{
  "data": {
    "a": {
      "slug": "openclaw",
      "name": "OpenClaw",
      "vendor": "OpenClaw Foundation",
      "vendorUrl": "https://openclaw.ai",
      "kind": "harness",
      "category": "personal-assistants",
      "summary": "Open-source personal AI assistant that runs as a Gateway on the owner's own computer and answers in WhatsApp, Telegram, Slack, iMessage and other chat apps, with desktop and mobile apps. The OpenClaw Foundation maintains it under the MIT licence.",
      "url": "https://www.anchorterminal.com/tools/openclaw",
      "markdownUrl": "https://www.anchorterminal.com/tools/openclaw.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/openclaw.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/openclaw.json",
      "repo": "https://github.com/openclaw/openclaw",
      "license": "MIT",
      "transports": [],
      "packages": [
        {
          "registry": "npm",
          "name": "openclaw"
        },
        {
          "registry": "oci",
          "name": "ghcr.io/openclaw/openclaw"
        }
      ],
      "auth": "mixed",
      "authNotes": "No OpenClaw account exists. The owner supplies model provider API keys or signs in with a ChatGPT or Claude subscription, and adds a bot token, QR pairing or OAuth grant for each channel and account. Clients reach the Gateway with a token or password (`gateway.auth.mode`), or through a trusted proxy, and paired devices hold their own tokens. Operator scopes (`operator.read`, `operator.write`, `operator.admin` and others) apply to paired clients, but a shared-secret bearer token on `POST /tools/invoke` gets full operator access whatever scopes the caller sends (https://docs.openclaw.ai/gateway/tools-invoke-http-api; https://docs.openclaw.ai/gateway/operator-scopes).",
      "pricing": "free",
      "pricingNotes": "Free under the MIT licence, with no paid tier, hosted service or subscription. The owner pays the model provider for usage, or nothing with a local model, plus any search, speech or media API they configure (https://github.com/openclaw/openclaw; https://docs.openclaw.ai/reference/api-usage-costs).",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs or the source (checked 2026-10-12).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 391800,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-12"
      },
      "docsUrl": "https://docs.openclaw.ai",
      "llmsTxt": "https://docs.openclaw.ai/llms.txt",
      "capabilities": [
        "assistant.proactive",
        "assistant.messaging",
        "assistant.accounts",
        "assistant.memory",
        "assistant.self-hosted",
        "agent.mcp-client"
      ],
      "tags": [
        "open-source",
        "self-hosted",
        "local",
        "free",
        "foundation",
        "llms-txt",
        "docker",
        "typescript"
      ],
      "lastRelease": "2026-10-12",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 67.1,
        "grade": "B",
        "agentReady": false,
        "rank": 270,
        "ranked": true,
        "rankOf": 986,
        "categoryRank": 4,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 77,
          "maintenance": 86,
          "payments": 60,
          "reliability": 75,
          "schema": 84,
          "security": 74,
          "transparency": 68
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-12"
        },
        "negative": -8,
        "negativeNotes": [
          "2026-09-11. The project's security page and GitHub advisory list show 722 advisories published between 31 January and 11 September 2026, 14 critical, 249 high, 390 medium and 69 low, 39 with a CVE. The largest groups are Gateway auth and scopes (182) and exec, sandbox and approvals (160). The project says all 14 critical issues are fixed and disclosed and reports no known compromise of its infrastructure. Fixed and published, which decays the deduction, but the volume and the two areas affected bear directly on an assistant that holds its owner's accounts, -8. https://openclaw.ai/security; https://github.com/openclaw/openclaw/security/advisories"
        ],
        "verdict": "Self-hosted under the MIT licence, with state, memory and credentials kept on the owner's machine and no paid tier. A fresh install runs tools on the host with full access, no approval prompt and no sandbox, and the project has published 722 security advisories since January 2026, 14 of them critical.",
        "bestFor": "A technical owner who wants an assistant on their own machine across many chat apps, with their choice of model and files they can read and delete.",
