adversarial-coachAdversarial implementation review based on Block's g3 dialectical autocoding research. Use when validating implementation completeness against requirements with fresh objectivity.
Install via ClawdBot CLI:
clawdbot install killerapp/adversarial-coachGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://block.xyz/documents/adversarial-cooperation-in-code-synthesis.pdfAudited Apr 16, 2026 · audit v1.0
Generated Mar 1, 2026
Ensures secure authentication endpoints, token refresh, and error handling are implemented correctly in financial APIs. Validates compliance with regulatory requirements like input validation and HTTPS.
Reviews new features such as payment processing or user account management against specifications. Checks for security gaps like bcrypt password hashing and functional edge cases.
Validates implementation of patient data handling features against HIPAA or other regulatory specs. Focuses on auth, error handling, and test coverage for sensitive data flows.
Assesses new integrations or modules in SaaS products for completeness against documented requirements. Ensures endpoints are functional, tests pass, and common gaps like token refresh are addressed.
Helps maintainers review pull requests by independently evaluating code against project specs. Catches missing features, compilation issues, and security flaws in contributions.
Offers monthly plans for developers to submit implementation reviews, ensuring code quality and compliance. Revenue comes from tiered subscriptions based on review frequency and project size.
Integrates with CI/CD pipelines to provide automated adversarial reviews for large organizations. Generates revenue through enterprise licensing and custom integration support.
Provides free basic reviews with paid upgrades for advanced features like detailed gap analysis and priority support. Monetizes via premium tiers and API usage fees.
💬 Integration Tip
Integrate into CI/CD pipelines to automate reviews on code commits, ensuring continuous compliance with requirements and reducing manual oversight.
Scored Apr 19, 2026
Auto-learns how you learn best. Adapts teaching style, format, and depth to you.
AI language tutor for learning ANY language through conversation, vocab drills, grammar lessons, flashcards, and immersive practice. Use when the user wants to: learn a new language, practice vocabulary, study grammar, do flashcard drills, translate phrases, practice conversation, prepare for travel, learn slang/idioms, or improve pronunciation. Supports ALL languages including Spanish, French, German, Japanese, Chinese (Mandarin/Cantonese), Korean, Arabic, Hindi, Bengali/Bangla, Portuguese, Russian, Italian, Turkish, Vietnamese, Thai, Swahili, Hebrew, Polish, Dutch, Greek, and 100+ more.
自主上网学习技能 - 让 AI 能够主动搜索、浏览和从互联网获取知识。当用户要求了解最新信息、学习新知识、查询新闻、获取某个主题的详细信息,或需要从网络上获取数据时触发此技能。
Build effective study habits with spaced repetition, active recall, and session tracking
Comprehensive AI programming tutor for all levels. Teaches programming through interactive lessons, code review, debugging guidance, algorithm practice, project mentoring, and design pattern exploration. Use when the user wants to: learn a programming language, debug code, understand algorithms, review their code, learn design patterns, practice data structures, prepare for coding interviews, understand best practices, build projects, or get help with homework. Supports Python and JavaScript.
Teach, solve, and explore mathematics across all levels with adaptive depth and rigor.