{ "data": { "a": { "slug": "gemini-spark", "name": "Gemini Spark", "vendor": "Google LLC", "vendorUrl": "https://gemini.google/us/overview/agent/spark/", "kind": "platform", "category": "personal-assistants", "summary": "Gemini Spark is Google's hosted personal AI agent inside the Gemini app. It runs tasks and schedules in Google's cloud across Gmail, Calendar, Drive and other connected apps for Google AI Pro and Ultra subscribers.", "url": "https://www.anchorterminal.com/tools/gemini-spark", "markdownUrl": "https://www.anchorterminal.com/tools/gemini-spark.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/gemini-spark.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/gemini-spark.json", "license": "Proprietary hosted service under the Google Terms of Service", "transports": [], "packages": [], "auth": "oauth", "authNotes": "No credential for an outside agent exists, because no public API was found. A person signs in to the Gemini app with a personal Google Account and needs a Google AI Pro or Ultra subscription (https://support.google.com/gemini/answer/17094507). Connected apps are off by default and are switched on in settings (https://gemini.google/us/overview/agent/spark/). Third-party and custom apps are linked to the Google Account and can be unlinked in Connected Apps settings or on the account's Linked apps page. A custom MCP server that lacks Dynamic Client Registration takes credentials the user enters (https://support.google.com/gemini/answer/17209137). Google tells users not to type sign-in or payment details into a task thread and to enter them on the web page in take control mode (https://support.google.com/gemini/answer/17094507).", "pricing": "paid", "pricingNotes": "Spark needs a Google AI Pro or Ultra subscription. US prices are $19.99 a month for Pro and $99.99 or $199.99 a month for Ultra, with Spark use counted against compute-based limits that refresh every five hours up to a weekly limit (https://gemini.google/us/subscriptions/; https://support.google.com/gemini/answer/16275805). The subscriptions page lists Spark under Ultra as first access in select countries, while the help page names Pro and Ultra. No free tier includes Spark. The page links a two-month trial offer whose terms were not read (checked 2026-10-12).", "priceSummary": "$19.99 / mo", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 on the pages read, and no public API to carry one (checked 2026-10-12).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-12" }, "docsUrl": "https://support.google.com/gemini/answer/17094507", "capabilities": [ "assistant.proactive", "assistant.accounts", "assistant.memory", "agent.mcp-client" ], "tags": [ "hosted", "consumer", "closed-source", "no-api", "beta", "ios", "android", "macos", "web", "browser-agent", "approvals", "mcp-client", "subscription", "trains-on-data-by-default" ], "lastRelease": "2026-05-19", "graded": true, "anchor": { "graded": true, "score": 24.5, "grade": "F", "agentReady": false, "rank": 974, "ranked": true, "rankOf": 986, "categoryRank": 18, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 9, "maintenance": 17, "payments": 10, "reliability": 14, "schema": 17, "security": 60, "transparency": 49 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": 0, "verdict": "Google's help pages state what Spark confirms before doing, how to delete its remote browser and code data, and the risks of prompt injection. Spark has no public API, Google calls it experimental, and it runs only with Keep Activity on, the setting under which chats are used for model training and human review.", "bestFor": "A person who already keeps mail, calendar and files in a personal Google Account and accepts Keep Activity being on.", "strengths": [ "Google says Spark asks for confirmation before sending communications, modifying data, making purchases, submitting web forms and using Sign in with Google", "Connected apps are off by default, and write actions through a custom MCP server need manual confirmation, per Google's help pages", "The help page names prompt injection, gives four examples of what an injected instruction could do, and says the safeguards do not guarantee protection", "Each task thread has a work panel listing completed and planned steps, files read or updated, schedules, and the skills and apps used", "Published limits of 15 running tasks and 50 active