        "strengths": [
          "State, memory and credentials stay under `~/.openclaw` on the owner's machine, and the project sells no hosted service or paid tier",
          "Memory is plain Markdown files in the workspace, and `openclaw memory forget` removes what a named session contributed",
          "Four session permission modes (`read-only`, `guarded`, `workspace`, `full`), exec approvals and an optional Docker or Podman tool sandbox",
          "Unknown direct-message senders get a pairing code by default and are ignored until the owner approves them",
          "Telemetry is documented field by field. Feature statistics are opt-in and `update.checkOnStart: false` stops every automatic request",
          "13 stable releases in the 90 days to 12 October 2026, with npm provenance attestations on the published package"
        ],
        "weaknesses": [
          "Without configuration the default is full access. Host exec runs with no approval and sandboxing is off",
          "Agents with the message tool can send across conversations and channel providers by default, with no approval step for a send",
          "722 advisories published between 31 January and 11 September 2026, 14 critical and 249 high, per the project's own security page",
          "Credentials sit in files and SQLite databases under `~/.openclaw`, protected by file permissions unless the owner configures a secret provider",
          "The project's own maturity scorecard rates the product at 68 per cent, labelled Alpha",
          "The privacy policy covers the mobile apps, the Chrome extension and website analytics, and says it does not cover the Gateway"
        ],
        "agentNotes": [
          "Set a session permission mode of `guarded` or `workspace`, or `tools.exec.mode`, before connecting mail. The default runs host commands without approval",
          "Turn on `agents.defaults.sandbox` for any agent that reads mail, web pages or attachments. Sandboxing is off by default",
          "Set `tools.message.crossContext.allowAcrossProviders` and `allowWithinProvider` to `false` to confine sends to the current conversation",
          "Route incoming mail to a restricted reader agent, as the IMAP and Gmail guides show, and deny `gateway`, `cron`, `sessions_spawn` and `sessions_send` for it",
          "Run `openclaw security audit` after setup, and treat the Gateway token as an owner credential. `POST /tools/invoke` accepts it with full operator access"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 67.1
          }
        ],
        "editorialScores": {
          "ergonomics": 77,
          "maintenance": 86,
          "payments": 60,
          "reliability": 75,
          "schema": 84,
          "security": 74,
          "transparency": 82
        },
        "provenanceScore": 53
      },
      "connect": {
        "install": "curl -fsSL https://openclaw.ai/install.sh | bash   # or: npm install -g openclaw@latest --allow-scripts=openclaw \u0026\u0026 openclaw onboard --install-daemon"
      },
      "letme": {
        "capability": "https://letme.dev/assistant.proactive",
        "tool": "https://letme.dev/openclaw"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "OpenClaw Foundation",
        "domain": "openclaw.ai",
        "domainRegistered": "",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://github.com/openclaw/openclaw/releases",
        "securityTxt": "none",
        "checked": "2026-10-12",
        "notes": [
          "The README and the `LICENSE` file name the OpenClaw Foundation, described as an independent 501(c)(3). Its site at www.openclaw.org gave no address, registration number, board or filings on the page we read.",
          "No terms of service were found for the software, so the MIT licence stands in.",
          "The privacy policy at openclaw.ai/privacy, effective 2 August 2026, covers the iOS and Android apps, the Chrome extension and website analytics, and says it does not cover the gateway, server or AI provider the owner connects. It is not linked here for that reason.",
          "openclaw.ai/.well-known/security.txt returned 404 on 12 October 2026. The repository has a SECURITY.md with private GitHub reporting and security@openclaw.ai.",
          "There is no hosted endpoint. A Gateway answers on its owner's own host. The daily update check goes to telemetry.openclaw.ai.",
          "The domain registration date was not looked up."
