productivity▌

TorchDrug is a comprehensive PyTorch-based machine learning toolbox for drug discovery and molecular science. Apply graph neural networks, pre-trained models, and task definitions to molecules, proteins, and biological knowledge graphs, including molecular property prediction, protein modeling, knowledge graph reasoning, molecular generation, retrosynthesis planning, with 40+ curated datasets and 20+ model architectures.

Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability.

Unified guide for working with MongoDB (document-oriented) and PostgreSQL (relational) databases. Choose the right database for your use case and master both systems.

Skill Development Rules \n When working with files in .claude/skills/ : \n SKILL.md Structure \n \n DO \n \n Keep SKILL.md concise (< 200 lines) \n Include clear \"When to Use\" section \n Provide copy-paste bash commands \n Reference scripts/ for MCP operations \n Add triggers to skill-rules.json \n \n DON'T \n \n Include implementation details in SKILL.md \n Duplicate content across skills \n Create skills without corresponding trigger in skill-rules.json \n Use allowed-tools that aren't

symfony:cqrs-and-handlers

LLM-generated codebases accumulate semantic duplicates: functions that serve the same purpose but were implemented independently. Classical copy-paste detectors (jscpd) find syntactic duplicates but miss "same intent, different implementation."

Provide production-ready shell script templates for common Linux system administration tasks including backups, monitoring, user management, log analysis, and automation. These scripts serve as building blocks for security operations and penetration testing environments.

Guides disclosure pages for affiliate links, sponsored content, and paid partnerships. Required for FTC compliance (US) and similar regulations. Builds trust and reduces legal risk.

Review changes on this branch for bugs, security vulnerabilities, and code quality issues.

The deepagents CLI loads skills from five sources, listed here from lowest to highest precedence: