MCPHub LabRegistrysipeed/picoclaw
sipeed

sipeed/picoclaw

Built by sipeed β€’ 26,346 stars

What is sipeed/picoclaw?

Tiny, Fast, and Deployable anywhere β€” automate the mundane, unleash your creativity

How to use sipeed/picoclaw?

1. Install a compatible MCP client (like Claude Desktop). 2. Open your configuration settings. 3. Add sipeed/picoclaw using the following command: npx @modelcontextprotocol/sipeed-picoclaw 4. Restart the client and verify the new tools are active.
πŸ›‘οΈ Scoped (Restricted)
npx @modelcontextprotocol/sipeed-picoclaw --scope restricted
πŸ”“ Unrestricted Access
npx @modelcontextprotocol/sipeed-picoclaw

Key Features

Native MCP Protocol Support
Real-time Tool Activation & Execution
Verified High-performance Implementation
Secure Resource & Context Handling

Optimized Use Cases

Extending AI models with custom local capabilities
Automating system workflows via natural language
Connecting external data sources to LLM context windows

sipeed/picoclaw FAQ

Q

Is sipeed/picoclaw safe?

Yes, sipeed/picoclaw follows the standardized Model Context Protocol security patterns and only executes tools with explicit user-granted permissions.

Q

Is sipeed/picoclaw up to date?

sipeed/picoclaw is currently active in the registry with 26,346 stars on GitHub, indicating its reliability and community support.

Q

Are there any limits for sipeed/picoclaw?

Usage limits depend on the specific implementation of the MCP server and your system resources. Refer to the official documentation below for technical details.

Official Documentation

View on GitHub
<div align="center"> <img src="assets/logo.webp" alt="PicoClaw" width="512"> <h1>PicoClaw: Ultra-Efficient AI Assistant in Go</h1> <h3>$10 Hardware Β· 10MB RAM Β· ms Boot Β· Let's Go, PicoClaw!</h3> <p> <img src="https://img.shields.io/badge/Go-1.25+-00ADD8?style=flat&logo=go&logoColor=white" alt="Go"> <img src="https://img.shields.io/badge/Arch-x86__64%2C%20ARM64%2C%20MIPS%2C%20RISC--V%2C%20LoongArch-blue" alt="Hardware"> <img src="https://img.shields.io/badge/license-MIT-green" alt="License"> <br> <a href="https://picoclaw.io"><img src="https://img.shields.io/badge/Website-picoclaw.io-blue?style=flat&logo=google-chrome&logoColor=white" alt="Website"></a> <a href="https://docs.picoclaw.io/"><img src="https://img.shields.io/badge/Docs-Official-007acc?style=flat&logo=read-the-docs&logoColor=white" alt="Docs"></a> <a href="https://deepwiki.com/sipeed/picoclaw"><img src="https://img.shields.io/badge/Wiki-DeepWiki-FFA500?style=flat&logo=wikipedia&logoColor=white" alt="Wiki"></a> <br> <a href="https://x.com/SipeedIO"><img src="https://img.shields.io/badge/X_(Twitter)-SipeedIO-black?style=flat&logo=x&logoColor=white" alt="Twitter"></a> <a href="./assets/wechat.png"><img src="https://img.shields.io/badge/WeChat-Group-41d56b?style=flat&logo=wechat&logoColor=white"></a> <a href="https://discord.gg/V4sAZ9XWpN"><img src="https://img.shields.io/badge/Discord-Community-4c60eb?style=flat&logo=discord&logoColor=white" alt="Discord"></a> </p>

δΈ­ζ–‡ | ζ—₯本θͺž | PortuguΓͺs | TiαΊΏng Việt | FranΓ§ais | Italiano | Bahasa Indonesia | Malay | English

</div>

PicoClaw is an independent open-source project initiated by Sipeed, written entirely in Go from scratch β€” not a fork of OpenClaw, NanoBot, or any other project.

PicoClaw is an ultra-lightweight personal AI assistant inspired by NanoBot. It was rebuilt from the ground up in Go through a "self-bootstrapping" process β€” the AI Agent itself drove the architecture migration and code optimization.

Runs on $10 hardware with <10MB RAM β€” that's 99% less memory than OpenClaw and 98% cheaper than a Mac mini!

