# Leon vs PicoClaw > PicoClaw scores 46.1 (D) to Leon's 41 (E) for assistant proactive. Prices, MCP, x402, uptime and agent notes side by side. - Canonical: https://www.anchorterminal.com/compare/leon-vs-picoclaw - Markdown: https://www.anchorterminal.com/compare/leon-vs-picoclaw.md (~2,500 tokens) - Slim: https://www.anchorterminal.com/compare/leon-vs-picoclaw.min.md (~480 tokens, same facts, less prose, for token-sensitive contexts) - JSON: https://www.anchorterminal.com/compare/leon-vs-picoclaw.json (this page as data, same URL with Accept: application/json) - Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt) - API: https://www.anchorterminal.com/api/v1/index.json - Updated: 2026-10-12 PicoClaw scores 46.1 (D) on agent readiness against Leon's 41 (E), and leads in 5 of 7 scored categories. Both do assistant proactive. - Leon: grade E, 41/100, rank #934 of 986. Markdown https://www.anchorterminal.com/tools/leon.md · JSON https://www.anchorterminal.com/api/v1/tools/leon.json - 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 - Best AI personal assistants that act for one person: https://www.anchorterminal.com/best/personal-assistants/index.md - All 190 assistants comparisons: https://www.anchorterminal.com/compare/personal-assistants/index.md ## Which one, for what ### Leon (E) Good for: A developer who wants a self-hosted assistant with memory, computer use and a local model, and who will read the source. Also in its favour: - No incidents deducted, where PicoClaw loses 7 points for them Watch for: No tagged release of the core since 1.0.0-beta.8 on 1 May 2023. The 2.0 Developer Preview is installed by cloning the develop branch ### PicoClaw (D) Good 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: - Reliability, 54 against 32 - Schema & documentation, 51 against 33 - Agent ergonomics, 66 against 57 - Security & auth, 51 against 34 - Maintenance & community, 22 against 15 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 | Category | Weight | Leon | PicoClaw | Edge | | --- | --- | --- | --- | --- | | Reliability | 16% (20 this run) | 32 | 54 | PicoClaw +22 | | Performance | 10%, pending | pending | pending | not scored in this run | | Schema & documentation | 13% (16.2 this run) | 33 | 51 | PicoClaw +18 | | Agent ergonomics | 13% (16.2 this run) | 57 | 66 | PicoClaw +9 | | Security & auth | 14% (17.5 this run) | 34 | 51 | PicoClaw +17 | | Payments & pricing | 10% (12.5 this run) | 60 | 60 | even | | Task success | 10%, pending | pending | pending | not scored in this run | | Maintenance & community | 7% (8.8 this run) | 15 | 22 | PicoClaw +7 | | Transparency & trust | 7% (8.8 this run) | 60 | 56 | Leon +4 | | Negative events | ≤15 | 0 | -7 | | | **Total** | | **41 · E** | **46.1 · D** | | ## Facts side by side | Fact | Leon | PicoClaw | | --- | --- | --- | | Kind | Agent harness | Agent harness | | Vendor | Louis Grenard (Leon AI) | Sipeed | | Hosted endpoint | no (local only) | no (local only) | | Transports | | | | Auth | None | None | | Pricing | Free | Free | | x402 | no | no | | Licence | MIT | MIT | | Read-only variant documented | no | no | | llms.txt | no | no | | Last release | 2023-05-01 | 2026-07-03 | | Terms last updated | no document linked | no document linked | | Privacy policy last updated | no document linked | no document linked | | Customer content may train models | | | | Terms restrict automated access | | | | Terms restrict benchmarking | | | | Terms or service can change without notice | | | | Arbitration or class-action waiver | | | | Popularity | 18k stars | 30k stars | ## Verdicts **Leon.** Connected-app credentials are encrypted per profile and the Gmail connection is read-only. The 2.0 Developer Preview has no tagged release, runs tools and a 30-minute proactive pulse with no approval step, listens on every network interface with client authentication off, and sends telemetry by default. **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 ### Leon 1. Clone the develop branch for 2.0. `npm install --global @leon-ai/cli` and docs.getleon.ai install and describe the legacy 1.0 betas 2. Set `client_interface.auth.enabled: true` and a `LEON_PROFILE_TOKEN` before the machine joins a shared network. The server binds 