Overview

OpenClaw is a self-hosted, open-source AI agent framework with 196,000+ GitHub stars — the largest by adoption. It gives agents the ability to browse the web, execute commands, control browsers, and perform autonomous tasks through composable skills installed from the ClawHub marketplace (13,729+ community modules).

For prediction market builders, OpenClaw serves as the Layer 4 (Intelligence) component of the Agent Betting Stack, with skills covering Layers 1-3 as well.

Key specs

AttributeValue
LanguageTypeScript / Node.js 22+
LicenseMIT
GitHub stars196,000+
Skills on ClawHub13,729+
LLM supportClaude, GPT, Gemini, DeepSeek, Llama, local (Ollama)
Messaging platforms22+ (Telegram, Discord, Slack, WhatsApp, Signal, iMessage, etc.)
Data storageLocal (Markdown, JSONL, SQLite)
Installationnpm install -g openclaw@latest, Homebrew, or Docker
Formerly known asClawdBot (Nov 2025), MoltBot (Jan 2026)
Maintained byIndependent open-source foundation (OpenAI-backed)

Prediction market skills

SkillMarketKey Feature
PolyClawPolymarketSplit + CLOB execution, LLM hedge discovery
BankrBotPolymarket + DeFiMulti-strategy (spot, leveraged, NFTs)
Solana CLI PMPolymarket, KalshiCross-platform via Jupiter/Solana
ClawArenaCustomAgent-vs-agent prediction markets
Argus EdgeMulti-platformProbability deviation analysis

Strengths

  • Largest skills ecosystem: 13,729+ modules covering trading, DeFi, research, communication, and automation
  • Model-agnostic: Swap LLMs without rebuilding agent logic
  • Self-hosted: All data local, no cloud dependency
  • Serial execution: Lane Queue System prevents race conditions in trading
  • Active development: OpenAI-backed foundation, strong community

Weaknesses

  • Security risks: 26% of skills contain vulnerabilities (Cisco audit), ClawHavoc supply chain attack uploaded 341 malicious skills
  • Not PM-native: Prediction market support is via third-party skills, not built-in
  • Setup complexity: Requires Node.js, LLM configuration, skill installation, and credential management
  • No centralized benchmarks: Performance depends entirely on your configuration

Alternatives

  • Olas Polystrat — Turnkey autonomous Polymarket agent (comparison)
  • Polymarket Agents — Official developer framework for Polymarket bots
  • CrewAI — Multi-agent orchestration (general-purpose)
  • Polyseer — Multi-agent Bayesian analysis for PM