<table align="center"> <tr align="center"> <td align="center" valign="top"> <p align="center"> <img src="assets/picoclaw_mem.gif" width="360" height="240"> </p> </td> <td align="center" valign="top"> <p align="center"> <img src="assets/licheervnano.png" width="400" height="240"> </p> </td> </tr> </table>

[!CAUTION] Security Notice

  • NO CRYPTO: PicoClaw has not issued any official tokens or cryptocurrency. All claims on pump.fun or other trading platforms are scams.
  • OFFICIAL DOMAIN: The ONLY official website is picoclaw.io, and company website is sipeed.com
  • BEWARE: Many .ai/.org/.com/.net/... domains have been registered by third parties. Do not trust them.
  • NOTE: PicoClaw is in early rapid development. There may be unresolved security issues. Do not deploy to production before v1.0.
  • NOTE: PicoClaw has recently merged many PRs. Recent builds may use 10-20MB RAM. Resource optimization is planned after feature stabilization.

πŸ“’ News

2026-03-31 πŸ“± Android Support! PicoClaw now runs on Android! Download the APK at picoclaw.io

2026-03-25 πŸš€ v0.2.4 Released! Agent architecture overhaul (SubTurn, Hooks, Steering, EventBus), WeChat/WeCom integration, security hardening (.security.yml, sensitive data filtering), new providers (AWS Bedrock, Azure, Xiaomi MiMo), and 35 bug fixes. PicoClaw has reached 26K Stars!

2026-03-17 πŸš€ v0.2.3 Released! System tray UI (Windows & Linux), sub-agent status query (spawn_status), experimental Gateway hot-reload, Cron security gating, and 2 security fixes. PicoClaw has reached 25K Stars!

2026-03-09 πŸŽ‰ v0.2.1 β€” Biggest update yet! MCP protocol support, 4 new channels (Matrix/IRC/WeCom/Discord Proxy), 3 new providers (Kimi/Minimax/Avian), vision pipeline, JSONL memory store, model routing.

2026-02-28 πŸ“¦ v0.2.0 released with Docker Compose and Web UI Launcher support.

<details> <summary>Earlier news...</summary>

2026-02-26 πŸŽ‰ PicoClaw hits 20K Stars in just 17 days! Channel auto-orchestration and capability interfaces are live.

2026-02-16 πŸŽ‰ PicoClaw breaks 12K Stars in one week! Community maintainer roles and Roadmap officially launched.

2026-02-13 πŸŽ‰ PicoClaw breaks 5000 Stars in 4 days! Project roadmap and developer groups in progress.

2026-02-09 πŸŽ‰ PicoClaw Released! Built in 1 day to bring AI Agents to $10 hardware with <10MB RAM. Let's Go, PicoClaw!

</details>

✨ Features

πŸͺΆ Ultra-lightweight: Core memory footprint <10MB β€” 99% smaller than OpenClaw.*

πŸ’° Minimal cost: Efficient enough to run on $10 hardware β€” 98% cheaper than a Mac mini.

⚑️ Lightning-fast boot: 400x faster startup. Boots in <1s even on a 0.6GHz single-core processor.

🌍 Truly portable: Single binary across RISC-V, ARM, MIPS, and x86 architectures. One binary, runs everywhere!

πŸ€– AI-bootstrapped: Pure Go native implementation β€” 95% of core code was generated by an Agent and fine-tuned through human-in-the-loop review.

πŸ”Œ MCP support: Native Model Context Protocol integration β€” connect any MCP server to extend Agent capabilities.

πŸ‘οΈ Vision pipeline: Send images and files directly to the Agent β€” automatic base64 encoding for multimodal LLMs.

🧠 Smart routing: Rule-based model routing β€” simple queries go to lightweight models, saving API costs.

*Recent builds may use 10-20MB due to rapid PR merges. Resource optimization is planned. Boot speed comparison based on 0.8GHz single-core benchmarks (see table below).

<div align="center">
OpenClawNanoBotPicoClaw
LanguageTypeScriptPythonGo
RAM>1GB>100MB< 10MB*
Boot time</br>(0.8GHz core)>500s>30s<1s
CostMac Mini $599Most Linux boards ~$50Any Linux board</br>from $10
<img src="assets/compare.jpg" alt="PicoClaw" width="512"> </div>

Hardware Compatibility List β€” See all tested boards, from $5 RISC-V to Raspberry Pi to Android phones. Your board not listed? Submit a PR!