        ],
        "score": 53
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/openclaw.json"
    },
    "answer": "OpenClaw scores 67.1 (B) on agent readiness against PicoClaw's 46.1 (D), and leads in 6 of 7 scored categories.",
    "b": {
      "slug": "picoclaw",
      "name": "PicoClaw",
      "vendor": "Sipeed",
      "vendorUrl": "https://picoclaw.io",
      "kind": "harness",
      "category": "personal-assistants",
      "summary": "PicoClaw is an open-source personal AI assistant from Sipeed, a single Go binary for small Linux boards, desktops and Android, reached through chat apps. Its last commit on the main branch was on 19 August 2026.",
      "url": "https://www.anchorterminal.com/tools/picoclaw",
      "markdownUrl": "https://www.anchorterminal.com/tools/picoclaw.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/picoclaw.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/picoclaw.json",
      "repo": "https://github.com/sipeed/picoclaw",
      "license": "MIT",
      "transports": [],
      "packages": [
        {
          "registry": "oci",
          "name": "docker.io/sipeed/picoclaw"
        },
        {
          "registry": "oci",
          "name": "ghcr.io/sipeed/picoclaw"
        }
      ],
      "auth": "none",
      "authNotes": "No account with Sipeed. The owner supplies model provider keys, chat bot tokens and search keys, kept in `~/.picoclaw/.security.yml`. The web launcher asks for a password set on first run, stored as a bcrypt hash. Each channel's `allow_from` list decides who may talk to the assistant, and an empty list admits everyone.",
      "pricing": "free",
      "pricingNotes": "Free under the MIT licence, with nothing to buy from the project. The owner pays their model provider by usage, or nothing with a local model through Ollama or vLLM. Search keys are optional, and DuckDuckGo search needs none.",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the README, docs or source (checked 2026-10-12).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 30000,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-12"
      },
      "docsUrl": "https://docs.picoclaw.io",
      "capabilities": [
        "assistant.proactive",
        "assistant.messaging",
        "assistant.memory",
        "assistant.self-hosted",
        "agent.mcp-client"
      ],
      "tags": [
        "open-source",
        "self-hosted",
        "local",
        "free",
        "no-card",
        "go",
        "docker",
        "pre-1.0"
      ],
      "lastRelease": "2026-07-03",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 46.1,
        "grade": "D",
        "agentReady": false,
        "rank": 879,
        "ranked": true,
        "rankOf": 986,
        "categoryRank": 11,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 66,
          "maintenance": 22,
          "payments": 60,
          "reliability": 54,
          "schema": 51,
          "security": 51,
          "transparency": 56
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-12"
        },
        "negative": -7,
        "negativeNotes": [
          "2026-04-25 to 2026-07-19. 15 advisories are listed for PicoClaw in the GitHub Advisory Database. Two are reviewed, CVE-2026-36045 (high, 7.3, command injection past the exec deny list, 0.1.2 and earlier) and CVE-2026-6987 (moderate, injection through the launcher's `/api/gateway/restart`, 0.2.4 and earlier), and 13 unreviewed entries of 10 to 19 July name versions up to 0.2.9. None lists a patched version, the project has published no advisory of its own, and it has no security policy. We read four of the fifteen. Several concern old versions and some fixes are in the git history, so -5. https://github.com/advisories?query=picoclaw",
          "Current behaviour, checked 2026-10-12. The repository's configuration guide says `tools.exec.allow_remote` defaults to `false`. The source at v0.3.1 and on main sets it to `true`, and the docs site calls fully open the default, so a remote chat can run shell commands on a default install. A misleading claim on a security default, the minimum, -2. https://github.com/sipeed/picoclaw/blob/main/docs/guides/configuration.md; https://github.com/sipeed/picoclaw/blob/main/pkg/config/defaults.go"
        ],
        "verdict": "Self-hosted under the MIT licence, with 19 documented chat channels, scheduled and heartbeat tasks, and local file memory. The repository has had no commit since 19 August 2026 and no release since 3 July, and 15 CVEs are listed against it with no advisory or security policy from the project.",
        "bestFor": "A person who wants a chat-app assistant on a cheap Linux board, an old Android phone or a home server, with reminders, web search and file memory, and who accepts running software its maker calls pre-production.",
        "strengths": [
          "MIT licence, one Go binary for x86-64, ARM, RISC-V, MIPS and LoongArch, with Docker images and an Android APK",
          "Conversations, memory, scheduled jobs and credentials stay in files under `~/.picoclaw` on the owner's device",