schedules, and plan prices of $19.99 to $199.99 a month in the US" ], "weaknesses": [ "No public API, SDK or MCP server for an outside agent was found. Spark is reached in the Gemini mobile app, the Mac app and gemini.google.com", "Google's help page calls Spark an experimental feature in early development, and the Privacy Hub calls it beta", "Spark runs only with Keep Activity on. With that setting on, Google uses activity to train generative AI models and human reviewers read some chats", "Chats already reviewed by human reviewers are kept for up to three years and are not deleted when the user deletes activity", "Google states that Gemini can perform bulk actions on private Google Tasks without confirmation", "The remote browser saves cookies holding website sign-in details for later sessions until the user deletes them or turns Spark off", "No status page or SLA for Spark was linked from the pages read, and the bug bounty site linked from Google's terms is drawn by script and was unread" ], "agentNotes": [ "Do not plan an integration against Spark. No public API or MCP server was found, and a person must hold a Google AI Pro or Ultra subscription", "Expect a confirmation request before sends, edits, purchases and web form submissions, and note that bulk changes to private Google Tasks run without one", "Delete remote browser data and remote code execution data in Gemini Spark Settings after a sensitive session. Deleting a task thread or Gemini Apps activity does not remove them", "Keep within 15 running tasks and 50 active schedules. A schedule does not run when 15 tasks are running or the usage limit is reached", "Treat every safety statement here as Google's own description. None was tested, and no message was sent to the service" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "F", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 24.5 } ], "editorialScores": { "ergonomics": 9, "maintenance": 17, "payments": 10, "reliability": 14, "schema": 17, "security": 60, "transparency": 44 }, "provenanceScore": 54 }, "letme": { "capability": "https://letme.dev/assistant.proactive", "tool": "https://letme.dev/gemini-spark" }, "area": "frameworks", "unitPrices": [ { "item": "Google AI Pro", "unit": "month", "usd": 19.99, "note": "US price, includes Spark with 4 times the standard usage limit" }, { "item": "Google AI Ultra (5x)", "unit": "month", "usd": 99.99, "note": "US price, 5 times the Pro usage limit" }, { "item": "Google AI Ultra (20x)", "unit": "month", "usd": 199.99, "note": "US price, 20 times the Pro usage limit" } ], "provenance": { "legalEntity": "Google LLC", "domain": "gemini.google", "domainRegistered": "", "endpointOnVendorDomain": null, "terms": "https://policies.google.com/terms", "privacy": "https://support.google.com/gemini/answer/13594961", "statusPage": "", "changelog": "https://gemini.google/us/release-notes/", "securityTxt": "none", "checked": "2026-10-12", "notes": [ "The Gemini Apps Privacy Notice says Gemini Apps are supplied by Google Ireland Limited in the European Economic Area and Switzerland and by Google LLC everywhere else. Spark is not available in the European Economic Area or Switzerland.", "Google's service-specific terms page lists Gemini Apps under the Google Terms of Service (effective 30 July 2026), the Generative AI Prohibited Use Policy and the Gemini Apps Agentic Calling Additional Terms of Service. The Generative AI Additional Terms of Service that the subscriptions page links say they stopped applying on 22 May 2024.", "The privacy link is the Gemini Apps Privacy Hub, which holds the Gemini Apps Privacy Notice (last updated 29 June 2026) and the Spark data questions (hub last updated 24 September 2026). The notice supplements the Google Privacy Policy at policies.google.com/privacy (effective 12 October 2026).", "No status page for Gemini Apps or Spark was linked from any page read.", "The release notes are the Gemini app's. Their only entry about Spark is dated 19 May 2026.", "gemini.google/.well-known/security.txt answered 404. Google's terms link bughunters.google.com as its safety and bug testing programmes. That site's home page is drawn by script and was unread.", "gemini.google is a name under Google's own .google top-level domain. Its registration date was not looked up.", "policies.google.com/robots.txt answered 404, read as no rules. The robots.txt