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Powerful AI โ€” built for you, built with you, built securely with Python. Local-first personal AI assistant.

Project description

๐Ÿฆ†๐Ÿค– DuckClaw

Powerful AI โ€” built for you, built with you, built securely in Python

Local-first personal AI assistant with a 4-tier permission engine.

AI assistance you can actually trust โ€” because it works with you, not around you.

License: MIT Python 3.11+ Status: Alpha


The Problem

Local AI assistants are powerful โ€” but most of them are built to be capable first and safe second.

  • ๐Ÿ”“ Broad permissions by default โ€” agents act before asking
  • ๐Ÿฆ  No skill verification โ€” third-party extensions run with full process privileges
  • ๐Ÿ’ธ $30โ€“150/month in API costs with no controls
  • ๐Ÿงฉ Complex setup โ€” Node.js, build tools, platform-specific dependencies
  • ๐Ÿ•ต๏ธ No audit trail โ€” you can't see what it did or why
  • ๐Ÿ’‰ Prompt injection โ€” web pages and emails can manipulate your assistant

The Solution

pip install duckclaw
duckclaw setup   # 2-minute guided wizard
duckclaw start   # opens localhost:8741

That's it. No Node.js. No WSL2. No build tools.


What's Different

Common Problem DuckClaw Solution
Agents act without asking 4-tier Permission Engine (SAFE / NOTIFY / ASK / BLOCK)
No preview before actions Action Preview Mode โ€” see exactly what happens before it happens
No audit trail Full audit log โ€” every action logged, searchable, exportable
Unverified third-party skills Sandboxed skill execution + SHA-256 integrity verification
Prompt injection vulnerable Context isolation โ€” trusted instructions vs untrusted data
Complex multi-tool setup Pure Python โ€” pip install and done
No cost controls Cost tracking per conversation, budget alerts

Quick Start

# Create Virtual Environment
python3 -m venv <virtual-environment-name>

# Activate Environment
# ubuntu and macOD
source <virtual-environment-name>/bin/activate
# or
# Windows
sh ./<virtual-environment-name>/bin/Activate.sh 

# Install
pip install duckclaw

# Configure (guided wizard)
duckclaw setup

# Start
duckclaw start

# Or just chat in terminal
duckclaw chat

Requirements:

Python 3.11+. That's it.

create virtual environment for better keeping all python module in one environment that will not effect other packages


Permission System

Every action DuckClaw takes is classified into one of four tiers:

Tier Color Examples Behavior
SAFE ๐ŸŸข Answer questions, read memory Auto-approved, silent
NOTIFY ๐Ÿ”ต Browse web, read files Auto-approved, user informed
ASK ๐ŸŸก Screenshots, send messages, run commands Requires explicit approval
BLOCK ๐Ÿ”ด Delete system files, access credentials Never allowed
You: "Take a screenshot and analyze it"

DuckClaw: โš ๏ธ Permission Required
  Action: Take a screenshot of your screen
  Risk: ๐ŸŸข Low  |  โœ“ Reversible
  [โœ— Deny]  [โœ“ Approve]

Architecture

Core

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                         DUCKCLAW CORE                           โ”‚
โ”‚                                                                 โ”‚
โ”‚   โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”   โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”   โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”‚
โ”‚   โ”‚  llm/       โ”‚   โ”‚  memory/         โ”‚   โ”‚  permissions/   โ”‚  โ”‚
โ”‚   โ”‚  LiteLLM    โ”‚   โ”‚  SQLite (facts)  โ”‚   โ”‚  Engine 4-Tier  โ”‚  โ”‚
โ”‚   โ”‚  Router     โ”‚   โ”‚  ChromaDB        โ”‚   โ”‚  + Audit Log    โ”‚  โ”‚
โ”‚   โ”‚  100+ mdls  โ”‚   โ”‚  (vectors)       โ”‚   โ”‚  + Action       โ”‚  โ”‚
โ”‚   โ”‚  cost track โ”‚   โ”‚  Extractor       โ”‚   โ”‚  Preview        โ”‚  โ”‚
โ”‚   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”˜   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ”‚
โ”‚          โ”‚                   โ”‚                      โ”‚           โ”‚
โ”‚   โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”   โ”‚
โ”‚   โ”‚                  core/Orchestrator (FastAPI)            โ”‚   โ”‚
โ”‚   โ””โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜   โ”‚
โ”‚       โ”‚          โ”‚              โ”‚            โ”‚                  โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”     โ”‚
โ”‚  โ”‚bridges/โ”‚ โ”‚skills/  โ”‚  โ”‚  agent/     โ”‚ โ”‚ security/      โ”‚     โ”‚
โ”‚  โ”‚Telegramโ”‚ โ”‚File Mgr โ”‚  โ”‚  Web Agent  โ”‚ โ”‚ Context        โ”‚     โ”‚
โ”‚  โ”‚Discord โ”‚ โ”‚Web Srch โ”‚  โ”‚  (Playwrightโ”‚ โ”‚ Isolation      โ”‚     โ”‚  
โ”‚  โ”‚        โ”‚ โ”‚Shell Runโ”‚  โ”‚  + Screen / โ”‚ โ”‚ Prompt         โ”‚     โ”‚
โ”‚  โ”‚        โ”‚ โ”‚Schedulerโ”‚  โ”‚    Camera)  โ”‚ โ”‚ Injection Def. โ”‚     โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜     โ”‚
โ”‚                                                                 โ”‚
โ”‚   โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”‚
โ”‚   โ”‚          dashboard/ (FastAPI + Jinja2) @ :8741           โ”‚  โ”‚
โ”‚   โ”‚       Chat ยท Memory ยท Logs ยท Database ยท Settings         โ”‚  โ”‚
โ”‚   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