          "File tools are limited to the workspace by default, and command jobs scheduled from remote chats are refused unless the chat is listed",
          "MCP client over stdio, SSE and HTTP, with optional search-based tool discovery to keep definitions out of context",
          "Credentials sit in a separate `.security.yml` with optional AES-256-GCM encryption, and are filtered from tool output before the model sees it"
        ],
        "weaknesses": [
          "No commit on main since 19 August 2026 and no release since v0.3.1 on 3 July 2026. An issue of 6 October calls the repository unmaintained, with no reply",
          "15 CVEs are listed in the GitHub Advisory Database (25 April to 19 July 2026). The project has published no advisory and has no SECURITY.md",
          "No human approval step. The agent sends messages, writes files and runs shell commands without asking, and the hooks guide says waiting for a human reply is not supported",
          "Shell execution from remote chats is on by default in the source and on the docs site, while the repository's configuration guide says the default is off",
          "An empty `allow_from` list lets anyone who can message the bot use it, with only a warning in the log"
        ],
        "agentNotes": [
          "Set `allow_from` to the owner's user ID on every channel before starting the gateway. An empty list accepts messages from anyone",
          "Set `tools.exec.allow_remote` to `false` unless chats must run shell commands. The shipped default is `true`, whatever docs/guides/configuration.md says",
          "Set `isolation.enabled` to `true` on Linux (needs `bwrap`) or run in a container. The deny patterns do not inspect child processes",
          "Use `PICOCLAW_KEY_PASSPHRASE` for credential encryption. One docs page names `PICOCLAW_CREDENTIAL_PASSPHRASE`, which the source does not read",
          "Treat the README's ClawdChat line (read a remote skill file and follow it) as untrusted third-party instructions"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 46.1
          }
        ],
        "editorialScores": {
          "ergonomics": 66,
          "maintenance": 22,
          "payments": 60,
          "reliability": 54,
          "schema": 51,
          "security": 51,
          "transparency": 58
        },
        "provenanceScore": 53
      },
      "connect": {
        "install": "git clone https://github.com/sipeed/picoclaw.git \u0026\u0026 cd picoclaw \u0026\u0026 docker compose -f docker/docker-compose.yml --profile launcher up   # or download a binary from https://picoclaw.io/download/ and run: picoclaw onboard",
        "headless": {
          "command": "picoclaw agent -m \"$TASK\""
        }
      },
      "letme": {
        "capability": "https://letme.dev/assistant.proactive",
        "tool": "https://letme.dev/picoclaw"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "Sipeed",
        "domain": "picoclaw.io",
        "domainRegistered": "",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://github.com/sipeed/picoclaw/releases",
        "securityTxt": "none",
        "checked": "2026-10-12",
        "notes": [
          "The docs footer reads Copyright 2026 Sipeed and the site says PicoClaw is open-source software by Sipeed. The `LICENSE` file names PicoClaw contributors. No registered company name or address was on the pages read.",
          "No terms of service or privacy policy is linked from picoclaw.io, docs.picoclaw.io or the repository, so both fields are left out and the MIT licence stands in.",
          "picoclaw.io/.well-known/security.txt and picoclaw.io/llms.txt answered 403 with a storage Access Denied body, read as absent. docs.picoclaw.io/llms.txt answered 404.",
          "The repository has no SECURITY.md, and GitHub's policy page says none is set up.",
          "Self-hosted software with no hosted endpoint. The registration date of picoclaw.io was not looked up."
        ],
        "score": 53
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/picoclaw.json"
    },
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "OpenClaw Foundation",
        "b": "Sipeed",
        "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": "MIT",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-12",
        "b": "2026-07-03",
        "name": "Last release"
      },
      {
        "a": "no document linked",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "no document linked",
        "name": "Privacy policy last updated"
      },
      {
        "a": "",
        "b": "",
        "name": "Customer content may train models"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms restrict automated access"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "392k stars",
        "b": "30k stars",
        "name": "Popularity"
      }
    ],
    "faq": [
      {
        "answer": "OpenClaw scores 67.1 (B) on agent readiness against PicoClaw's 46.1 (D), and leads in 6 of 7 scored categories.",
        "question": "Which is better for AI agents, OpenClaw or PicoClaw?"