files of gemini.google, support.google.com and bughunters.google.com allow the pages read." ], "score": 54 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/gemini-spark.json" }, "answer": "PicoClaw scores 46.1 (D) on agent readiness against Gemini Spark's 24.5 (F), and leads in 6 of 7 scored categories. Gemini Spark leads on security \u0026 auth.", "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": "Platform", "b": "Agent harness", "name": "Kind" }, { "a": "Google LLC", "b": "Sipeed", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "OAuth", "b": "None", "name": "Auth" }, { "a": "Paid", "b": "Free", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Proprietary hosted service under the Google Terms of Service", "b": "MIT", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "no", "name": "llms.txt" }, { "a": "2026-05-19", "b": "2026-07-03", "name": "Last release" }, { "a": "2026-07-30", "b": "no document linked", "name": "Terms last updated" }, { "a": "2026-09-24", "b": "no document linked", "name": "Privacy policy last updated" }, { "a": "yes, with an opt-out", "b": "", "name": "Customer content may train models" }, { "a": "yes", "b": "", "name": "Terms restrict automated access" }, { "a": "not found in the text", "b": "", "name": "Terms restrict benchmarking" }, { "a": "not found in the text", "b": "", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "none", "b": "30k stars", "name": "Popularity" } ], "faq": [ { "answer": "PicoClaw scores 46.1 (D) on agent readiness against Gemini Spark's 24.5 (F), and leads in 6 of 7 scored categories. Gemini Spark leads on security \u0026 auth.", "question": "Which is better for AI agents, Gemini Spark or PicoClaw?" }, { "answer": "No open-source release is listed for Gemini Spark. PicoClaw is open source (MIT).", "question": "Are Gemini Spark and PicoClaw open source?" } ], "goodFor": [ { "aheadOn": [ "Security \u0026 auth, 60 against 51" ], "also": [ "No incidents deducted, where PicoClaw loses 7 points for them" ], "goodFor": "A person who already keeps mail, calendar and files in a personal Google Account and accepts Keep Activity being on.", "slug": "gemini-spark", "watchFor": "No public API, SDK or MCP server for an outside agent was found. Spark is reached in the Gemini mobile app, the Mac app and gemini.google.com" }, { "aheadOn": [ "Reliability, 54 against 14", "Schema \u0026 documentation, 51 against 17", "Agent ergonomics, 66 against 9", "Payments \u0026 pricing, 60 against 10", "Maintenance \u0026 community, 22 against 17", "Transparency \u0026 trust, 56 against 49" ], "also": [ "No key needed to call it", "Free to start without a card", "Open source" ], "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-gemini-spark.json", "title": "AstrBot vs Gemini Spark", "url": "https://www.anchorterminal.com/compare/astrbot-vs-gemini-spark" }, { "json": "https://www.anchorterminal.com/compare/astrbot-vs-picoclaw.json", "title": "AstrBot vs PicoClaw", "url": "https://www.anchorterminal.com/compare/astrbot-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/cowagent-vs-gemini-spark.json", "title": "CowAgent vs Gemini Spark", "url": "https://www.anchorterminal.com/compare/cowagent-vs-gemini-spark" }, { "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-gemini-spark.json", "title": "GAIA vs Gemini Spark", "url": "https://www.anchorterminal.com/compare/gaia-vs-gemini-spark" }, { "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-grok-bot.json", "title": "Gemini Spark vs Grok Bot", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-grok-bot" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-haven.json", "title": "Gemini Spark vs Haven", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-haven" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-hermes-agent.json", "title": "Gemini Spark vs Hermes Agent", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-hermes-agent" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-instinct.json", "title": "Gemini Spark vs Instinct", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-instinct" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-ironclaw.json", "title": "Gemini Spark vs IronClaw", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-ironclaw" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-leon.json", "title": "Gemini Spark vs