pharma-ai智能药物发现AI助手,提供分子毒性预测、ADMET评估和虚拟筛选功能。 基于Python科学计算核心(RDKit + scikit-learn)和Node.js Skill包装。 Use when: - 需要预测分子的hERG心脏毒性、肝毒性或Ames致突变性 - 需要评估分子的溶解度、代谢稳定性等ADMET性质...
Install via ClawdBot CLI:
clawdbot install xxxrobot/pharma-aiGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://clawhub.comAudited Apr 17, 2026 · audit v1.0
Generated Mar 21, 2026
Pharmaceutical researchers use PharmaAI to screen large compound libraries for potential drug candidates, predicting toxicity and ADMET properties to prioritize molecules for synthesis and testing, reducing experimental costs and time.
Chemical manufacturers and regulatory bodies apply PharmaAI to evaluate the safety of new chemicals or industrial compounds, assessing risks like hERG toxicity and mutagenicity to ensure compliance with health and environmental standards.
University labs and research institutions utilize PharmaAI for virtual screening and toxicity prediction in drug design projects, enabling students and scientists to validate molecular hypotheses and optimize lead compounds efficiently.
Biotech startups leverage PharmaAI to accelerate drug development pipelines by performing batch analyses of candidate molecules, identifying safe and effective compounds for preclinical studies with minimal infrastructure investment.
Pharma companies employ PharmaAI to verify that drug candidates or existing formulations meet safety criteria like Lipinski's Rule of Five and ADMET profiles, ensuring product reliability and reducing late-stage failures.
Offer PharmaAI as a cloud-based service with tiered subscription plans for individual researchers, academic labs, and corporate teams, providing API access, batch processing, and regular model updates to generate recurring revenue.
Sell customized enterprise licenses to large pharmaceutical and chemical companies, including on-premise deployment, dedicated support, and integration with existing drug discovery platforms for high-value, long-term contracts.
Implement a pay-per-use model where users pay based on the number of predictions or batch analyses performed, appealing to small labs and occasional users who need flexible, cost-effective access without long-term commitments.
💬 Integration Tip
Ensure Python dependencies like RDKit and scikit-learn are properly installed and configured, and consider using the Node.js bridge for seamless integration into existing workflows with SMILES or CSV input formats.
Scored Apr 19, 2026
Control desktop applications on Windows — launch, close, focus, resize, move windows, simulate keyboard/mouse input, manage processes, control VSCode, read clipboard, and capture screen info. Use when the user wants to interact with any running program, switch windows, type text, press shortcuts, open files in VSCode, manage running processes, or get system display information.
Conduct rigorous, adversarial code reviews with zero tolerance for mediocrity. Use when users ask to "critically review" my code or a PR, "critique my code", "find issues in my code", or "what's wrong with this code". Identifies security holes, lazy patterns, edge case failures, and bad practices across Python, R, JavaScript/TypeScript, SQL, and front-end code. Scrutinizes error handling, type safety, performance, accessibility, and code quality. Provides structured feedback with severity tiers (Blocking, Required, Suggestions) and specific, actionable recommendations.
Coding style memory that adapts to your preferences, conventions, and patterns for consistent coding.
Pragmatic coding standards for writing clean, maintainable code — naming, functions, structure, anti-patterns, and pre-edit safety checks. Use when writing new code, refactoring existing code, reviewing code quality, or establishing coding standards.
Claude Code integration for OpenClaw. This skill provides interfaces to: - Query Claude Code documentation from https://code.claude.com/docs - Manage subagents and coding tasks - Execute AI-assisted coding workflows - Access best practices and common workflows Use this skill when users want to: - Get help with coding tasks - Query Claude Code documentation - Manage AI-assisted development workflows - Execute complex programming tasks
Plan, draft, version, and refine written content with enforced versioning and quality audits.