      },
      {
        "answer": "Yes. OpenClaw is open source (MIT). PicoClaw is open source (MIT).",
        "question": "Are OpenClaw and PicoClaw open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 75 against 54",
          "Schema \u0026 documentation, 84 against 51",
          "Agent ergonomics, 77 against 66",
          "Security \u0026 auth, 74 against 51",
          "Maintenance \u0026 community, 86 against 22",
          "Transparency \u0026 trust, 68 against 56"
        ],
        "also": null,
        "goodFor": "A technical owner who wants an assistant on their own machine across many chat apps, with their choice of model and files they can read and delete.",
        "slug": "openclaw",
        "watchFor": "Without configuration the default is full access. Host exec runs with no approval and sandboxing is off"
      },
      {
        "aheadOn": null,
        "also": [
          "No key needed to call it",
          "Free to start without a card"
        ],
        "goodFor": "A person who wants a chat-app assistant on a cheap Linux board, an old Android phone or a home server, with reminders, web search and file memory, and who accepts running software its maker calls pre-production.",
        "slug": "picoclaw",
        "watchFor": "No commit on main since 19 August 2026 and no release since v0.3.1 on 3 July 2026. An issue of 6 October calls the repository unmaintained, with no reply"
      }
    ],
    "job": {
      "capability": "assistant.proactive",
      "name": "Assistant proactive"
    },
    "others": [
      {
        "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-picoclaw.json",
        "title": "AstrBot vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/astrbot-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cowagent-vs-openclaw.json",
        "title": "CowAgent vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/cowagent-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cowagent-vs-picoclaw.json",
        "title": "CowAgent vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/cowagent-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gaia-vs-openclaw.json",
        "title": "GAIA vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/gaia-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gaia-vs-picoclaw.json",
        "title": "GAIA vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/gaia-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-openclaw.json",
        "title": "Gemini Spark vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-picoclaw.json",
        "title": "Gemini Spark vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/grok-bot-vs-openclaw.json",
        "title": "Grok Bot vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/grok-bot-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/grok-bot-vs-picoclaw.json",
        "title": "Grok Bot vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/grok-bot-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/haven-vs-openclaw.json",
        "title": "Haven vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/haven-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/haven-vs-picoclaw.json",
        "title": "Haven vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/haven-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-openclaw.json",
        "title": "Hermes Agent vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hermes-agent-vs-picoclaw.json",
        "title": "Hermes Agent vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/hermes-agent-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/instinct-vs-openclaw.json",
        "title": "Instinct vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/instinct-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/instinct-vs-picoclaw.json",
        "title": "Instinct vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/instinct-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ironclaw-vs-openclaw.json",
        "title": "IronClaw vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/ironclaw-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ironclaw-vs-picoclaw.json",
        "title": "IronClaw vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/ironclaw-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-openclaw.json",
        "title": "Leon vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/leon-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-picoclaw.json",
        "title": "Leon vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/leon-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lindy-vs-openclaw.json",
        "title": "Lindy vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/lindy-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lindy-vs-picoclaw.json",
