agent-architecture-analysisUse when auditing an agent codebase against the 12-Factor Agents methodology, reviewing LLM-powered system architecture, or assessing agentic app compliance....
Install via ClawdBot CLI:
clawdbot install anderskev/agent-architecture-analysisGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Potentially destructive shell commands in tool definitions
eval(Calls external URL not in known-safe list
https://github.com/humanlayer/12-factor-agentsAI Analysis
This skill performs static code analysis using grep/find commands on local files and references an external methodology documentation URL (GitHub). No evidence of data exfiltration, credential harvesting, or hidden malicious instructions. The external URL is a public documentation reference consistent with the skill's stated purpose.
Audited Apr 17, 2026 · audit v1.0
Generated Apr 18, 2026
A company uses an AI agent to handle customer inquiries via chat. This skill analyzes the codebase to ensure the agent converts user messages into validated tool calls (e.g., ticket creation, refund processing) and manages prompts separately for easy updates. It helps maintain reliability and compliance in high-volume support environments.
A fintech firm deploys an AI agent to provide investment recommendations. The skill evaluates the architecture for structured tool outputs and unified execution state, ensuring deterministic handling of sensitive financial data and audit trails. This mitigates risks from unstructured LLM responses in regulated industries.
A healthcare provider uses an AI agent to assist with preliminary patient symptom analysis. The skill checks for schema-validated outputs and controlled context windows to prevent data leakage and ensure accurate, compliant tool execution. This supports safe integration into clinical workflows.
An IT team employs an AI agent to automate infrastructure tasks like deployment and monitoring. The skill analyzes the codebase for prompt ownership and tool structuring, ensuring reproducible and version-controlled operations. This enhances security and reduces errors in dynamic cloud environments.
A law firm utilizes an AI agent to review contracts and extract key clauses. The skill assesses compliance with factors like natural language to tool calls and execution state unification, ensuring precise, validated outputs for legal accuracy and documentation.
Offer a subscription-based service where companies upload their agent codebases for automated 12-Factor compliance analysis. Provide detailed reports and recommendations to improve architecture, targeting tech teams and compliance officers. Revenue comes from monthly or annual licenses.
Provide expert consulting to help organizations redesign their AI agent systems based on 12-Factor principles. Include hands-on development, training, and ongoing support, with projects billed hourly or as fixed-price engagements. This caters to enterprises needing custom solutions.
Sell a developer tool that integrates into CI/CD pipelines to continuously monitor agent codebases for compliance. Offer features like automated scans, alerts, and best practice guides, with pricing based on usage or team size. This targets software engineers and DevOps professionals.
💬 Integration Tip
Integrate this skill into your CI/CD pipeline to automatically scan codebases during development, ensuring early detection of anti-patterns and adherence to 12-Factor principles for robust agent deployment.
Scored Jun 27, 2026
Meta-skill for AI agent self-improvement. Analyzes runtime logs to detect error patterns, regressions, and inefficiencies, then generates structured improvem...
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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
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
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.