Dashboard at localhost:8741 โ€” Chat, Memory, Audit Log, Settings.

DuckClaw Labs Ecosystem

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                            DuckClawLabs                                 โ”‚
โ”‚                                                                         โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”       โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”   โ”‚
โ”‚  โ”‚   Outside Skills          โ”‚       โ”‚   DuckClawSkills             โ”‚   โ”‚
โ”‚  โ”‚   (from GitHub)           โ”‚       โ”‚   Built by DuckClaw Team     โ”‚   โ”‚
โ”‚  โ”‚                           โ”‚       โ”‚                              โ”‚   โ”‚
โ”‚  โ”‚  Any developer builds a   โ”‚       โ”‚  Official, verified skills   โ”‚   โ”‚
โ”‚  โ”‚  skill in their own repo  โ”‚       โ”‚  maintained by DuckClaw Labs โ”‚   โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜       โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜   โ”‚
โ”‚               โ”‚                                     โ”‚                   โ”‚
โ”‚               โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜                   โ”‚
โ”‚                                  โ–ผ                                      โ”‚
โ”‚              โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”                  โ”‚
โ”‚              โ”‚             DuckClawHub               โ”‚                  โ”‚
โ”‚              โ”‚  Central registry โ€” manifests only    โ”‚                  โ”‚
โ”‚              โ”‚  Browse / search / install skills     โ”‚                  โ”‚
โ”‚              โ”‚  SHA-256 verification on publish      โ”‚                  โ”‚
โ”‚              โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜                  โ”‚
โ”‚                                  โ”‚                                      โ”‚
โ”‚                   duckclaw skill install <name>                         โ”‚
โ”‚                                  โ–ผ                                      โ”‚
โ”‚              โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”                  โ”‚
โ”‚              โ”‚              DuckClaw(Core)           โ”‚                  โ”‚
โ”‚              โ”‚  Core agent โ€” installs skill,         โ”‚                  โ”‚
โ”‚              โ”‚  registers actions into ChromaDB,     โ”‚                  โ”‚
โ”‚              โ”‚  permission engine gates execution    โ”‚                  โ”‚
โ”‚              โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜                  โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

STATUS

DuckClawLabs
  Outside Skills (From Github) - TODO
  DuckClawSkills               - InProgress 
  DuckClawHub                  - TODO
  DuckClaw (Core)              - In Progress

Vision

DuckClawLabsVision

Per-Action Knowledge Base

Skills register one ChromaDB row per action (not per skill). This gives precise semantic retrieval:

User: "copy report.pdf to /backup/"
  โ†’ ChromaDB returns: file_manager.copy   โ† direct hit
  โ†’ Permission engine: ASK tier โ†’ user approves
  โ†’ Action executes + audit log entry written

Install official or community skills:

duckclaw skill install file_manager          # official
duckclaw skill install github:user/my-skill  # community

DuckClawHub โ€” Not just another skill registry

ClawHub (OpenClaw) already exists. DuckClawHub is built for a different user.

ClawHub = npm for agent tools. Developers sharing dev tools. No permission model. No audit. Requires Node.js.

DuckClawHub = App Store for trusted AI actions. You see exactly what a skill can do before it does anything.