        "title": "Lindy vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/lindy-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nanobot-vs-openclaw.json",
        "title": "nanobot vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/nanobot-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nanobot-vs-picoclaw.json",
        "title": "nanobot vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/nanobot-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-openclaw.json",
        "title": "NanoClaw vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nanoclaw-vs-picoclaw.json",
        "title": "NanoClaw vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/nanoclaw-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-dots-vs-openclaw.json",
        "title": "Dots vs OpenClaw",
        "url": "https://www.anchorterminal.com/compare/openai-dots-vs-openclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-dots-vs-picoclaw.json",
        "title": "Dots vs PicoClaw",
        "url": "https://www.anchorterminal.com/compare/openai-dots-vs-picoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openclaw-vs-poke.json",
        "title": "OpenClaw vs Poke",
        "url": "https://www.anchorterminal.com/compare/openclaw-vs-poke"
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      {
        "json": "https://www.anchorterminal.com/compare/openclaw-vs-qwenpaw.json",
        "title": "OpenClaw vs QwenPaw",
        "url": "https://www.anchorterminal.com/compare/openclaw-vs-qwenpaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openclaw-vs-zeroclaw.json",
        "title": "OpenClaw vs ZeroClaw",
        "url": "https://www.anchorterminal.com/compare/openclaw-vs-zeroclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openclaw-vs-zo-computer.json",
        "title": "OpenClaw vs Zo Computer",
        "url": "https://www.anchorterminal.com/compare/openclaw-vs-zo-computer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/picoclaw-vs-poke.json",
        "title": "PicoClaw vs Poke",
        "url": "https://www.anchorterminal.com/compare/picoclaw-vs-poke"
      },
      {
        "json": "https://www.anchorterminal.com/compare/picoclaw-vs-qwenpaw.json",
        "title": "PicoClaw vs QwenPaw",
        "url": "https://www.anchorterminal.com/compare/picoclaw-vs-qwenpaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/picoclaw-vs-zeroclaw.json",
        "title": "PicoClaw vs ZeroClaw",
        "url": "https://www.anchorterminal.com/compare/picoclaw-vs-zeroclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/picoclaw-vs-zo-computer.json",
        "title": "PicoClaw vs Zo Computer",
        "url": "https://www.anchorterminal.com/compare/picoclaw-vs-zo-computer"
      }
    ],
    "scores": [
      {
        "by": 21,
        "edge": "openclaw",
        "key": "reliability",
        "name": "Reliability",
        "openclaw": 75,
        "picoclaw": 54,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 33,
        "edge": "openclaw",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "openclaw": 84,
        "picoclaw": 51,
        "weight": 13
      },
      {
        "by": 11,
        "edge": "openclaw",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "openclaw": 77,
        "picoclaw": 66,
        "weight": 13
      },
      {
        "by": 23,
        "edge": "openclaw",
        "key": "security",
        "name": "Security \u0026 auth",
        "openclaw": 74,
        "picoclaw": 51,
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "openclaw": 60,
        "picoclaw": 60,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 64,
        "edge": "openclaw",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "openclaw": 86,
        "picoclaw": 22,
        "weight": 7
      },
      {
        "by": 12,
        "edge": "openclaw",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "openclaw": 68,
        "picoclaw": 56,
        "weight": 7
      }
    ],
    "summary": "OpenClaw scores 67.1 (B) on agent readiness against PicoClaw's 46.1 (D), and leads in 6 of 7 scored categories. Both do assistant proactive.",
    "verdicts": {
      "openclaw": "Self-hosted under the MIT licence, with state, memory and credentials kept on the owner's machine and no paid tier. A fresh install runs tools on the host with full access, no approval prompt and no sandbox, and the project has published 722 security advisories since January 2026, 14 of them critical.",
      "picoclaw": "Self-hosted under the MIT licence, with 19 documented chat channels, scheduled and heartbeat tasks, and local file memory. The repository has had no commit since 19 August 2026 and no release since 3 July, and 15 CVEs are listed against it with no advisory or security policy from the project."
    }