<p align="center"> <img src="assets/hardware-banner.jpg" alt="PicoClaw Hardware Compatibility" width="100%"> </p>

🦾 Demonstration

πŸ› οΈ Standard Assistant Workflows

<table align="center"> <tr align="center"> <th><p align="center">Full-Stack Engineer Mode</p></th> <th><p align="center">Logging & Planning</p></th> <th><p align="center">Web Search & Learning</p></th> </tr> <tr> <td align="center"><p align="center"><img src="assets/picoclaw_code.gif" width="240" height="180"></p></td> <td align="center"><p align="center"><img src="assets/picoclaw_memory.gif" width="240" height="180"></p></td> <td align="center"><p align="center"><img src="assets/picoclaw_search.gif" width="240" height="180"></p></td> </tr> <tr> <td align="center">Develop Β· Deploy Β· Scale</td> <td align="center">Schedule Β· Automate Β· Remember</td> <td align="center">Discover Β· Insights Β· Trends</td> </tr> </table>

🐜 Innovative Low-Footprint Deployment

PicoClaw can be deployed on virtually any Linux device!

https://private-user-images.githubusercontent.com/83055338/547056448-e7b031ff-d6f5-4468-bcca-5726b6fecb5c.mp4

🌟 More Deployment Cases Await!

πŸ“¦ Install

Download from picoclaw.io (Recommended)

Visit picoclaw.io β€” the official website auto-detects your platform and provides one-click download. No need to manually pick an architecture.

Download precompiled binary

Alternatively, download the binary for your platform from the GitHub Releases page.

Build from source (for development)

git clone https://github.com/sipeed/picoclaw.git

cd picoclaw
make deps

# Build core binary
make build

# Build Web UI Launcher (required for WebUI mode)
make build-launcher

# Build for multiple platforms
make build-all

# Build for Raspberry Pi Zero 2 W (32-bit: make build-linux-arm; 64-bit: make build-linux-arm64)
make build-pi-zero

# Build and install
make install

Raspberry Pi Zero 2 W: Use the binary that matches your OS: 32-bit Raspberry Pi OS -> make build-linux-arm; 64-bit -> make build-linux-arm64. Or run make build-pi-zero to build both.

πŸš€ Quick Start Guide

🌐 WebUI Launcher (Recommended for Desktop)

The WebUI Launcher provides a browser-based interface for configuration and chat. This is the easiest way to get started β€” no command-line knowledge required.

Option 1: Double-click (Desktop)

After downloading from picoclaw.io, double-click picoclaw-launcher (or picoclaw-launcher.exe on Windows). Your browser will open automatically at http://localhost:18800.

Option 2: Command line

picoclaw-launcher
# Open http://localhost:18800 in your browser

[!TIP] Remote access / Docker / VM: Add the -public flag to listen on all interfaces:

picoclaw-launcher -public
<p align="center"> <img src="assets/launcher-webui.jpg" alt="WebUI Launcher" width="600"> </p>

Getting started:

Open the WebUI, then: 1) Configure a Provider (add your LLM API key) -> 2) Configure a Channel (e.g., Telegram) -> 3) Start the Gateway -> 4) Chat!

For detailed WebUI documentation, see docs.picoclaw.io.

<details> <summary><b>Docker (alternative)</b></summary>
# 1. Clone this repo
git clone https://github.com/sipeed/picoclaw.git
cd picoclaw

# 2. First run β€” auto-generates docker/data/config.json then exits
#    (only triggers when both config.json and workspace/ are missing)
docker compose -f docker/docker-compose.yml --profile launcher up
# The container prints "First-run setup complete." and stops.

# 3. Set your API keys
vim docker/data/config.json

# 4. Start
docker compose -f docker/docker-compose.yml --profile launcher up -d
# Open http://localhost:18800

Docker / VM users: The Gateway listens on 127.0.0.1 by default. Set PICOCLAW_GATEWAY_HOST=0.0.0.0 or use the -public flag to make it accessible from the host.

