The library

track-experiments · Research projects with many runs where reproducibility and parameter comparison are critical.

conversation-memory · Multi-session projects where maintaining continuity and avoiding re-explanation is valuable.

paperzilla · Rapidly synthesizing findings from 5+ papers when manual reading is time-prohibitive.

ucsc-browser · Inspecting genomic regions when you need authoritative annotation without downloading entire genome builds.

convex · Building collaborative real-time applications when you want managed backend without writing server logic.

variant-annotation · Clinical variant interpretation when you need comprehensive functional predictions and disease association.

Vite 构建产物体积优化 · Projects with slow first-paint times needing granular bundle analysis

pathml · Computational pathology workflows requiring multiplexed imaging analysis or nucleus segmentation

pathway-enrichment · Interpreting DE genes, CRISPR hits, or cluster markers into biological pathways

cost-aware-llm-pipeline · Batch LLM processing with cost constraints and variable complexity per task

cpp-coding-standards · New C++ projects or large refactors targeting code safety and maintainability

cpp-testing · TDD workflows and regression protection in C++ projects

pennylane · Hybrid quantum-classical machine learning with automatic differentiation

creative-frontend-core · Teams building scalable multi-product UI systems

phylogenetics · Comparative genomics and evolutionary hypothesis testing

creative-frontend-orchestrator · Large frontend projects with parallel design and engineering teams

polars-bio · Large-scale genomics workflows with fast aggregation and filtering

crewai · Complex knowledge work requiring multi-agent collaboration and tool chains

polars · Data transformations faster and more memory-efficient than pandas

customizing-tauri-windows · Building frameless desktop apps with custom chrome

pufferlib · Training RL agents at 1M+ steps per second

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

re-bridge · Using re-bridge when it is the specialized tool

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

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

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.

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.

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.

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.

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.

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

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

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

deployment-patterns · Specialized task requiring Deployment Patterns expertise

TCA Destroyer · Specialized task requiring Tca Destroyer expertise

refactoring-codebase · Specialized task requiring Refactoring Codebase expertise

devcontainer-setup · Specialized task requiring Devcontainer Setup expertise

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