OpenClaw Featured

Score: 82/100 ⓘ How we score
Verified 2026-02

The breakout open-source AI personal assistant with 146K GitHub stars that runs locally on your devices, integrates with WhatsApp/Telegram/Signal, and executes autonomous coding workflows with any LLM—from Claude to local models via Ollama.

🚀 See OpenClaw in Action

Watch OpenClaw receive instructions via messaging app and autonomously investigate, implement, and test a fix.

💡 This is a simulated example demonstrating typical OpenClaw capabilities. No actual LLM call is made.

Prompt:
[Via WhatsApp] Hey OpenClaw, the login page has a bug—users can't reset their password. Can you investigate and fix it?

Key Features

Self-hosted, local-first architecture—data never leaves your machine
Model-agnostic: Claude, GPT, Gemini, or local LLMs via Ollama
Multi-channel interface: WhatsApp, Telegram, Signal, Slack, Discord, Teams, iMessage
MCP (Model Context Protocol) integration for 100+ external services
Docker sandbox for secure code execution in isolated containers
Self-improving: autonomously creates and modifies its own skills through conversation
Browser automation, file operations, and shell command execution
Voice interaction with always-on speech recognition

Best For

Self-Hosted AI CodingPrivacy-First DevelopmentLocal LLM WorkflowsCross-Platform AutomationOpen Source Development

Key Specifications

Core CompetencySelf-Hosted AI Coding, Privacy-First Development, Local LLM Workflows, Cross-Platform Automation, Open Source Development
AI ArchitectureModel-agnostic: Anthropic Claude (recommended), OpenAI GPT, Google Gemini, and local models via Ollama/LM Studio. Supports model failover and hot-switching.
Context WindowDepends on selected model. Persistent memory system maintains user preferences and context across sessions.
Deploymentnpm/pnpm global install, Docker containers, Nix configuration. Runs on macOS, Windows, Linux. Remote deployment via Tailscale Serve/Funnel or SSH tunnels.
Offline SupportFull offline operation with local LLMs via Ollama. Cloud models require internet only for inference calls.
IDE IntegrationIDE-agnostic—operates via CLI, messaging apps, or web interface. Browser automation enables interaction with any web-based IDE.
Company Maturity1 years
Pricing ModelFreemium - Basic features

📊 Performance Metrics & Comparisons

Score Breakdown

Visual breakdown of this tool's performance across six key evaluation criteria

Top 5 Tools Comparison

See how OpenClaw ranks against the top AI coding assistants in our directory

Common Use Cases

Detailed Analysis

✓ Strengths

  • Multi-model AI architecture
    Supports both Claude and OpenAI models for optimal performance across different tasks

✗ Limitations

Expert Analysis

OpenClaw is the fastest-growing open-source AI coding agent ever—146K GitHub stars within two months of release. Originally named Clawdbot, then Moltbot (following an Anthropic trademark request), it's now the go-to choice for developers seeking complete control over their AI assistant. Unlike cloud-based alternatives, OpenClaw runs entirely on your machine, with data privacy by default. Its killer feature is the multi-channel interface: interact via WhatsApp, Telegram, or Signal from anywhere, while your agent executes code locally. The Docker sandbox provides enterprise-grade isolation for executing untrusted code. Security-conscious teams should note that self-hosting requires careful configuration—exposed admin interfaces and credential storage in config files are documented concerns. For developers comfortable with the setup, OpenClaw delivers unmatched flexibility: use Claude's API when you need frontier performance, then switch to local Ollama models for cost optimization or offline work.

Verdict

OpenClaw offers solid AI development capabilities with specific technical strengths. Its multi-model architecture leveraging both Anthropic and OpenAI technologies provides exceptional versatility. Unique offline capabilities make it suitable for security-conscious enterprise environments. Best suited for developers requiring advanced AI assistance in their primary development workflow.

Who is This For?

**Experienced developers** working in specialized domains or with specific technical requirements.

Company Background

Status: Open-source community project

Founded: 2025 (November 2025, originally as Clawdbot)

Backing: Community-funded open-source project. No venture backing—maintained by contributors.

Frequently Asked Questions

What AI model does OpenClaw use?

Model-agnostic: Anthropic Claude (recommended), OpenAI GPT, Google Gemini, and local models via Ollama/LM Studio. Supports model failover and hot-switching.

What IDEs does OpenClaw support?

OpenClaw supports IDE-agnostic—operates via CLI, messaging apps, or web interface. Browser automation enables interaction with any web-based IDE..

Does OpenClaw work offline?

Yes, OpenClaw supports offline mode. Full offline operation with local LLMs via Ollama. Cloud models require internet only for inference calls.

How does OpenClaw compare to Claude Code?

OpenClaw scores 82/100 versus Claude Code's 98/100. OpenClaw excels at Self-Hosted AI Coding and Privacy-First Development, while Claude Code is known for Agentic Coding and Complex Refactoring.

What is OpenClaw best for?

OpenClaw is best suited for Self-Hosted AI Coding, Privacy-First Development, Local LLM Workflows, Cross-Platform Automation, Open Source Development. Privacy-critical development where code and data must stay on-premises—no cloud dependency required

What is OpenClaw's context window size?

Depends on selected model. Persistent memory system maintains user preferences and context across sessions.

Sources

Primary references: blog, docs, release notes, API, and status pages.

User Reviews & Ratings

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