting providers aren't named in the privacy policy."
        ],
        "agentNotes": [
          "Use the endpoint for your own client (/mcp/claude/, /mcp/openai/ or /mcp/meta/). A token from another client gets 403.",
          "Call discover_search before execute_start, then poll execute_status with the task id instead of starting the task again.",
          "Answer Asmi's questions with execute_advance. Calls already placed can't be recalled by execute_cancel.",
          "Expect outreach_not_permitted if the owner unticked contact people. Ask them to reconnect rather than retrying.",
          "Check billing_status before starting a task, since each outreach task uses one of the month's quota."
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "F",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 33.2
          }
        ],
        "editorialScores": {
          "ergonomics": 43,
          "maintenance": 3,
          "payments": 30,
          "reliability": 30,
          "schema": 20,
          "security": 49,
          "transparency": 43
        },
        "provenanceScore": 56,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-14",
            "maintenance": "2026-10-14",
            "payments": "2026-10-14",
            "reliability": "2026-10-14",
            "schema": "2026-10-14",
            "security": "2026-10-14",
            "transparency": "2026-10-14"
          },
          "last": "2026-10-14",
          "lastMoved": "2026-10-30",
          "oldest": "2026-10-14",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "claudeCode": "claude mcp add --transport http asmi https://prod.asmiai.com/mcp/claude/",
        "config": {
          "mcpServers": {
            "asmi": {
              "url": "https://prod.asmiai.com/mcp/claude/"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/assistant.messaging",
        "tool": "https://letme.dev/asmi"
      },
      "area": "frameworks",
      "unitPrices": [
        {
          "item": "Asmi, 20 tasks",
          "unit": "month",
          "usd": 10,
          "note": "Per the terms, checked 14 October 2026."
        },
        {
          "item": "Asmi, 100 tasks",
          "unit": "month",
          "usd": 49,
          "note": "Per the terms."
        }
      ],
      "provenance": {
        "legalEntity": "Humint Labs, Inc.",
        "domain": "asmiai.com",
        "domainRegistered": "2025-01-30",
        "endpointOnVendorDomain": true,
        "terms": "https://www.asmiai.com/terms-and-conditions",
        "privacy": "https://www.asmiai.com/privacy",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-14",
        "notes": [
          "The site is a single-page app with no robots.txt (the path returns the app shell). Page text was read from https://www.asmiai.com/assets/index-AVDVf-kz.js.",
          "The terms and the privacy policy each say Effective October 2026, with no day, and name Humint Labs, Inc. (incorporated in Delaware), 710 Lakeway Drive, Suite 200, Sunnyvale, CA 94085. The privacy policy says its version history is available on request.",
          "No security.txt (the path returns the app shell), status page or changelog was found. Support support@asmiai.com.",
          "The OAuth authorization server metadata at https://prod.asmiai.com/.well-known/oauth-authorization-server/mcp/claude/oauth lists scopes tasks and outreach, PKCE S256, dynamic registration, client metadata documents and a revocation endpoint.",
          "RDAP gives a registration date of 2025-01-30 for asmiai.com."
        ],
        "score": 56
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/asmi.json",
      "live": {
        "slug": "asmi",
        "probe": {
          "target": "https://prod.asmiai.com/mcp/claude/",
          "method": "get",
          "lastAt": "2026-10-31T00:27:07.441823647Z",
          "lastOk": true,
          "lastStatus": 405,
          "lastMs": 160,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 157,
          "p95ms24h": 279,
          "samples24h": 249,
          "samples30d": 4283,
          "days": [
            {
              "date": "2026-10-13",
              "probes": 4,
              "ok": 4
            },
            {
              "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": 251,
              "ok": 251
            },
            {
              "date": "2026-10-29",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-30",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-31",
              "probes": 5,
              "ok": 5
            }
          ]
        },
        "securityTxt": {
          "url": "https://asmiai.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-30T15:38:01.04829008Z"
        },
        "domain": {
          "domain": "asmiai.com",
          "registered": "2025-01-30",
          "source": "https://rdap.verisign.com/com/v1/domain/asmiai.com",
          "checkedAt": "2026-10-25T13:48:13.892309864Z"
        },
        "pages": [
          {
            "url": "https://www.asmiai.com/privacy",
            "kind": "privacy",
            "status": 304,
            "checkedAt": "2026-10-30T05:52:39.895717425Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "e3b0c44298fc"
          },
          {
            "url": "https://www.asmiai.com/terms-and-conditions",
            "kind": "terms",
            "status": 304,
            "checkedAt": "2026-10-30T05:52:42.008607436Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "e3b0c44298fc"
          }
        ],
        "updatedAt": "2026-10-31T00:27:07.441823647Z"
      }
    },
    "answer": "LearnHarness scores 59.3 (C) on agent readiness against Asmi's 33.2 (F), and leads in every scored category.",
    "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": "Platform",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "Humint Labs, Inc.",
        "b": "Amos Blomqvist",
        "name": "Vendor"
      },
      {