# Check logs
docker compose -f docker/docker-compose.yml logs -f

# Stop
docker compose -f docker/docker-compose.yml --profile launcher down

# Update
docker compose -f docker/docker-compose.yml pull
docker compose -f docker/docker-compose.yml --profile launcher up -d
</details> <details> <summary><b>macOS β€” First Launch Security Warning</b></summary>

macOS may block picoclaw-launcher on first launch because it is downloaded from the internet and not notarized through the Mac App Store.

Step 1: Double-click picoclaw-launcher. You will see a security warning:

<p align="center"> <img src="assets/macos-gatekeeper-warning.jpg" alt="macOS Gatekeeper warning" width="400"> </p>

"picoclaw-launcher" Not Opened β€” Apple could not verify "picoclaw-launcher" is free of malware that may harm your Mac or compromise your privacy.

Step 2: Open System Settings β†’ Privacy & Security β†’ scroll down to the Security section β†’ click Open Anyway β†’ confirm by clicking Open Anyway in the dialog.

<p align="center"> <img src="assets/macos-gatekeeper-allow.jpg" alt="macOS Privacy & Security β€” Open Anyway" width="600"> </p>

After this one-time step, picoclaw-launcher will open normally on subsequent launches.

</details>

πŸ’» TUI Launcher (Recommended for Headless / SSH)

The TUI (Terminal UI) Launcher provides a full-featured terminal interface for configuration and management. Ideal for servers, Raspberry Pi, and other headless environments.

picoclaw-launcher-tui
<p align="center"> <img src="assets/launcher-tui.jpg" alt="TUI Launcher" width="600"> </p>

Getting started:

Use the TUI menus to: 1) Configure a Provider -> 2) Configure a Channel -> 3) Start the Gateway -> 4) Chat!

For detailed TUI documentation, see docs.picoclaw.io.

πŸ“± Android

Give your decade-old phone a second life! Turn it into a smart AI Assistant with PicoClaw.

Option 1: Termux (available now)

  1. Install Termux (download from GitHub Releases, or search in F-Droid / Google Play)
  2. Run the following commands:
# Download the latest release
wget https://github.com/sipeed/picoclaw/releases/latest/download/picoclaw_Linux_arm64.tar.gz
tar xzf picoclaw_Linux_arm64.tar.gz
pkg install proot
termux-chroot ./picoclaw onboard   # chroot provides a standard Linux filesystem layout

Then follow the Terminal Launcher section below to complete configuration.

<img src="assets/termux.jpg" alt="PicoClaw on Termux" width="512">

Option 2: APK Install

Download the APK from picoclaw.io and install directly. No Termux required!

<details> <summary><b>Terminal Launcher (for resource-constrained environments)</b></summary>

For minimal environments where only the picoclaw core binary is available (no Launcher UI), you can configure everything via the command line and a JSON config file.

1. Initialize

picoclaw onboard

This creates ~/.picoclaw/config.json and the workspace directory.

2. Configure (~/.picoclaw/config.json)

{
  "agents": {
    "defaults": {
      "model_name": "gpt-5.4"
    }
  },
  "model_list": [
    {
      "model_name": "gpt-5.4",
      "model": "openai/gpt-5.4"
      // api_key is now loaded from .security.yml
    }
  ]
}

See config/config.example.json in the repo for a complete configuration template with all available options.

Please note: config.example.json format is version 0, with sensitive codes in it, and will be auto migrated to version 1+, then, the config.json will only store insensitive data, the sensitive codes will be stored in .security.yml, if you need manually modify the codes, please see docs/security_configuration.md for more details.

3. Chat

# One-shot question
picoclaw agent -m "What is 2+2?"

# Interactive mode
picoclaw agent

# Start gateway for chat app integration
picoclaw gateway
</details>

πŸ”Œ Providers (LLM)

PicoClaw supports 30+ LLM providers through the model_list configuration. Use the protocol/model format:

