The library

language-tutor · Delivering adaptive language learning with feedback

dart-flutter-patterns · Writing testable null-safe Flutter apps

pydeseq2 · RNA-seq differential expression with multi-factor designs

dashboard-builder · Creating operational dashboards answering real questions

pydicom · Processing medical DICOM images without manual parsing

data-quality-frameworks · Using data-quality-frameworks when it is the specialized tool

data-storytelling · Turning data into persuasive visual narratives

agentic-import · Using agentic-import when it is the specialized tool

data-structure-protocol · Using data-structure-protocol when it is the specialized tool

pymatgen · Using pymatgen when it is the specialized tool

pymc · When you need quantified uncertainty in a statistical model and can validate priors beforehand.

database-migrations · When you must alter production schema without downtime and need to prove rollback works.

databases-data-core · When designing schema or picking a store—stops you from solving the wrong problem with the wrong engine.

handoff-log-update · When an agent completes work and must notify the next owner with context.

databases-data-orchestrator · When a user asks a data question but hasn't specified which database engine or skill they need.

pysam · When you need to integrate BAM, VCF, and FASTA data in a bioinformatics pipeline.

ce-rtd-writer · When you need consistent, searchable documentation with correct toctree integration.

pytdc · When you need to extract trends and seasonality from time-series data without manual feature engineering.

sibyl-self-healer · When you need proactive self-healing without manual incident response.

pyzotero · When you need to integrate Zotero references into a research pipeline or citation system.

dbt-transformation-patterns · When you need reproducible, documented, version-controlled analytics transformations.

readme-polish · Junior developer needs guidance documenting setup, installation, and usage steps clearly.

debugging-tauri-apps · Tauri app misbehaves and developer needs breakpoints, WebView inspection, or Rust backtraces wired up immediately.

deep-research · User wants thorough, cited research on any topic beating single web search with multi-source verification.

rdkit · Drug discovery requiring fine-grained molecular control: SMILES parsing, descriptors, fingerprints, reactions, stereochemistry.

deepread-ocr · Extracting structured data from invoices, forms, receipts where 90% auto-extraction + 10% human review beats 100% manual.

defi-amm-security · Auditing or writing an AMM, liquidity pool, or swap contract to catch reentrancy, CEI violations, donation attacks.

rowan · Running medicinal-chemistry pipelines (pKa, docking, conformers, MD) without maintaining local HPC or GPU infrastructure.

describe-steps-file · Documenting implementation roadmaps where step order, dependencies, and observable completion matter.

deploy-to-vercel · Getting preview deployments live with git-push automation and proper long-term Vercel project linking.

scanpy · Specialized task requiring Scanpy expertise

custom-status · Specialized task requiring Custom Status expertise

design-orchestrator · Specialized task requiring Design Orchestrator expertise

scientific-critical-thinking · Specialized task requiring Scientific Critical Thinking expertise

design-system · Specialized task requiring Design System expertise

refactoring-codebase · Specialized task requiring Refactoring Codebase expertise

project-documentation · Onboarding engineers quickly with comprehensive structure and component documentation

scientific-visualization · Publishing figures in peer-reviewed journals where colorblind accessibility and resolution matter

MOVA: finish_branch_v1 (wrapper) · Automating branch readiness checks before pull request creation via Codex

devops-infra-core · Establishing consistent safety practices across heterogeneous infrastructure tooling

scikit-bio · Analyzing microbiome or phylogenetic data with built-in ecology metrics and tree operations

devops-infra-orchestrator · Routing infrastructure work to the right specialist tool without naming the layer

scikit-learn · Building classical machine learning pipelines with interpretable algorithms and robust evaluation

scikit-survival · Time-to-event modeling where censored observations are common in observational studies

discord · Integrating Discord messaging into systems where lightweight REST-based access is preferred

scvelo · Inferring cell state transitions and RNA velocity from scRNA-seq experiments

SwiftUI Visual Verifier · Ensuring SwiftUI interfaces render correctly across device sizes and orientations

webshop-search-executor · Finding products across multiple online retailers with structured search

seaborn · Creating statistical plots with minimal code and publication-quality defaults

paperless · Organizing and retrieving documents without proprietary commercial software