Leon", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-leon" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-lindy.json", "title": "Gemini Spark vs Lindy", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-lindy" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-nanobot.json", "title": "Gemini Spark vs nanobot", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-nanobot" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-nanoclaw.json", "title": "Gemini Spark vs NanoClaw", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-nanoclaw" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-openai-dots.json", "title": "Gemini Spark vs Dots", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-openai-dots" }, { "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-poke.json", "title": "Gemini Spark vs Poke", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-poke" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-qwenpaw.json", "title": "Gemini Spark vs QwenPaw", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-qwenpaw" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-zeroclaw.json", "title": "Gemini Spark vs ZeroClaw", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-zeroclaw" }, { "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-zo-computer.json", "title": "Gemini Spark vs Zo Computer", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-zo-computer" }, { "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-picoclaw.json", "title": "Haven vs PicoClaw", "url": "https://www.anchorterminal.com/compare/haven-vs-picoclaw" }, { "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-picoclaw.json", "title": "Instinct vs PicoClaw", "url": "https://www.anchorterminal.com/compare/instinct-vs-picoclaw" }, { "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-picoclaw.json", "title": "Leon vs PicoClaw", "url": "https://www.anchorterminal.com/compare/leon-vs-picoclaw" }, { "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-picoclaw.json", "title": "nanobot vs PicoClaw", "url": "https://www.anchorterminal.com/compare/nanobot-vs-picoclaw" }, { "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-picoclaw.json", "title": "Dots vs PicoClaw", "url": "https://www.anchorterminal.com/compare/openai-dots-vs-picoclaw" }, { "json": "https://www.anchorterminal.com/compare/openclaw-vs-picoclaw.json", "title": "OpenClaw vs PicoClaw", "url": "https://www.anchorterminal.com/compare/openclaw-vs-picoclaw" }, { "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": 40, "edge": "picoclaw", "gemini-spark": 14, "key": "reliability", "name": "Reliability", "picoclaw": 54, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 34, "edge": "picoclaw", "gemini-spark": 17, "key": "schema", "name": "Schema \u0026 documentation", "picoclaw": 51, "weight": 13 }, { "by": 57, "edge": "picoclaw", "gemini-spark": 9, "key": "ergonomics", "name": "Agent ergonomics", "picoclaw": 66, "weight": 13 }, { "by": 9, "edge": "gemini-spark", "gemini-spark": 60, "key": "security", "name": "Security \u0026 auth", "picoclaw": 51, "weight": 14 }, { "by": 50, "edge": "picoclaw", "gemini-spark": 10, "key": "payments", "name": "Payments \u0026 pricing", "picoclaw": 60, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 5, "edge": "picoclaw", "gemini-spark": 17, "key": "maintenance", "name": "Maintenance \u0026 community", "picoclaw": 22, "weight": 7 }, { "by": 7, "edge": "picoclaw", "gemini-spark": 49, "key": "transparency", "name": "Transparency \u0026 trust", "picoclaw": 56, "weight": 7 } ], "summary": "PicoClaw scores 46.1 (D) on agent readiness against Gemini Spark's 24.5 (F), and leads in 6 of 7 scored categories. Gemini Spark leads on security \u0026 auth. Both do assistant proactive.", "verdicts": { "gemini-spark": "Google's help pages state what Spark confirms before doing, how to delete its remote browser and code data, and the risks of prompt injection. Spark has no public API, Google calls it experimental, and it runs only with Keep Activity on, the setting under which chats are used for model training and human review.", "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." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/gemini-spark-vs-picoclaw", "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-picoclaw.