smith-matrixThis skill should be used when the user asks to "create a multi-agent system", "spawn agents for parallel tasks", "decompose task recursively", "set up agent...
Install via ClawdBot CLI:
clawdbot install cyijun/smith-matrixGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
http://user-service:8080Audited Apr 17, 2026 · audit v1.0
Generated Mar 21, 2026
A company needs to analyze multiple competitors and market segments simultaneously. The Smith Matrix decomposes the task into parallel sub-tasks, such as researching different companies or regions, allowing agents to work without conflicts and aggregate insights efficiently.
A development team aims to refactor a large codebase by splitting it into modules. The skill coordinates multiple agents to handle different modules in parallel, ensuring no overlap in changes and merging results for a cohesive update.
A financial institution processes quarterly reports across various departments. The matrix spawns agents to compile data from different sources concurrently, adhering to directory isolation to prevent data corruption and speed up report assembly.
A media company creates and localizes content for multiple regions. The skill decomposes the task into parallel writing and translation sub-tasks, with agents working on different languages or topics while maintaining consistency through coordinated output.
A logistics firm optimizes routes and inventory management across warehouses. The matrix recursively breaks down the planning into regional tasks, enabling agents to analyze data in parallel and integrate solutions for overall efficiency.
Offer the Smith Matrix as a cloud-based service with tiered subscriptions based on agent limits and features. Revenue comes from monthly fees, targeting businesses needing scalable parallel task management.
Provide tailored implementations of the skill for specific industries, such as finance or software development. Revenue is generated through project-based fees and ongoing support contracts.
Offer a free version with basic agent capabilities and limited recursion depth. Monetize through premium upgrades for advanced features like increased agent limits, priority support, and enhanced analytics.
💬 Integration Tip
Start by defining clear, modular tasks to leverage the skill's recursive decomposition, and ensure all team members understand the directory isolation protocol to avoid conflicts during parallel execution.
Scored Apr 19, 2026
Meta-skill for AI agent self-improvement. Analyzes runtime logs to detect error patterns, regressions, and inefficiencies, then generates structured improvem...
Stop waiting for prompts. Keep working.
Turn OpenClaw into a learning-loop agent with seeded workspace rules, skill promotion, reflective memory, and proactive maintenance.
Meta-agent skill for orchestrating complex tasks through autonomous sub-agents. Decomposes macro tasks into subtasks, spawns specialized sub-agents with dynamically generated SKILL.md files, coordinates file-based communication, consolidates results, and dissolves agents upon completion. MANDATORY TRIGGERS: orchestrate, multi-agent, decompose task, spawn agents, sub-agents, parallel agents, agent coordination, task breakdown, meta-agent, agent factory, delegate tasks
Complete toolkit for creating autonomous AI agents and managing Discord channels for OpenClaw. Use when setting up multi-agent systems, creating new agents, or managing Discord channel organization.
Billions decentralized identity for agents. Link agents to human identities using Billions ERC-8004 and Attestation Registries. Verify and generate authentic...