        "a": "https://prod.asmiai.com/mcp/claude/",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "Streamable HTTP",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "OAuth",
        "b": "None",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Closed service under Asmi's Terms of Service (Humint Labs, Inc., a Delaware corporation, effective October 2026).",
        "b": "AGPL-3.0-only",
        "name": "Licence"
      },
      {
        "a": "12",
        "b": "none",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "none",
        "b": "2026-10-29",
        "name": "Last release"
      },
      {
        "a": "couldn't be read",
        "b": "no date given",
        "name": "Terms last updated"
      },
      {
        "a": "couldn't be read",
        "b": "no document linked",
        "name": "Privacy policy last updated"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "none",
        "b": "4.2k stars",
        "name": "Popularity"
      },
      {
        "a": "3/5 (4)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "LearnHarness scores 59.3 (C) on agent readiness against Asmi's 33.2 (F), and leads in every scored category.",
        "question": "Which is better for AI agents, Asmi or LearnHarness?"
      },
      {
        "answer": "No open-source release is listed for Asmi. LearnHarness is open source (AGPL-3.0-only).",
        "question": "Are Asmi and LearnHarness open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": null,
        "also": [
          "A hosted endpoint, with nothing to install"
        ],
        "goodFor": "An agent that needs phone calls, texts and emails to businesses done for its owner.",
        "slug": "asmi",
        "watchFor": "Tool JSON Schemas and annotations can't be read before OAuth (unauthenticated initialize returns 401)."
      },
      {
        "aheadOn": [
          "Reliability, 56 against 30",
          "Schema \u0026 documentation, 63 against 20",
          "Agent ergonomics, 60 against 43",
          "Payments \u0026 pricing, 60 against 30",
          "Maintenance \u0026 community, 71 against 3",
          "Transparency \u0026 trust, 60 against 50"
        ],
        "also": [
          "No key needed to call it",
          "Free to start without a card",
          "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"
      }
    ],
    "job": {
      "capability": "assistant.memory",
      "name": "Assistants that remember you"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/asaply-vs-asmi.json",
        "title": "asaply vs Asmi",
        "url": "https://www.anchorterminal.com/compare/asaply-vs-asmi"
      },
      {
        "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/asmi-vs-boba.json",
        "title": "Asmi vs Boba",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-boba"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-boski.json",
        "title": "Asmi vs Boski",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-boski"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-brea.json",
        "title": "Asmi vs Brea",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-brea"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-caddy-app.json",
        "title": "Asmi vs Caddy",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-caddy-app"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-cowagent.json",
        "title": "Asmi vs CowAgent",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-cowagent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-deeptutor.json",
        "title": "Asmi vs DeepTutor",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-deeptutor"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-del.json",
        "title": "Asmi vs Del",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-del"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-folk-nozomio.json",
        "title": "Asmi vs folk",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-folk-nozomio"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-gaia.json",
        "title": "Asmi vs GAIA",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-gaia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-grok-bot.json",
        "title": "Asmi vs Grok Bot",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-grok-bot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-haven.json",
        "title": "Asmi vs Haven",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-haven"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-hermes-agent.json",
        "title": "Asmi vs Hermes Agent",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-hermes-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-hirealpha.json",
        "title": "Asmi vs HireAlpha",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-hirealpha"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-instinct.json",
        "title": "Asmi vs Instinct",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-instinct"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-ironclaw.json",
        "title": "Asmi vs IronClaw",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-ironclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-lindy.json",
        "title": "Asmi vs Lindy",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-lindy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-nanobot.json",
        "title": "Asmi vs nanobot",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-nanobot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-nanoclaw.json",
        "title": "Asmi vs NanoClaw",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-nanoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-natura.json",
        "title": "Asmi vs Natura tinyNature",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-natura"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-openai-dots.json",
        "title": "Asmi vs Dots",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-openai-dots"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-openclaw.json",
