Plugin architecture can be confusing without clear guidance on directory layout and manifest configuration. This skill provides comprehensive documentation on plugin structure, component organization, and best practices for creating maintainable plugins that integrate seamlessly with Claude Code.

Store plugin-specific configuration and state in .claude/plugin-name.local.md files using YAML frontmatter and markdown content. Enable per-project plugin customization that users can edit directly.

Creating charts and visualizations is time consuming. Plotly provides a Python library with 40+ chart types including scatter plots, heatmaps, 3D plots, and geographic maps. Generate publication-quality interactive visualizations and export to HTML or static images.

An AI skill for Claude, Codex, and Claude Code

Quantum computing tasks require specialized knowledge of circuit design and optimization. PennyLane provides a unified interface for building, training, and executing quantum circuits with automatic differentiation across simulators and real hardware.

Peer review of scientific manuscripts requires consistent methodology across disciplines. This skill provides structured frameworks for evaluating methodology, statistics, reproducibility, ethics, and reporting standards for comprehensive manuscript and grant assessment.

Processing PDF documents manually takes too much time. This toolkit provides production-ready scripts for extracting text, handling forms, extracting tables, and performing OCR on scanned documents with batch processing support.

PDF documents contain valuable data but are difficult to process programmatically. This skill provides code patterns to extract text, tables, and form data from PDFs using Python libraries like pdfplumber and pypdf.

Manual PDF processing is time-consuming and error-prone. This skill provides programmatic access to extract text, merge documents, fill forms, and convert files using Python libraries.

Finding 3D biological structures requires navigating multiple databases and file formats. This skill provides unified access to the RCSB PDB repository for searching, downloading, and analyzing over 200,000 experimentally determined and computed molecular structures.

Working with computational pathology requires specialized tools for whole-slide image analysis. This skill provides comprehensive reference documentation for PathML, enabling you to load gigapixel pathology images, preprocess H&E stains, train machine learning models, and analyze spatial proteomics data.

Transform academic papers into professional promotional materials for conferences and online sharing. This skill automates the creation of interactive websites, presentation videos, and conference posters from LaTeX or PDF sources.

An AI skill for Claude, Codex, and Claude Code

Find therapeutic targets and drug candidates using integrated genetic, omics, and clinical data. Query gene-disease associations with evidence scores to accelerate drug discovery.

Research requires finding relevant academic papers and analyzing publication trends. This skill provides direct access to the OpenAlex database containing 240M+ scholarly works, enabling literature searches, citation analysis, and research output evaluation without manual database navigation.

Scientists and researchers need efficient ways to manage large microscopy image datasets. This skill provides complete reference documentation for the OMERO Python API, enabling automated image retrieval, pixel analysis, ROI management, and batch processing for high-content screening workflows.

Chain-of-thought reasoning models generate verbose self-reflection tokens that increase costs and latency. This skill implements the NOWAIT technique to suppress unnecessary reflection tokens during inference, reducing token usage by 27-51% while maintaining accuracy on RL-based reasoning models.

Translating product specifications into actionable implementation plans can be disorganized and error-prone. This skill provides a structured workflow for converting Notion specs into linked implementation plans, tasks, and progress tracking.

Researching information scattered across multiple Notion pages takes time and risks missing key details. This skill provides a structured workflow to search, fetch, and synthesize Notion content into organized briefs, summaries, comparisons, or comprehensive reports with proper citations.

Meeting preparation requires gathering context from multiple sources and tailoring materials to attendees. This skill provides a structured workflow to search Notion for relevant context, select appropriate meeting templates, draft agendas, and enrich materials with research.