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    "html": "https://www.anchorterminal.com/compare/openclaw-vs-picoclaw",
    "json": "https://www.anchorterminal.com/compare/openclaw-vs-picoclaw.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
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  "markdown": "OpenClaw scores 67.1 (B) on agent readiness against PicoClaw's 46.1 (D), and leads in 6 of 7 scored categories. Both do assistant proactive.\n\n- OpenClaw: grade B, 67.1/100, rank #270 of 986. Markdown https://www.anchorterminal.com/tools/openclaw.md · JSON https://www.anchorterminal.com/api/v1/tools/openclaw.json\n- PicoClaw: grade D, 46.1/100, rank #879 of 986. Markdown https://www.anchorterminal.com/tools/picoclaw.md · JSON https://www.anchorterminal.com/api/v1/tools/picoclaw.json\n- Best AI personal assistants that act for one person: https://www.anchorterminal.com/best/personal-assistants/index.md\n- All 190 assistants comparisons: https://www.anchorterminal.com/compare/personal-assistants/index.md\n\n## Which one, for what\n\n### OpenClaw (B)\n\nGood for: A technical owner who wants an assistant on their own machine across many chat apps, with their choice of model and files they can read and delete.\n\nAhead on:\n- Reliability, 75 against 54\n- Schema \u0026 documentation, 84 against 51\n- Agent ergonomics, 77 against 66\n- Security \u0026 auth, 74 against 51\n- Maintenance \u0026 community, 86 against 22\n- Transparency \u0026 trust, 68 against 56\n\nWatch for: Without configuration the default is full access. Host exec runs with no approval and sandboxing is off\n\n### PicoClaw (D)\n\nGood for: A person who wants a chat-app assistant on a cheap Linux board, an old Android phone or a home server, with reminders, web search and file memory, and who accepts running software its maker calls pre-production.\n\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\n\nWatch for: No commit on main since 19 August 2026 and no release since v0.3.1 on 3 July 2026. An issue of 6 October calls the repository unmaintained, with no reply\n\n\n## Score by category\n\n| Category | Weight | OpenClaw | PicoClaw | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 75 | 54 | OpenClaw +21 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 84 | 51 | OpenClaw +33 |\n| Agent ergonomics | 13% (16.2 this run) | 77 | 66 | OpenClaw +11 |\n| Security \u0026 auth | 14% (17.5 this run) | 74 | 51 | OpenClaw +23 |\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) | 86 | 22 | OpenClaw +64 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 68 | 56 | OpenClaw +12 |\n| Negative events | ≤15 | -8 | -7 | |\n| **Total** | | **67.1 · B** | **46.1 · D** | |\n\n## Facts side by side\n\n| Fact | OpenClaw | PicoClaw |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | OpenClaw Foundation | Sipeed |\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 | MIT | MIT |\n| Read-only variant documented | yes | no |\n| llms.txt | yes | no |\n| Last release | 2026-10-12 | 2026-07-03 |\n| Terms last updated | no document linked | no document linked |\n| Privacy policy last updated | no document linked | no document linked |\n| Customer content may train models |  |  |\n| Terms restrict automated access |  |  |\n| Terms restrict benchmarking |  |  |\n| Terms or service can change without notice |  |  |\n| Arbitration or class-action waiver |  |  |\n| Popularity | 392k stars | 30k stars |\n\n## Verdicts\n\n**OpenClaw.** Self-hosted under the MIT licence, with state, memory and credentials kept on the owner's machine and no paid tier. A fresh install runs tools on the host with full access, no approval prompt and no sandbox, and the project has published 722 security advisories since January 2026, 14 of them critical.\n\n**PicoClaw.** Self-hosted under the MIT licence, with 19 documented chat channels, scheduled and heartbeat tasks, and local file memory. The repository has had no commit since 19 August 2026 and no release since 3 July, and 15 CVEs are listed against it with no advisory or security policy from the project.\n\n## Before you call either\n\n### OpenClaw\n\n1. Set a session permission mode of `guarded` or `workspace`, or `tools.exec.mode`, before connecting mail. The default runs host commands without approval\n2. Turn on `agents.defaults.sandbox` for any agent that reads mail, web pages or attachments. Sandboxing is off by default\n3. Set `tools.message.crossContext.allowAcrossProviders` and `allowWithinProvider` to `false` to confine sends to the current conversation\n4. Route incoming mail to a restricted reader agent, as the IMAP and Gmail guides show, and deny `gateway`, `cron`, `sessions_spawn` and `sessions_send` for it\n5. Run `openclaw security audit` after setup, and treat the Gateway token as an owner