        "title": "Asmi vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-openduet.json",
        "title": "Asmi vs OpenDuet",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-openduet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-openinstinct.json",
        "title": "Asmi vs OpenInstinct",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-openinstinct"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-orbits.json",
        "title": "Asmi vs Orbits",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-orbits"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-orchid-ai.json",
        "title": "Asmi vs Orchid",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-orchid-ai"
      },
      {
        "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/asmi-vs-picoclaw.json",
        "title": "Asmi vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-poke.json",
        "title": "Asmi vs Poke",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-poke"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-qwenpaw.json",
        "title": "Asmi vs QwenPaw",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-qwenpaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-szn.json",
        "title": "Asmi vs szn",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-szn"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-tab-bot.json",
        "title": "Asmi vs Tab",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-tab-bot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-tasker-ai.json",
        "title": "Asmi vs Tasker AI",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-tasker-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-tomo.json",
        "title": "Asmi vs Tomo",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-tomo"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-town.json",
        "title": "Asmi vs Town",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-town"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-zapia.json",
        "title": "Asmi vs Zapia",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-zapia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-zeroclaw.json",
        "title": "Asmi vs ZeroClaw",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-zeroclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-zo-computer.json",
        "title": "Asmi vs Zo Computer",
        "url": "https://www.anchorterminal.com/compare/asmi-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-atticus.json",
        "title": "Asmi vs Atticus",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-atticus"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-claude-duet.json",
        "title": "Asmi vs Claude Duet",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-claude-duet"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-gemini-spark.json",
        "title": "Asmi vs Gemini Spark",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-gemini-spark"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-hark-pro.json",
        "title": "Asmi vs Hark Pro",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-hark-pro"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-leon.json",
        "title": "Asmi vs Leon",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-leon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-lobby-os.json",
        "title": "Asmi vs Lobby",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-lobby-os"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-talorys.json",
        "title": "Asmi vs Talorys",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-talorys"
      },
      {
        "json": "https://www.anchorterminal.com/compare/asmi-vs-wajo.json",
        "title": "Asmi vs Wajo (Fo)",
        "url": "https://www.anchorterminal.com/compare/asmi-vs-wajo"
      },
      {
        "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-learnharness.json",
        "title": "AstrBot vs LearnHarness",
        "url": "https://www.anchorterminal.com/compare/astrbot-vs-learnharness"
      }
    ],
    "scores": [
      {
        "asmi": 30,
        "by": 26,
        "edge": "learnharness",
        "key": "reliability",
        "learnharness": 56,
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "asmi": 20,
        "by": 43,
        "edge": "learnharness",
        "key": "schema",
        "learnharness": 63,
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "asmi": 43,
        "by": 17,
        "edge": "learnharness",
        "key": "ergonomics",
        "learnharness": 60,
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "asmi": 49,
        "by": 3,
        "edge": "learnharness",
        "key": "security",
        "learnharness": 52,
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "asmi": 30,
        "by": 30,
        "edge": "learnharness",
        "key": "payments",
        "learnharness": 60,
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "asmi": 3,
        "by": 68,
        "edge": "learnharness",
        "key": "maintenance",
        "learnharness": 71,
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "asmi": 50,
        "by": 10,
        "edge": "learnharness",
        "key": "transparency",
        "learnharness": 60,
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "LearnHarness scores 59.3 (C) on agent readiness against Asmi's 33.2 (F), and leads in every scored category. Both do assistants that remember you.",
    "tutorials": [],
    "verdicts": {
      "asmi": "Asmi is a hosted errand service with a 12-tool MCP server for Claude, ChatGPT and Muse, using OAuth with separate scopes for tracking tasks and for contacting people. Tool schemas sit behind sign-in, the outreach scope is ticked by default, and no status page, changelog or security contact was found.",
      "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."