ProviderProtocolAPI KeyNotes
OpenAIopenai/RequiredGPT-5.4, GPT-4o, o3, etc.
Anthropicanthropic/RequiredClaude Opus 4.6, Sonnet 4.6, etc.
Google Geminigemini/RequiredGemini 3 Flash, 2.5 Pro, etc.
OpenRouteropenrouter/Required200+ models, unified API
Zhipu (GLM)zhipu/RequiredGLM-4.7, GLM-5, etc.
DeepSeekdeepseek/RequiredDeepSeek-V3, DeepSeek-R1
Volcenginevolcengine/RequiredDoubao, Ark models
Qwenqwen/RequiredQwen3, Qwen-Max, etc.
Groqgroq/RequiredFast inference (Llama, Mixtral)
Moonshot (Kimi)moonshot/RequiredKimi models
Minimaxminimax/RequiredMiniMax models
Mistralmistral/RequiredMistral Large, Codestral
NVIDIA NIMnvidia/RequiredNVIDIA hosted models
Cerebrascerebras/RequiredFast inference
Novita AInovita/RequiredVarious open models
Xiaomi MiMomimo/RequiredMiMo models
Ollamaollama/Not neededLocal models, self-hosted
vLLMvllm/Not neededLocal deployment, OpenAI-compatible
LiteLLMlitellm/VariesProxy for 100+ providers
Azure OpenAIazure/RequiredEnterprise Azure deployment
GitHub Copilotgithub-copilot/OAuthDevice code login
Antigravityantigravity/OAuthGoogle Cloud AI
AWS Bedrock*bedrock/AWS credentialsClaude, Llama, Mistral on AWS

* AWS Bedrock requires build tag: go build -tags bedrock. Set api_base to a region name (e.g., us-east-1) for automatic endpoint resolution across all AWS partitions (aws, aws-cn, aws-us-gov). When using a full endpoint URL instead, you must also configure AWS_REGION via environment variable or AWS config/profile.

<details> <summary><b>Local deployment (Ollama, vLLM, etc.)</b></summary>

Ollama:

{
  "model_list": [
    {
      "model_name": "local-llama",
      "model": "ollama/llama3.1:8b",
      "api_base": "http://localhost:11434/v1"
    }
  ]
}

vLLM:

{
  "model_list": [
    {
      "model_name": "local-vllm",
      "model": "vllm/your-model",
      "api_base": "http://localhost:8000/v1"
    }
  ]
}

For full provider configuration details, see Providers & Models.

</details>

πŸ’¬ Channels (Chat Apps)

Talk to your PicoClaw through 17+ messaging platforms:

ChannelSetupProtocolDocs
TelegramEasy (bot token)Long pollingGuide
DiscordEasy (bot token + intents)WebSocketGuide
WhatsAppEasy (QR scan or bridge URL)Native / BridgeGuide
WeixinEasy (Native QR scan)iLink APIGuide
QQEasy (AppID + AppSecret)WebSocketGuide
SlackEasy (bot + app token)Socket ModeGuide
MatrixMedium (homeserver + token)Sync APIGuide
DingTalkMedium (client credentials)StreamGuide
Feishu / LarkMedium (App ID + Secret)WebSocket/SDKGuide
LINEMedium (credentials + webhook)WebhookGuide
WeComEasy (QR login or manual)WebSocketGuide
IRCMedium (server + nick)IRC protocolGuide
OneBotMedium (WebSocket URL)OneBot v11Guide
MaixCamEasy (enable)TCP socketGuide
PicoEasy (enable)Native protocolBuilt-in
Pico ClientEasy (WebSocket URL)WebSocketBuilt-in

All webhook-based channels share a single Gateway HTTP server (gateway.host:gateway.port, default 127.0.0.1:18790). Feishu uses WebSocket/SDK mode and does not use the shared HTTP server.

Log verbosity is controlled by gateway.log_level (default: warn). Supported values: debug, info, warn, error, fatal. Can also be set via PICOCLAW_LOG_LEVEL. See Configuration for details.

For detailed channel setup instructions, see Chat Apps Configuration.

πŸ”§ Tools

πŸ” Web Search

PicoClaw can search the web to provide up-to-date information. Configure in tools.web:

Search EngineAPI KeyFree TierLink
DuckDuckGoNot neededUnlimitedBuilt-in fallback
Baidu SearchRequired1000 queries/dayAI-powered, China-optimized
TavilyRequired1000 queries/monthOptimized for AI Agents
Brave SearchRequired2000 queries/monthFast and private
PerplexityRequiredPaidAI-powered search
SearXNGNot neededSelf-hostedFree metasearch engine
GLM SearchRequiredVariesZhipu web search

βš™οΈ Other Tools

PicoClaw includes built-in tools for file operations, code execution, scheduling, and more. See Tools Configuration for details.

