capability-graph-mapperHelps map the composite permission surface across AI agent skill dependency chains. Traces what each skill can do individually, then computes what they can d...
Install via ClawdBot CLI:
clawdbot install andyxinweiminicloud/capability-graph-mapperGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 20, 2026
A bank uses AI agents with skills for data analysis, transaction processing, and customer communication. This mapper identifies if combining a file-reader skill with a network-posting skill could inadvertently create a data exfiltration pipeline, exposing sensitive financial records. It helps ensure compliance with regulations like GDPR by flagging emergent risks before deployment.
A hospital deploys AI agents with skills for accessing electronic health records, generating reports, and sending alerts. The mapper traces if a skill reading patient data combined with an email-sending skill could leak PHI, revealing unauthorized data sharing capabilities. This supports HIPAA compliance by proactively assessing composite permission surfaces in care coordination tools.
An online retailer uses AI agents with skills for order tracking, customer feedback analysis, and external API integrations. The mapper detects if a skill parsing order details and another skill with network access could exfiltrate customer payment information, preventing potential breaches. It enhances security in automated support systems handling sensitive transaction data.
A tech company employs AI agents with skills for log analysis, deployment scripting, and cloud resource management. The mapper reveals if combining a shell-execution skill with a file-write skill could allow unauthorized code execution or configuration changes, identifying emergent risks in automated pipelines. This aids in securing development environments against insider threats.
Offer the capability graph mapper as a cloud-based service with tiered pricing based on the number of agents or skills analyzed. Include features like automated scanning, real-time alerts, and detailed reports. Revenue is generated through monthly or annual subscriptions, targeting enterprises with large-scale AI deployments.
Sell on-premise licenses to organizations requiring full control over their data, such as government or highly regulated industries. Provide customization options for integration with existing security tools and dedicated support. Revenue comes from one-time license fees plus annual maintenance and update charges.
Bundle the mapper with professional services for security audits, risk assessments, and custom integration into clients' AI ecosystems. Offer training and ongoing monitoring to help organizations implement and optimize usage. Revenue is generated through project-based fees and retainer agreements for continuous support.
💬 Integration Tip
Integrate this mapper into CI/CD pipelines to automatically scan new skill additions before deployment, ensuring emergent risks are flagged early. Use it alongside existing security tools like permission scanners for a layered defense approach.
Scored Jun 19, 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.