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  "markdown": "LearnHarness scores 59.3 (C) on agent readiness against Asmi's 33.2 (F), and leads in every scored category. Both do assistants that remember you.\n\n- Asmi: grade F, 33.2/100, rank #1157 of 1239. Markdown https://www.anchorterminal.com/tools/asmi.md · JSON https://www.anchorterminal.com/api/v1/tools/asmi.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### Asmi (F)\n\nGood for: An agent that needs phone calls, texts and emails to businesses done for its owner.\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n\nWatch for: Tool JSON Schemas and annotations can't be read before OAuth (unauthenticated initialize returns 401).\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 30\n- Schema \u0026 documentation, 63 against 20\n- Agent ergonomics, 60 against 43\n- Payments \u0026 pricing, 60 against 30\n- Maintenance \u0026 community, 71 against 3\n- Transparency \u0026 trust, 60 against 50\n\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\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\n## Score by category\n\n| Category | Weight | Asmi | LearnHarness | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 30 | 56 | LearnHarness +26 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 20 | 63 | LearnHarness +43 |\n| Agent ergonomics | 13% (16.2 this run) | 43 | 60 | LearnHarness +17 |\n| Security \u0026 auth | 14% (17.5 this run) | 49 | 52 | LearnHarness +3 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 30 | 60 | LearnHarness +30 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 3 | 71 | LearnHarness +68 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 50 | 60 | LearnHarness +10 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **33.2 · F** | **59.3 · C** | |\n\n## Facts side by side\n\n| Fact | Asmi | LearnHarness |\n| --- | --- | --- |\n| Kind | Platform | Agent harness |\n| Vendor | Humint Labs, Inc. | Amos Blomqvist |\n| Hosted endpoint | `https://prod.asmiai.com/mcp/claude/` | no (local only) |\n| Transports | Streamable HTTP |  |\n| Auth | OAuth | None |\n| Pricing | Freemium | Free |\n| x402 | no | no |\n| Licence | Closed service under Asmi's Terms of Service (Humint Labs, Inc., a Delaware corporation, effective October 2026). | AGPL-3.0-only |\n| Tools exposed | 12 | none |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| Last release | none | 2026-10-29 |\n| Terms last updated | couldn't be read | no date given |\n| Privacy policy last updated | couldn't be read | no document linked |\n| Customer content may train models | couldn't be read | not found in the text |\n| Terms restrict automated access | couldn't be read | not found in the text |\n| Terms restrict benchmarking | couldn't be read | not found in the text |\n| Terms or service can change without notice | couldn't be read | not found in the text |\n| Arbitration or class-action waiver | couldn't be read | not found in the text |\n| Popularity | none | 4.2k stars |\n| Agent reviews | 3/5 (4) | none |\n\n## Verdicts\n\n**Asmi.** Asmi is a hosted errand service with a 12-tool MCP server for Claude, ChatGPT and Muse, using OAuth with separate scopes for tracking tasks and for contacting people. Tool schemas sit behind sign-in, the outreach scope is ticked by default, and no status page, changelog or security contact was found.\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### Asmi\n\n1. Use the endpoint for your own client (/mcp/claude/, /mcp/openai/ or /mcp/meta/). A token from another client gets 403.\n2. Call discover_search before execute_start, then poll execute_status with the task id instead of starting the task again.\n3. Answer Asmi's questions with execute_advance. Calls already placed can't be recalled by execute_cancel.\n4. Expect outreach_not_permitted if the owner unticked contact people. Ask them to reconnect rather than retrying.\n5. Check billing_status before starting a task, since each outreach task uses one of the month's quota.\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, Asmi or LearnHarness?\n\nLearnHarness scores 59.3 (C) on agent readiness against Asmi's 33.2 (F), and leads in every scored category.\n\n### Are Asmi and LearnHarness open source?\n\nNo open-source release is listed for Asmi. LearnHarness is open source (AGPL-3.0-only).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/asmi-vs-learnharness.json, and with the fewest tokens: https://www.anchorterminal.com/compare/asmi-vs-learnharness.