Trust Score per skill

file_manager v1.2  โ˜… Trust: 94/100
  โœ… file_manager.read    โ†’ SAFE    (auto-allowed)
  โš ๏ธ  file_manager.write  โ†’ NOTIFY  (you'll be told)
  ๐Ÿ” shell_runner.run    โ†’ ASK     (always asks first)

Permission Preview before install

duckclaw skill preview file_manager

  Before installing, this skill will need:
  โ†’ Read files from your disk      [SAFE   โ€” auto allowed]
  โ†’ Write files to your disk       [NOTIFY โ€” you'll be told]
  โ†’ Run shell commands             [ASK    โ€” always asks first]

  Install anyway? (y/n)

Skill Recipes โ€” outcomes, not just tools

duckclaw recipe install research-and-save
# Uses: web_search.search โ†’ file_manager.write
# Trust: 87/100  |  Permissions: SAFE + NOTIFY

Config

DuckClaw uses ~/.duckclaw/duckclaw.yaml. See duckclaw.yaml.example for all options.


Core Principles

  1. Safe by default โ€” trustworthy out of the box, not after hours of config
  2. Transparent always โ€” audit log shows everything the agent did and why
  3. Local first โ€” your data stays on your machine; cloud is opt-in
  4. Python simple โ€” one language, one install command, no build tools
  5. Permission, not forgiveness โ€” ask before acting, not apologize after
  6. Quality over quantity โ€” 5 secure skills beat 13,700 unvetted ones

Feature Coverage

14 fully implemented ยท 6 partial ยท 6 post-MVP

๐Ÿ‘๏ธ Vision & Screen

Feature Status Notes File
Screenshot Capture โœ… ASK-tier approval + LLM vision analysis skills/screen_capture.py
Camera Capture โš ๏ธ Photo only โ€” video capture not yet supported skills/camera.py
Media Understanding (Vision) โš ๏ธ Images sent to cloud LLM โ€” no local PII scan or LLaVA yet skills/screen_capture.py

๐ŸŒ Browser & Web

Feature Status Notes File
Browser Automation โœ… Playwright: navigate, click, fill forms, extract text, screenshot skills/web_browser.py
Web Search โš ๏ธ DuckDuckGo (free) โ€” Brave Search / SearXNG not yet added skills/web_search.py

๐Ÿ’ฌ Messaging

Feature Status Notes File
Telegram โœ… Full + inline approve/deny buttons bridges/telegram_bridge.py
Discord โœ… Slash commands + button components for approvals bridges/discord_bridge.py
WhatsApp โŒ Post-MVP (Month 2) โ€”
Slack / Signal / iMessage / Teams โŒ Post-MVP โ€”

๐Ÿง  Intelligence & Memory

Feature Status Notes File
Persistent Memory โœ… SQLite facts + ChromaDB semantic search, viewable/deletable in dashboard memory/store.py
Multi-Model Support โš ๏ธ 100+ models via LiteLLM, cost tracking โ€” smart routing by task complexity not yet added llm/router.py
Context Engine (Plugin Interface) โŒ Lifecycle hooks (bootstrap, ingest, compact) โ€” Post-MVP (Month 2) โ€”

โš™๏ธ Automation & Skills

Feature Status Notes File
Shell Execution โœ… Blocklist for dangerous commands + NOTIFY/ASK tiers skills/shell_runner.py
File System Access โœ… Scoped allowlist + hardcoded credential blocklist skills/file_manager.py
Proactive Background Tasks โœ… APScheduler: cron, reminders, morning briefs โ€” defaults to NOTIFY skills/scheduler.py
Skill & Plugin System โš ๏ธ SHA-256 verify + permission declarations โ€” no external marketplace yet skills/registry.py
Code Sandbox (Python/JS exec) โŒ Sprint 4 candidate โ€”
Self-Improving / Skill Creation โŒ Post-MVP (Month 2) โ€” draft-state review flow planned โ€”

๐ŸŽ™๏ธ Voice

Feature Status Notes File
Voice Mode โŒ Post-MVP (Month 3) โ€” Whisper STT + Piper TTS planned โ€”

๐Ÿ›ก๏ธ Security & Trust

Feature Status Notes File
Permission Engine (4-tier) โœ… SAFE/NOTIFY/ASK/BLOCK โ€” per-skill, configurable, conservative defaults permissions/engine.py
Audit Preview Mode โœ… ActionPreview before every ASK action โ€” approve/deny on all platforms permissions/engine.py
Full Audit Log โœ… Every action logged, searchable, filterable, exportable JSON/CSV permissions/engine.py
Prompt Injection Defense โœ… Context isolation + dual-pass output scanning + audit logging of signals security/context_isolation.py
Sandboxed Skill Execution โš ๏ธ SHA-256 + permissions declared โ€” OS-level subprocess isolation not yet enforced skills/base.py
Web Dashboard โœ… Chat, memory, audit log, settings @ localhost:8741 dashboard/
One Command Install โœ… pip install duckclaw && duckclaw start โ€” pure Python, no Node.js pyproject.toml

Contributing

DuckClaw is Apache licensed and built in public. Issues, PRs, and ideas welcome.


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