The library

pylabrobot · Using pylabrobot when it is the specialized tool

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

data-throughput-accelerator · When pipeline throughput is the bottleneck and data correctness must be auditable via hard counts.

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.

pymoo · When you need to explore trade-offs among 2+ conflicting objectives and choose based on domain knowledge.

bluebubbles · When you need to bot/automate iMessage conversations without native Mac integration.

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

pyopenms · When you need end-to-end proteomics analysis with feature detection and ID integration.

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.

dbos-golang · When you need exactly-once, fault-tolerant orchestration for multi-step operations in Go.

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

dbos-python · When you need exactly-once, fault-tolerant orchestration for multi-step operations in Python.

pytorch-lightning · When you want to scale PyTorch training across GPUs without rewriting boilerplate.

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

dbos-typescript · When you need exactly-once, fault-tolerant choreography in TypeScript backends.

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.

qiskit · When you need to prototype or run quantum algorithms without manual pulse/hardware programming.

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.

qutip · Studying master equations, decoherence, cavity QED, quantum optics where unitary evolution is insufficient.

expo-modules · Calling native iOS code from React Native using Expo's official Modules API.

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

deployment-patterns · Specialized task requiring Deployment Patterns expertise

design-orchestrator · Specialized task requiring Design Orchestrator expertise

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

TCA Destroyer · Specialized task requiring Tca Destroyer expertise

design-system · Specialized task requiring Design System expertise

refactoring-codebase · Specialized task requiring Refactoring Codebase expertise

devcontainer-setup · Specialized task requiring Devcontainer Setup 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

developing-tauri-plugins · Extending Tauri applications with native functionality across desktop and mobile platforms

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