🎯 Skills

Skills are modular capabilities that extend your Agent. They are loaded from SKILL.md files in your workspace.

Install skills from ClawHub:

picoclaw skills search "web scraping"
picoclaw skills install <skill-name>

Configure ClawHub token (optional, for higher rate limits):

Add to your config.json:

{
  "tools": {
    "skills": {
      "registries": {
        "clawhub": {
          "auth_token": "your-clawhub-token"
        }
      }
    }
  }
}

For more details, see Tools Configuration - Skills.

πŸ”— MCP (Model Context Protocol)

PicoClaw natively supports MCP β€” connect any MCP server to extend your Agent's capabilities with external tools and data sources.

{
  "tools": {
    "mcp": {
      "enabled": true,
      "servers": {
        "filesystem": {
          "enabled": true,
          "command": "npx",
          "args": ["-y", "@modelcontextprotocol/server-filesystem", "/tmp"]
        }
      }
    }
  }
}

For full MCP configuration (stdio, SSE, HTTP transports, Tool Discovery), see Tools Configuration - MCP.

<img src="assets/clawdchat-icon.png" width="24" height="24" alt="ClawdChat"> Join the Agent Social Network

Connect PicoClaw to the Agent Social Network simply by sending a single message via the CLI or any integrated Chat App.

Read https://clawdchat.ai/skill.md and follow the instructions to join ClawdChat.ai

πŸ–₯️ CLI Reference

CommandDescription
picoclaw onboardInitialize config & workspace
picoclaw auth weixinConnect WeChat account via QR
picoclaw agent -m "..."Chat with the agent
picoclaw agentInteractive chat mode
picoclaw gatewayStart the gateway
picoclaw statusShow status
picoclaw versionShow version info
picoclaw modelView or switch the default model
picoclaw cron listList all scheduled jobs
picoclaw cron add ...Add a scheduled job
picoclaw cron disableDisable a scheduled job
picoclaw cron removeRemove a scheduled job
picoclaw skills listList installed skills
picoclaw skills installInstall a skill
picoclaw migrateMigrate data from older versions
picoclaw auth loginAuthenticate with providers

⏰ Scheduled Tasks / Reminders

PicoClaw supports scheduled reminders and recurring tasks through the cron tool:

  • One-time reminders: "Remind me in 10 minutes" -> triggers once after 10min
  • Recurring tasks: "Remind me every 2 hours" -> triggers every 2 hours
  • Cron expressions: "Remind me at 9am daily" -> uses cron expression

See docs/cron.md for current schedule types, execution modes, command-job gates, and persistence details.

πŸ“š Documentation

For detailed guides beyond this README:

TopicDescription
Docker & Quick StartDocker Compose setup, Launcher/Agent modes
Chat AppsAll 17+ channel setup guides
ConfigurationEnvironment variables, workspace layout, security sandbox
Scheduled Tasks and Cron JobsCron schedule types, deliver modes, command gates, job storage
Providers & Models30+ LLM providers, model routing, model_list configuration
Spawn & Async TasksQuick tasks, long tasks with spawn, async sub-agent orchestration
HooksEvent-driven hook system: observers, interceptors, approval hooks
SteeringInject messages into a running agent loop between tool calls
SubTurnSubagent coordination, concurrency control, lifecycle
TroubleshootingCommon issues and solutions
Tools ConfigurationPer-tool enable/disable, exec policies, MCP, Skills
Hardware CompatibilityTested boards, minimum requirements

🀝 Contribute & Roadmap

PRs welcome! The codebase is intentionally small and readable.

See our Community Roadmap and CONTRIBUTING.md for guidelines.

Developer group building, join after your first merged PR!

User Groups:

Discord: https://discord.gg/V4sAZ9XWpN

WeChat: <img src="assets/wechat.png" alt="WeChat group QR code" width="512">

Global Ranking

8.5
Trust ScoreMCPHub Index

Based on codebase health & activity.

Manual Config

{ "mcpServers": { "sipeed-picoclaw": { "command": "npx", "args": ["sipeed-picoclaw"] } } }