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/gemini-spark-vs-picoclaw.md", "slim": "https://www.anchorterminal.com/compare/gemini-spark-vs-picoclaw.min.md" }, "markdown": "PicoClaw scores 46.1 (D) on agent readiness against Gemini Spark's 24.5 (F), and leads in 6 of 7 scored categories. Gemini Spark leads on security \u0026 auth. Both do assistant proactive.\n\n- Gemini Spark: grade F, 24.5/100, rank #974 of 986. Markdown https://www.anchorterminal.com/tools/gemini-spark.md · JSON https://www.anchorterminal.com/api/v1/tools/gemini-spark.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### Gemini Spark (F)\n\nGood for: A person who already keeps mail, calendar and files in a personal Google Account and accepts Keep Activity being on.\n\nAhead on:\n- Security \u0026 auth, 60 against 51\n\nAlso in its favour:\n- No incidents deducted, where PicoClaw loses 7 points for them\n\nWatch for: No public API, SDK or MCP server for an outside agent was found. Spark is reached in the Gemini mobile app, the Mac app and gemini.google.com\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\nAhead on:\n- Reliability, 54 against 14\n- Schema \u0026 documentation, 51 against 17\n- Agent ergonomics, 66 against 9\n- Payments \u0026 pricing, 60 against 10\n- Maintenance \u0026 community, 22 against 17\n- Transparency \u0026 trust, 56 against 49\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: 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 | Gemini Spark | PicoClaw | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 14 | 54 | PicoClaw +40 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 17 | 51 | PicoClaw +34 |\n| Agent ergonomics | 13% (16.2 this run) | 9 | 66 | PicoClaw +57 |\n| Security \u0026 auth | 14% (17.5 this run) | 60 | 51 | Gemini Spark +9 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 10 | 60 | PicoClaw +50 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 17 | 22 | PicoClaw +5 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 49 | 56 | PicoClaw +7 |\n| Negative events | ≤15 | 0 | -7 | |\n| **Total** | | **24.5 · F** | **46.1 · D** | |\n\n## Facts side by side\n\n| Fact | Gemini Spark | PicoClaw |\n| --- | --- | --- |\n| Kind | Platform | Agent harness |\n| Vendor | Google LLC | Sipeed |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | OAuth | None |\n| Pricing | Paid | Free |\n| x402 | no | no |\n| Licence | Proprietary hosted service under the Google Terms of Service | MIT |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| Last release | 2026-05-19 | 2026-07-03 |\n| Terms last updated | 2026-07-30 | no document linked |\n| Privacy policy last updated | 2026-09-24 | no document linked |\n| Customer content may train models | yes, with an opt-out | |\n| Terms restrict automated access | yes | |\n| Terms restrict benchmarking | not found in the text | |\n| Terms or service can change without notice | not found in the text | |\n| Arbitration or class-action waiver | not found in the text | |\n| Popularity | none | 30k stars |\n\n## Verdicts\n\n**Gemini Spark.** Google's help pages state what Spark confirms before doing, how to delete its remote browser and code data, and the risks of prompt injection. Spark has no public API, Google calls it experimental, and it runs only with Keep Activity on, the setting under which chats are used for model training and human review.\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### Gemini Spark\n\n1. Do not plan an integration against Spark. No public API or MCP server was found, and a person must hold a Google AI Pro or Ultra subscription\n2. Expect a confirmation request before sends, edits, purchases and web form submissions, and note that bulk changes to private Google Tasks run without one\n3. Delete remote browser data and remote code execution data in Gemini Spark Settings after a sensitive session. Deleting a task thread or Gemini Apps activity does not remove them\n4. Keep within 15 running tasks and 50 active schedules. A schedule does not run when 15 tasks are running or the usage limit is reached\n5. Treat every safety statement here as Google's own description. None was tested, and no message was sent to the service\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, Gemini Spark or PicoClaw?\n\nPicoClaw scores 46.1 (D) on agent readiness against Gemini Spark's 24.5 (F), and leads in 6 of 7 scored categories. Gemini Spark leads on security \u0026 auth.\n\n### Are Gemini Spark and PicoClaw open source?