deepchem
Molecular machine learning toolkit. Property prediction (ADMET, toxicity), GNNs (GCN, MPNN), MoleculeNet benchmarks, pretrained models, featurization, for drug discovery ML.
Discover Databases skills, compare source repositories and read the instructions for each workflow.
Molecular machine learning toolkit. Property prediction (ADMET, toxicity), GNNs (GCN, MPNN), MoleculeNet benchmarks, pretrained models, featurization, for drug discovery ML.
Graph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous graphs, molecular property prediction, for geometric deep learning.
This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resourc...
Estimate realistic project timelines, break down hours by feature/phase, include buffer for revisions, set achievable client expectations, and avoid over-promising deadlines you can't meet.
Deep market analysis that downloads an entire industry into your brain. Searches forums, Reddit, industry sites, events, and platforms to uncover pain points, language, opportunities, and the perfect software s...
Build recurring revenue by creating monthly maintenance packages with support SLAs, feature request quotas, and tiered options that turn one-time $15K projects into $15K + $1K/month recurring income.
Use when creating or developing anything, before writing code or implementation plans - refines rough ideas into fully-formed designs through structured Socratic questioning, alternative exploration, and increm...
Generate compelling demo walkthrough scripts that highlight key features, create "wow moments", handle objections, and transition smoothly to closing the $15K+ sale.
Analyze existing SaaS competitors, identify gaps they're missing, craft unique positioning, and develop talking points to overcome "why not just use [SaaS product]?" objections.
Comprehensive design review for websites and desktop applications with extensive accessibility analysis. Use this skill when users ask you to review UI/UX designs, wireframes, mockups, prototypes, or deployed i...
Calculate the right price for custom software projects ($8K-$50K+) based on complexity, value delivered, and client ROI. Includes justification, pricing tiers, negotiation strategies, and ROI calculations to pr...
Use when creating new skills, editing existing skills, or verifying skills work before deployment - applies TDD to process documentation by testing with subagents before writing, iterating until bulletproof aga...
Manages Docker secrets for GitLab stack projects, ensuring secrets are never in .env or docker-compose.yml, properly stored in ./secrets directory, and securely integrated with Docker secrets. Use when users ne...
Comprehensive Docker and Docker Compose validation following best practices and security standards. Use this skill when users ask to validate Dockerfiles, review Docker configurations, check Docker Compose file...
Generates service-specific configuration files for GitLab stack projects in ./config directory, using .env as the primary configuration source. Creates nginx, PostgreSQL, Redis, and custom service configs with...
Generate and validate Pangolin Newt blueprint configurations in YAML or Docker Labels format. Use when creating Pangolin resource configurations, proxy resources, client resources, authentication settings, or D...
Sync local skills repository with upstream changes from obra/superpowers-skills
Maintain skills wiki health - check links, naming, cross-references, and coverage
Create professional SVG logos from descriptions and design specifications. Generates multiple logo variations with different layouts, styles, and concepts. Produces scalable vector graphics that can be used dir...
When the user wants SEO strategy or implementation guidance, including programmatic SEO at scale and SEO audits/diagnostics. Use programmatic-seo for pages at scale, seo-audit for site reviews.
Extract clean article content from URLs (blog posts, articles, tutorials) and save as readable text. Use when user wants to download, extract, or save an article/blog post from a URL without ads, navigation, or...
Download YouTube video transcripts when user provides a YouTube URL or asks to download/get/fetch a transcript from YouTube. Also use when user wants to transcribe or get captions/subtitles from a YouTube video...
Efficient database search tool for bioRxiv preprint server. Use this skill when searching for life sciences preprints by keywords, authors, date ranges, or categories, retrieving paper metadata, downloading PDF...
Primary Python toolkit for molecular biology. Preferred for Python-based PubMed/NCBI queries (Bio.Entrez), sequence manipulation, file parsing (FASTA, GenBank, FASTQ, PDB), advanced BLAST workflows, structures,...
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