metacognitionActivate when: user says 'I'm stuck and don't know why', 'I keep making the same mistake', 'my analysis feels right but I'm not sure', 'am I solving the righ...
Install via ClawdBot CLI:
clawdbot install meimakes/metacognitionGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
http://localhost:4821/v1/embeddingsAudited Apr 16, 2026 · audit v1.0
Generated Apr 20, 2026
An AI customer support agent uses metacognition to analyze past interactions, identifying recurring mistakes like misinterpreting technical queries. It reinforces successful resolution patterns and decays outdated assumptions, leading to more accurate and efficient responses over time.
An AI tutoring system applies metacognition to track student interactions, recognizing patterns in misunderstandings or learning preferences. It adjusts teaching strategies based on reinforced insights, offering personalized guidance and improving educational outcomes.
A medical AI assistant uses metacognition to reflect on diagnostic sessions, noting overrides from new medical guidelines or self-observations about bias in symptom interpretation. This helps refine decision-making processes for safer and more reliable patient assessments.
An AI financial advisor employs metacognition to analyze investment recommendations, identifying protections against past market misjudgments and reinforcing successful decision patterns. It builds a graph of related insights to adapt strategies based on evolving economic conditions.
An AI writing assistant uses metacognition to review feedback on generated content, extracting patterns in user preferences or stylistic errors. It strengthens effective narrative techniques and decays less useful approaches, enhancing creativity and alignment with user goals.
Offer metacognition as a cloud-based service for AI developers, with tiered pricing based on usage limits and advanced features like custom decay rates. Revenue comes from monthly subscriptions, targeting businesses integrating AI agents into their operations.
License the metacognition skill to large corporations for internal AI systems, providing customization, dedicated support, and integration with existing workflows. Revenue is generated through one-time license fees and annual maintenance contracts.
Release the core metacognition functionality as open source to build a community, while offering premium features like enhanced analytics, priority updates, and commercial support. Revenue streams include donations, paid add-ons, and consulting services.
💬 Integration Tip
Set up a cron job to run decay and compile commands periodically, ensuring the lens stays updated without manual intervention, and use local embeddings for better semantic matching if available.
Scored Jun 25, 2026
AI tutoring and education powered by CellCog. Study guides, exam prep, coding tutorials, language learning, math help, science explanations, practice problems — every subject, every level. Explains concepts via diagrams, analogies, worked examples, and interactive lessons.
Generate study materials. Use when creating study plans, quizzes, flashcards, tracking progress, or scheduling review sessions.
Forces persistent problem solving using a Striver mindset and structured breakthrough methodology. MUST trigger when - (1) a task fails multiple times or pro...
Use for Hong Kong school admissions, school selection, secondary school, primary school, kindergarten, international school, and postsecondary advisory workf...
Loads any thinker's, leader's, philosopher's, or organization's complete mental operating system directly into the AI — so the AI reasons FROM inside that co...
系统化知识内化与能力自评引擎。当需要深入学习新领域、建立专家级知识库、并明确知道自己的掌握程度时使用。核心功能包括系统性知识内化引擎和基于知识图谱的能力评级器。触发词：深入学习并评估掌握水平、建立专家级知识库、系统研究并告诉我能做什么。