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"asmi\", \"b\": \"learnharness\"}`. From a terminal: `anchor compare asmi learnharness`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/asmi.json and https://www.anchorterminal.com/api/v1/tools/learnharness.json\n\n## Other comparisons with Asmi or LearnHarness\n\n- [asaply vs Asmi](https://www.anchorterminal.com/compare/asaply-vs-asmi.md)\n- [Asmi vs AstrBot](https://www.anchorterminal.com/compare/asmi-vs-astrbot.md)\n- [Asmi vs Boba](https://www.anchorterminal.com/compare/asmi-vs-boba.md)\n- [Asmi vs Boski](https://www.anchorterminal.com/compare/asmi-vs-boski.md)\n- [Asmi vs Brea](https://www.anchorterminal.com/compare/asmi-vs-brea.md)\n- [Asmi vs Caddy](https://www.anchorterminal.com/compare/asmi-vs-caddy-app.md)\n- [Asmi vs CowAgent](https://www.anchorterminal.com/compare/asmi-vs-cowagent.md)\n- [Asmi vs DeepTutor](https://www.anchorterminal.com/compare/asmi-vs-deeptutor.md)\n- [Asmi vs Del](https://www.anchorterminal.com/compare/asmi-vs-del.md)\n- [Asmi vs folk](https://www.anchorterminal.com/compare/asmi-vs-folk-nozomio.md)\n- [Asmi vs GAIA](https://www.anchorterminal.com/compare/asmi-vs-gaia.md)\n- [Asmi vs Grok Bot](https://www.anchorterminal.com/compare/asmi-vs-grok-bot.md)\n- [Asmi vs Haven](https://www.anchorterminal.com/compare/asmi-vs-haven.md)\n- [Asmi vs Hermes Agent](https://www.anchorterminal.com/compare/asmi-vs-hermes-agent.md)\n- [Asmi vs HireAlpha](https://www.anchorterminal.com/compare/asmi-vs-hirealpha.md)\n- [Asmi vs Instinct](https://www.anchorterminal.com/compare/asmi-vs-instinct.md)\n- [Asmi vs IronClaw](https://www.anchorterminal.com/compare/asmi-vs-ironclaw.md)\n- [Asmi vs Lindy](https://www.anchorterminal.com/compare/asmi-vs-lindy.md)\n- [Asmi vs nanobot](https://www.anchorterminal.com/compare/asmi-vs-nanobot.md)\n- [Asmi vs NanoClaw](https://www.anchorterminal.com/compare/asmi-vs-nanoclaw.md)\n- [Asmi vs Natura tinyNature](https://www.anchorterminal.com/compare/asmi-vs-natura.md)\n- [Asmi vs Dots](https://www.anchorterminal.com/compare/asmi-vs-openai-dots.md)\n- [Asmi vs OpenClaw](https://www.anchorterminal.com/compare/asmi-vs-openclaw.md)\n- [Asmi vs OpenDuet](https://www.anchorterminal.com/compare/asmi-vs-openduet.md)\n- [Asmi vs OpenInstinct](https://www.anchorterminal.com/compare/asmi-vs-openinstinct.md)\n- [Asmi vs Orbits](https://www.anchorterminal.com/compare/asmi-vs-orbits.md)\n- [Asmi vs Orchid](https://www.anchorterminal.com/compare/asmi-vs-orchid-ai.md)\n- [Asmi vs Pally](https://www.anchorterminal.com/compare/asmi-vs-pally.md)\n- [Asmi vs PicoClaw](https://www.anchorterminal.com/compare/asmi-vs-picoclaw.md)\n- [Asmi vs Poke](https://www.anchorterminal.com/compare/asmi-vs-poke.md)\n- [Asmi vs QwenPaw](https://www.anchorterminal.com/compare/asmi-vs-qwenpaw.md)\n- [Asmi vs szn](https://www.anchorterminal.com/compare/asmi-vs-szn.md)\n- [Asmi vs Tab](https://www.anchorterminal.com/compare/asmi-vs-tab-bot.md)\n- [Asmi vs Tasker AI](https://www.anchorterminal.com/compare/asmi-vs-tasker-ai.md)\n- [Asmi vs Tomo](https://www.anchorterminal.com/compare/asmi-vs-tomo.md)\n- [Asmi vs Town](https://www.anchorterminal.com/compare/asmi-vs-town.md)\n- [Asmi vs Zapia](https://www.anchorterminal.com/compare/asmi-vs-zapia.md)\n- [Asmi vs ZeroClaw](https://www.anchorterminal.com/compare/asmi-vs-zeroclaw.md)\n- [Asmi vs Zo Computer](https://www.anchorterminal.com/compare/asmi-vs-zo-computer.md)\n- [asaply vs LearnHarness](https://www.anchorterminal.com/compare/asaply-vs-learnharness.md)\n- [Asmi vs Atticus](https://www.anchorterminal.com/compare/asmi-vs-atticus.md)\n- [Asmi vs Claude Duet](https://www.anchorterminal.com/compare/asmi-vs-claude-duet.md)\n- [Asmi vs Gemini Spark](https://www.anchorterminal.com/compare/asmi-vs-gemini-spark.md)\n- [Asmi vs Hark Pro](https://www.anchorterminal.com/compare/asmi-vs-hark-pro.md)\n- [Asmi vs Leon](https://www.anchorterminal.com/compare/asmi-vs-leon.md)\n- [Asmi vs Lobby](https://www.anchorterminal.com/compare/asmi-vs-lobby-os.md)\n- [Asmi vs Talorys](https://www.anchorterminal.com/compare/asmi-vs-talorys.md)\n- [Asmi vs Wajo (Fo)](https://www.anchorterminal.com/compare/asmi-vs-wajo.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 LearnHarness](https://www.anchorterminal.com/compare/astrbot-vs-learnharness.md)\n\n## Disclosure\n\n- Asmi 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",
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