\n\nNo open-source release is listed for Gemini Spark. PicoClaw is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/gemini-spark-vs-picoclaw.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gemini-spark-vs-picoclaw.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"gemini-spark\", \"b\": \"picoclaw\"}`. From a terminal: `anchor compare gemini-spark picoclaw`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gemini-spark.json and https://www.anchorterminal.com/api/v1/tools/picoclaw.json\n\n## Other comparisons with Gemini Spark or PicoClaw\n\n- [AstrBot vs Gemini Spark](https://www.anchorterminal.com/compare/astrbot-vs-gemini-spark.md)\n- [AstrBot vs PicoClaw](https://www.anchorterminal.com/compare/astrbot-vs-picoclaw.md)\n- [CowAgent vs Gemini Spark](https://www.anchorterminal.com/compare/cowagent-vs-gemini-spark.md)\n- [CowAgent vs PicoClaw](https://www.anchorterminal.com/compare/cowagent-vs-picoclaw.md)\n- [GAIA vs Gemini Spark](https://www.anchorterminal.com/compare/gaia-vs-gemini-spark.md)\n- [GAIA vs PicoClaw](https://www.anchorterminal.com/compare/gaia-vs-picoclaw.md)\n- [Gemini Spark vs Grok Bot](https://www.anchorterminal.com/compare/gemini-spark-vs-grok-bot.md)\n- [Gemini Spark vs Haven](https://www.anchorterminal.com/compare/gemini-spark-vs-haven.md)\n- [Gemini Spark vs Hermes Agent](https://www.anchorterminal.com/compare/gemini-spark-vs-hermes-agent.md)\n- [Gemini Spark vs Instinct](https://www.anchorterminal.com/compare/gemini-spark-vs-instinct.md)\n- [Gemini Spark vs IronClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-ironclaw.md)\n- [Gemini Spark vs Leon](https://www.anchorterminal.com/compare/gemini-spark-vs-leon.md)\n- [Gemini Spark vs Lindy](https://www.anchorterminal.com/compare/gemini-spark-vs-lindy.md)\n- [Gemini Spark vs nanobot](https://www.anchorterminal.com/compare/gemini-spark-vs-nanobot.md)\n- [Gemini Spark vs NanoClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-nanoclaw.md)\n- [Gemini Spark vs Dots](https://www.anchorterminal.com/compare/gemini-spark-vs-openai-dots.md)\n- [Gemini Spark vs OpenClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-openclaw.md)\n- [Gemini Spark vs Poke](https://www.anchorterminal.com/compare/gemini-spark-vs-poke.md)\n- [Gemini Spark vs QwenPaw](https://www.anchorterminal.com/compare/gemini-spark-vs-qwenpaw.md)\n- [Gemini Spark vs ZeroClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-zeroclaw.md)\n- [Gemini Spark vs Zo Computer](https://www.anchorterminal.com/compare/gemini-spark-vs-zo-computer.md)\n- [Grok Bot vs PicoClaw](https://www.anchorterminal.com/compare/grok-bot-vs-picoclaw.md)\n- [Haven vs PicoClaw](https://www.anchorterminal.com/compare/haven-vs-picoclaw.md)\n- [Hermes Agent vs PicoClaw](https://www.anchorterminal.com/compare/hermes-agent-vs-picoclaw.md)\n- [Instinct vs PicoClaw](https://www.anchorterminal.com/compare/instinct-vs-picoclaw.md)\n- [IronClaw vs PicoClaw](https://www.anchorterminal.com/compare/ironclaw-vs-picoclaw.md)\n- [Leon vs PicoClaw](https://www.anchorterminal.com/compare/leon-vs-picoclaw.md)\n- [Lindy vs PicoClaw](https://www.anchorterminal.com/compare/lindy-vs-picoclaw.md)\n- [nanobot vs PicoClaw](https://www.anchorterminal.com/compare/nanobot-vs-picoclaw.md)\n- [NanoClaw vs PicoClaw](https://www.anchorterminal.com/compare/nanoclaw-vs-picoclaw.md)\n- [Dots vs PicoClaw](https://www.anchorterminal.com/compare/openai-dots-vs-picoclaw.md)\n- [OpenClaw vs PicoClaw](https://www.anchorterminal.com/compare/openclaw-vs-picoclaw.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", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-12", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.4", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Gemini Spark vs PicoClaw", "url": "" } ], "description": "PicoClaw scores 46.1 (D) to Gemini Spark's 24.5 (F) for assistant proactive. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Gemini Spark F 24.5", "PicoClaw D 46.1", "scores" ], "h1": "Gemini Spark vs PicoClaw", "image": "https://www.anchorterminal.com/assets/og/compare-gemini-spark-vs-picoclaw.png", "path": "/compare/gemini-spark-vs-picoclaw", "published": "2026-10-01", "section": "tools", "title": "Gemini Spark vs PicoClaw for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-12", "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-picoclaw" }, "tokens": { "markdown": 2700, "slim": 680 }, "version": 1 }