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Head to head · Assistant proactive · October 2026 research run

GAIA vs PicoClaw

GAIA scores 49.5 (D) on agent readiness against PicoClaw's 46.1 (D), and leads in 4 of 7 scored categories. PicoClaw leads on agent ergonomics and payments & pricing. Both do assistant proactive.

Best AI personal assistants that act for one person · All 190 assistants comparisons

GAIAThe Experience Company · Platform D49.5/100#813 of 986 PicoClawSipeed · Agent harness D46.1/100#879 of 986

Which one, for what

GAIA D

Best for It suits one person who wants mail triage, meeting briefs, todos and scheduled workflows from one assistant reachable on WhatsApp, Telegram, Slack, Discord or iMessage, and who wants to read the source.

Ahead on

  • Reliability, 67 against 54
  • Maintenance & community, 78 against 22

Watch for

The default approval mode in the source is always_allow, commented as nothing gated, while the privacy policy and the 26 August release notes say destructive actions wait for approval.

PicoClaw D

Best 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.

Ahead on

  • Agent ergonomics, 66 against 54
  • Payments & pricing, 60 against 20

Also in its favour

  • No key needed to call it
  • Free to start without a card
  • Open source

Watch 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

Score by category

CategoryWeight this runGAIAPicoClawEdge
Reliability16%206754GAIA +13
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25151even
Agent ergonomics13%16.25466PicoClaw +12
Security & auth14%17.55451GAIA +3
Payments & pricing10%12.52060PicoClaw +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87822GAIA +56
Transparency & trust7%8.86056GAIA +4
Negative events≤15-5-7
TotalD 49.5/100D 46.1/100

Facts side by side

FactGAIAPicoClaw
KindPlatformAgent harness
VendorThe Experience CompanySipeed
Hosted endpointno (local only)no (local only)
Transports
AuthOAuthNone
PricingPaidFree
x402nono
LicencePolyForm-Noncommercial-1.0.0MIT
Read-only variant documentednono
llms.txtyesno
Last release2026-09-142026-07-03
Terms last updated2026-08-14no document linked
Privacy policy last updated2026-08-07no document linked
Customer content may train modelsnot found in the text
Terms restrict automated accessyes
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticeyes
Arbitration or class-action waiveryes
Popularity308 stars30k stars

Verdicts

GAIA

GAIA's source is public, so its approval gate, memory store and token handling can be read. Three approval modes and per-tool overrides exist, but the default mode in the source runs every action unasked, which the privacy policy and release notes do not say. Pro costs $30 a month and self-hosting is limited to noncommercial use.

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.

Before you call either

GAIA

  1. Set Settings > Approvals to Always ask or Auto before connecting mail. The default in the source runs every action, including send and delete, without asking.
  2. Expect no public API on the hosted service. The backend turns off its OpenAPI document in production, so reach GAIA through its apps, bots or CLI.
  3. Check the plan before relying on the hosted service. The README and docs describe a Free plan, and the pricing page says GAIA is a paid product.
  4. For self-hosting, prepare Docker, Node.js 20, a WorkOS account and a model key first, and confirm the use is noncommercial under the licence.
  5. Add outside tools as MCP servers by URL on the Integrations page. GAIA asks before adding a server in every approval mode.

PicoClaw

  1. Set allow_from to the owner's user ID on every channel before starting the gateway. An empty list accepts messages from anyone
  2. Set tools.exec.allow_remote to false unless chats must run shell commands. The shipped default is true, whatever docs/guides/configuration.md says
  3. Set isolation.enabled to true on Linux (needs bwrap) or run in a container. The deny patterns do not inspect child processes
  4. Use PICOCLAW_KEY_PASSPHRASE for credential encryption. One docs page names PICOCLAW_CREDENTIAL_PASSPHRASE, which the source does not read
  5. Treat the README's ClawdChat line (read a remote skill file and follow it) as untrusted third-party instructions

Questions

Which is better for AI agents, GAIA or PicoClaw?

GAIA scores 49.5 (D) on agent readiness against PicoClaw's 46.1 (D), and leads in 4 of 7 scored categories. PicoClaw leads on agent ergonomics and payments & pricing.

Are GAIA and PicoClaw open source?

No open-source release is listed for GAIA. PicoClaw is open source (MIT).

Other comparisons with GAIA or PicoClaw

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