credential. `POST /tools/invoke` accepts it with full operator access\n\n### PicoClaw\n\n1. Set `allow_from` to the owner's user ID on every channel before starting the gateway. An empty list accepts messages from anyone\n2. Set `tools.exec.allow_remote` to `false` unless chats must run shell commands. The shipped default is `true`, whatever docs/guides/configuration.md says\n3. Set `isolation.enabled` to `true` on Linux (needs `bwrap`) or run in a container. The deny patterns do not inspect child processes\n4. Use `PICOCLAW_KEY_PASSPHRASE` for credential encryption. One docs page names `PICOCLAW_CREDENTIAL_PASSPHRASE`, which the source does not read\n5. Treat the README's ClawdChat line (read a remote skill file and follow it) as untrusted third-party instructions\n\n## Questions\n\n### Which is better for AI agents, OpenClaw or PicoClaw?\n\nOpenClaw scores 67.1 (B) on agent readiness against PicoClaw's 46.1 (D), and leads in 6 of 7 scored categories.\n\n### Are OpenClaw and PicoClaw open source?\n\nYes. OpenClaw is open source (MIT). PicoClaw is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/openclaw-vs-picoclaw.json, and with the fewest tokens: https://www.anchorterminal.com/compare/openclaw-vs-picoclaw.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"openclaw\", \"b\": \"picoclaw\"}`. From a terminal: `anchor compare openclaw picoclaw`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/openclaw.json and https://www.anchorterminal.com/api/v1/tools/picoclaw.json\n\n## Other comparisons with OpenClaw or PicoClaw\n\n- [AstrBot vs OpenClaw](https://www.anchorterminal.com/compare/astrbot-vs-openclaw.md)\n- [AstrBot vs PicoClaw](https://www.anchorterminal.com/compare/astrbot-vs-picoclaw.md)\n- [CowAgent vs OpenClaw](https://www.anchorterminal.com/compare/cowagent-vs-openclaw.md)\n- [CowAgent vs PicoClaw](https://www.anchorterminal.com/compare/cowagent-vs-picoclaw.md)\n- [GAIA vs OpenClaw](https://www.anchorterminal.com/compare/gaia-vs-openclaw.md)\n- [GAIA vs PicoClaw](https://www.anchorterminal.com/compare/gaia-vs-picoclaw.md)\n- [Gemini Spark vs OpenClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-openclaw.md)\n- [Gemini Spark vs PicoClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-picoclaw.md)\n- [Grok Bot vs OpenClaw](https://www.anchorterminal.com/compare/grok-bot-vs-openclaw.md)\n- [Grok Bot vs PicoClaw](https://www.anchorterminal.com/compare/grok-bot-vs-picoclaw.md)\n- [Haven vs OpenClaw](https://www.anchorterminal.com/compare/haven-vs-openclaw.md)\n- [Haven vs PicoClaw](https://www.anchorterminal.com/compare/haven-vs-picoclaw.md)\n- [Hermes Agent vs OpenClaw](https://www.anchorterminal.com/compare/hermes-agent-vs-openclaw.md)\n- [Hermes Agent vs PicoClaw](https://www.anchorterminal.com/compare/hermes-agent-vs-picoclaw.md)\n- [Instinct vs OpenClaw](https://www.anchorterminal.com/compare/instinct-vs-openclaw.md)\n- [Instinct vs PicoClaw](https://www.anchorterminal.com/compare/instinct-vs-picoclaw.md)\n- [IronClaw vs OpenClaw](https://www.anchorterminal.com/compare/ironclaw-vs-openclaw.md)\n- [IronClaw vs PicoClaw](https://www.anchorterminal.com/compare/ironclaw-vs-picoclaw.md)\n- [Leon vs OpenClaw](https://www.anchorterminal.com/compare/leon-vs-openclaw.md)\n- [Leon vs PicoClaw](https://www.anchorterminal.com/compare/leon-vs-picoclaw.md)\n- [Lindy vs OpenClaw](https://www.anchorterminal.com/compare/lindy-vs-openclaw.md)\n- [Lindy vs PicoClaw](https://www.anchorterminal.com/compare/lindy-vs-picoclaw.md)\n- [nanobot vs OpenClaw](https://www.anchorterminal.com/compare/nanobot-vs-openclaw.md)\n- [nanobot vs PicoClaw](https://www.anchorterminal.com/compare/nanobot-vs-picoclaw.md)\n- [NanoClaw vs OpenClaw](https://www.anchorterminal.com/compare/nanoclaw-vs-openclaw.md)\n- [NanoClaw vs PicoClaw](https://www.anchorterminal.com/compare/nanoclaw-vs-picoclaw.md)\n- [Dots vs OpenClaw](https://www.anchorterminal.com/compare/openai-dots-vs-openclaw.md)\n- [Dots vs PicoClaw](https://www.anchorterminal.com/compare/openai-dots-vs-picoclaw.md)\n- [OpenClaw vs Poke](https://www.anchorterminal.com/compare/openclaw-vs-poke.md)\n- [OpenClaw vs QwenPaw](https://www.anchorterminal.com/compare/openclaw-vs-qwenpaw.md)\n- [OpenClaw vs ZeroClaw](https://www.anchorterminal.com/compare/openclaw-vs-zeroclaw.md)\n- [OpenClaw vs Zo Computer](https://www.anchorterminal.com/compare/openclaw-vs-zo-computer.md)\n- [PicoClaw vs Poke](https://www.anchorterminal.com/compare/picoclaw-vs-poke.md)\n- [PicoClaw vs QwenPaw](https://www.anchorterminal.com/compare/picoclaw-vs-qwenpaw.md)\n- [PicoClaw vs ZeroClaw](https://www.anchorterminal.com/compare/picoclaw-vs-zeroclaw.md)\n- [PicoClaw vs Zo Computer](https://www.anchorterminal.com/compare/picoclaw-vs-zo-computer.md)\n",
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