self-critiqueImprove output quality through structured self-review before finalizing. Based on Constitutional AI and self-reflection research, this skill creates a feedba...
Install via ClawdBot CLI:
clawdbot install simoncatbot/self-critiqueGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
POST → https://api.example.com/api/usersCalls external URL not in known-safe list
https://api.example.com/api/usersAudited Apr 17, 2026 · audit v1.0
Generated Jul 14, 2026
A software development team integrates self-critique into their code review process before commits. The skill catches bugs, security issues, and performance problems early, reducing post-deployment failures and technical debt.
Management consultants use self-critique to review client proposals before submission. It ensures clarity, completeness, and proper risk analysis, leading to higher win rates and improved client satisfaction.
Researchers apply self-critique to their manuscripts before submission to journals. The workflow helps catch logical gaps, unclear arguments, and formatting errors, increasing acceptance rates.
Product designers document design decisions and use self-critique to evaluate trade-offs. This results in more robust designs with clear rationales, reducing rework and stakeholder misalignment.
Financial analysts leverage self-critique to review quarterly reports for accuracy and completeness. It ensures numbers are correct, assumptions are documented, and risks are highlighted, improving trust with stakeholders.
Companies deploy self-critique as part of employee training to improve output quality across departments. It reduces errors and rework, saving costs and enhancing brand reputation.
Offer a basic version of a self-critique tool for free, with premium features like domain-specific frameworks and analytics. Revenue comes from subscriptions for advanced users and enterprise teams.
Consulting firms include structured self-critique as a premium add-on service for clients, helping them implement quality review workflows in their own teams. Revenue is generated from consulting hours or fixed project fees.
💬 Integration Tip
Start by applying self-critique to one important output per week, using the provided frameworks as templates, then scale to daily use once comfortable.
Scored Jul 14, 2026
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Refine academic writing for computer science research papers targeting top-tier venues (NeurIPS, ICLR, ICML, AAAI, IJCAI, ACL, EMNLP, NAACL, CVPR, WWW, KDD, SIGIR, CIKM, and similar). Use this skill whenever a user asks to improve, polish, refine, edit, or proofread academic or research writing — including paper drafts, abstracts, introductions, related work sections, methodology descriptions, experiment write-ups, or conclusion sections. Also trigger when users paste LaTeX content and ask for writing help, mention "camera-ready", "rebuttal", "paper revision", or reference any academic venue or conference. This skill handles both full paper refinement and section-by-section editing.