reflectionLearns when to stop and review. Self-critiques before showing you, fewer revision rounds.
Install via ClawdBot CLI:
clawdbot install ivangdavila/reflectionGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://clawic.com/skills/reflectionAudited Apr 16, 2026 · audit v1.0
Generated Mar 1, 2026
Before deploying code, the agent pauses to evaluate its correctness, robustness, and clarity using the 7-dimension framework. This catches bugs, edge cases, and inefficiencies early, reducing post-deployment fixes and improving code quality in agile or DevOps environments.
When crafting responses to customer inquiries, the agent self-reflects to ensure alignment with user needs and clarity. It logs corrections from user feedback to detect patterns like miscommunication or assumptions, enhancing support accuracy and reducing repeat issues in service industries.
Before delivering financial insights or reports, the agent reviews for completeness and correctness, checking assumptions and edge cases. Post-mistake analysis helps identify recurring errors in data interpretation, improving reliability for accounting or investment firms.
When generating learning materials or answers, the agent uses pre-delivery evaluation to ensure clarity and alignment with educational goals. Pattern detection flags repeated misunderstandings, allowing proactive lesson injection to adapt content for better student outcomes in e-learning platforms.
Before finalizing campaign plans, the agent reflects on efficiency and alignment with target audience needs. It logs user corrections to refine messaging and detect patterns in audience response, optimizing strategies for advertising or digital marketing agencies.
Offer the skill as a premium add-on for AI agent platforms, charging monthly fees based on usage tiers. Revenue comes from subscriptions that include advanced features like pattern detection analytics and priority support, targeting enterprises needing quality assurance.
Provide custom integration and training services to help businesses implement the skill into their existing AI workflows. Revenue is generated through project-based fees and ongoing maintenance contracts, ideal for organizations with complex agent deployments.
Offer a basic version of the skill for free to attract users, with premium features like detailed pattern reports and automated lesson injection available for a fee. Revenue streams include upgrades and in-app purchases for enhanced functionality.
💬 Integration Tip
Set up the memory directory and configure triggers based on your workflow to ensure seamless pre-delivery checks and post-mistake logging.
Scored Apr 18, 2026
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