Enforces feature state as one Notifier/AsyncNotifier/StreamNotifier ViewModel over an immutable state value with value equality, private…
React Query and Zustand patterns for state management.
Use to enforce PNAS Nexus's statistics and reproducibility reporting — n and replication, test choice and assumptions, effect sizes with…
Inspect watermarks, batches, document families, isolates, candidates, and formal-store health.
Inspect, debug, and inject custom code into a running Steam client — desktop (macOS, Linux, Windows) or Steam Deck over the network…
Senior engineer + mental-health billing expert for the Stedi clearinghouse integration.
Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server.
Comprehensive molecular biology toolkit.
Unified Python interface to 40+ bioinformatics services.
Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum…
Create safety-bounded draft structures and run local deterministic checks for clinical case, diagnostic, trial, safety, and aggregate…
Constraint-based metabolic modeling (COBRA).
Query the CZ CELLxGENE Census programmatically for versioned public single-cell and spatial transcriptomics data.
Distributed computing for larger-than-RAM pandas/NumPy workflows.
Review one selected branch, WIP, staged or since-X diff, PR, or fixed implementation candidate read-only for concrete correctness and…
Explicit-only investigation and optional causal fix for hard, intermittent, performance, environment-only, production-only, or otherwise…
Resolve or capture project-specific domain meaning, invariants, bounded contexts, relationships, or an already-settled ADR candidate.
Align, build, review, harden, or operate a production or reproducibility-bound machine-learning system across project purpose, data and…
Inspect or resolve an active conflicted merge, rebase, cherry-pick, revert, or unmerged index.
Simplify one user-selected existing-code target without changing accepted behavior.
Test-driven development. Use only when the user explicitly requests TDD, test-first work, or RED-GREEN-REFACTOR, or applicable repository…