0.0.0.0 3. Set `telemetry_enabled: false` and `runtime.pulse_enabled: false` in the profile `config.yml` for an unattended or private run 4. Use `availability.tools.allowed` to limit tools. Shell, file writes, computer use and browser control are otherwise available to the agent with no approval prompt 5. Back up `LEON_CONNECTIONS_ENCRYPTION_KEY` from the profile `.env`. Without it the stored connections cannot be read ### 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, Leon or PicoClaw? PicoClaw scores 46.1 (D) on agent readiness against Leon's 41 (E), and leads in 5 of 7 scored categories. ### Are Leon and PicoClaw open source? Yes. Leon is open source (MIT). PicoClaw is open source (MIT). ## For agents - This comparison as JSON: https://www.anchorterminal.com/compare/leon-vs-picoclaw.json, and with the fewest tokens: https://www.anchorterminal.com/compare/leon-vs-picoclaw.min.md - Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "leon", "b": "picoclaw"}`. From a terminal: `anchor compare leon picoclaw` - Each listing in full: https://www.anchorterminal.com/api/v1/tools/leon.json and https://www.anchorterminal.com/api/v1/tools/picoclaw.json ## Other comparisons with Leon or PicoClaw - [AstrBot vs Leon](https://www.anchorterminal.com/compare/astrbot-vs-leon.md) - [AstrBot vs PicoClaw](https://www.anchorterminal.com/compare/astrbot-vs-picoclaw.md) - [CowAgent vs Leon](https://www.anchorterminal.com/compare/cowagent-vs-leon.md) - [CowAgent vs PicoClaw](https://www.anchorterminal.com/compare/cowagent-vs-picoclaw.md) - [GAIA vs Leon](https://www.anchorterminal.com/compare/gaia-vs-leon.md) - [GAIA vs PicoClaw](https://www.anchorterminal.com/compare/gaia-vs-picoclaw.md) - [Gemini Spark vs Leon](https://www.anchorterminal.com/compare/gemini-spark-vs-leon.md) - [Gemini Spark vs PicoClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-picoclaw.md) - [Grok Bot vs Leon](https://www.anchorterminal.com/compare/grok-bot-vs-leon.md) - [Grok Bot vs PicoClaw](https://www.anchorterminal.com/compare/grok-bot-vs-picoclaw.md) - [Haven vs Leon](https://www.anchorterminal.com/compare/haven-vs-leon.md) - [Haven vs PicoClaw](https://www.anchorterminal.com/compare/haven-vs-picoclaw.md) - [Hermes Agent vs Leon](https://www.anchorterminal.com/compare/hermes-agent-vs-leon.md) - [Hermes Agent vs PicoClaw](https://www.anchorterminal.com/compare/hermes-agent-vs-picoclaw.md) - [Instinct vs Leon](https://www.anchorterminal.com/compare/instinct-vs-leon.md) - [Instinct vs PicoClaw](https://www.anchorterminal.com/compare/instinct-vs-picoclaw.md) - [IronClaw vs Leon](https://www.anchorterminal.com/compare/ironclaw-vs-leon.md) - [IronClaw vs PicoClaw](https://www.anchorterminal.com/compare/ironclaw-vs-picoclaw.md) - [Leon vs Lindy](https://www.anchorterminal.com/compare/leon-vs-lindy.md) - [Leon vs nanobot](https://www.anchorterminal.com/compare/leon-vs-nanobot.md) - [Leon vs NanoClaw](https://www.anchorterminal.com/compare/leon-vs-nanoclaw.md) - [Leon vs Dots](https://www.anchorterminal.com/compare/leon-vs-openai-dots.md) - [Leon vs OpenClaw](https://www.anchorterminal.com/compare/leon-vs-openclaw.md) - [Leon vs Poke](https://www.anchorterminal.com/compare/leon-vs-poke.md) - [Leon vs QwenPaw](https://www.anchorterminal.com/compare/leon-vs-qwenpaw.md) - [Leon vs ZeroClaw](https://www.anchorterminal.com/compare/leon-vs-zeroclaw.md) - [Leon vs Zo Computer](https://www.anchorterminal.com/compare/leon-vs-zo-computer.md) - [Lindy vs PicoClaw](https://www.anchorterminal.com/compare/lindy-vs-picoclaw.md) - [nanobot vs PicoClaw](https://www.anchorterminal.com/compare/nanobot-vs-picoclaw.md) - [NanoClaw vs PicoClaw](https://www.anchorterminal.com/compare/nanoclaw-vs-picoclaw.md) - [Dots vs PicoClaw](https://www.anchorterminal.com/compare/openai-dots-vs-picoclaw.md) - [OpenClaw vs PicoClaw](https://www.anchorterminal.com/compare/openclaw-vs-picoclaw.md) - [PicoClaw vs Poke](https://www.anchorterminal.com/compare/picoclaw-vs-poke.md) - [PicoClaw vs QwenPaw](https://www.anchorterminal.com/compare/picoclaw-vs-qwenpaw.md) - [PicoClaw vs ZeroClaw](https://www.anchorterminal.com/compare/picoclaw-vs-zeroclaw.md) - [PicoClaw vs Zo Computer](https://www.anchorterminal.com/compare/picoclaw-vs-zo-computer.md)