The library

cisco-ios-patterns · Validating IOS config changes before deployment to prevent lockouts.

dask · Scaling existing pandas code to multi-GB datasets without Spark rewrite.

ck · Maintaining project briefing without manual recap on every session resume.

database-lookup · One-query lookups across chemistry, biology, regulatory databases.

datamol · Drug discovery pipelines avoiding low-level RDKit chemistry code.

claude-api · Quick lookups of Claude model IDs, pricing, and capability differences.

deepchem · End-to-end neural property prediction when graph models beat hand features.

b123d-drawing · Generating publication-quality 2D chemical structure images from SMILES.

deeptools · Efficient RNA-seq QC and coverage visualization across large datasets.

clerk-auth · Zero-code user auth integration for apps (replaces custom JWT/sessions).

depmap · One-query CRISPR dependency lookups for target prioritization.

clickhouse-io · Sub-second queries on terabyte-scale immutable logs (OLAP, not OLTP).

dhdna-profiler · Fast DNA feature extraction for ML model input (classification, regression).

flstudio-production · Music production workflows integrating algorithmic composition with DAW.

cloudflare-core · Deciding between KV, R2, D1, or Durable Objects for a specific access pattern.

diffdock · Structure-based drug discovery when you need 3D binding poses and pose rankings for virtual screening or lead optimization.

docs · Automating complex post-production workflows (color, editing, effects) when manual Resolve UI interaction is too slow or repetitive.

cloudflare-email-service · Building transactional email flows in Cloudflare Workers when you need zero-config email without external SMTP providers.

dnanexus-integration · Deploying bioinformatics pipelines (alignment, variant calling, quality control) to a managed cloud platform with built-in data governance.

cloudflare-manager · Rapid infrastructure-as-code deployment of Cloudflare services when you need immediate URL feedback and scripted setup.

docx · Programmatically generating professional Word documents with complex formatting (TOC, headings, styled lists, page breaks) when manual editing is infeasible.

architecture-knowledge-graph · Creating an auditable, queryable service map across multiple repos when you need to track deployment units and their communication patterns.

cloudflare-orchestrator · Unblocking a Cloudflare user who knows what they want to build but not which skill/service to use.

esm · Computing per-residue embeddings for downstream ML tasks (docking, binding prediction, active-site detection) when you need a pretrained protein encoder.

excalidraw-diagram-design · Creating hand-drawn style system diagrams when you want visual clarity without the stiffness of Visio or PlantUML.

cloudflare · Quick reference for common Cloudflare questions when you don't need specialized skill depth.

etetoolkit · Comparative genomics and phylogenetic analysis when you need programmatic tree manipulation and statistical summaries.

flowzap-diagrams · Quickly iterating on process flowcharts and decision trees when you need automatic layout and export.

code-tour · Onboarding developers or documenting complex code patterns when linear documentation is insufficient.

exa-search · Finding technical references, research papers, and blog posts when keyword search is too literal.

2293-commands_b3537439 · Legacy command execution when no more specific skill is available.

codebase-onboarding · Bootstrapping documentation for an unfamiliar codebase when you need structure before reading individual files.

exploratory-data-analysis · Quickly understanding data distribution, correlations, and anomalies before modeling when you need visual and statistical summaries.

coding-agent · Rapidly bootstrapping code or refactoring when you have a clear spec and want to avoid manual boilerplate.

flowio · Flow cytometry experiments requiring FCS file parsing and event data extraction.

accessibility-aggregation · Building comprehensive open chromatin maps from multiple ATAC-seq and DNase-seq experiments.

fluidsim · High-performance computational fluid dynamics simulations with pseudospectral methods.

batch-analysis · Quality screening and comparison across 5+ ENCODE experiments simultaneously.

generate-image · Creating visual assets and artwork when technical diagrams are not needed.

geniml · Unsupervised learning on genomic interval data, region embeddings, and single-cell ATAC analysis.

cellxgene-context · Resolving cell-type contributions to bulk ENCODE regulatory signals using single-cell expression.

organization-batch-get-departments-skill · Fetching department metadata in bulk from Feishu (Lark) directory systems.

competitor-teardown · Structured competitive analysis comparing positioning, messaging, and channel behavior.

geomaster · Geospatial workflows spanning satellite imagery, GIS operations, and spatial ML across 70+ topics.

cite-encode · Formatting citations for ENCODE datasets and publications consistently.

compose-multiplatform-patterns · Building reusable UI component patterns for web and mobile platforms simultaneously.

geopandas · Vector geospatial data operations (shapefiles, GeoJSON) with spatial joins and analysis.

clinvar-annotation · Annotating genomic variants with ClinVar pathogenicity and frequency data.

composition-patterns · Documenting and testing reusable component composition architectures.

get-available-resources · Discovering available cloud resources and capabilities programmatically.