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Integrates Firebase Crashlytics into Flutter apps. Use when setting up crash reporting, handling fatal and non-fatal errors, customizing crash reports with keys/logs/user identifiers, or configuring o…
Guidelines and templates for writing effective unit tests with XCTest, including test-driven development practices and mocking techniques.
Functional annotation and taxonomy inference from sequence homology.
SOLID principles for Rust 2024+. Files < 100 lines, traits separated, modular architecture. Modules MANDATORY.
Read and manipulate Flow Cytometry Standard (FCS) files. Covers loading data, accessing parameters, and basic data exploration. Use when loading and inspecting flow or mass cytometry data before prepr…
Merge extract-rules output from multiple projects into a unified portable rule set. Promotes .local.md patterns shared across projects. Use when creating organization-wide coding standards, merging te…
Use when developing BigQuery Dataform transformations, SQLX files, source declarations, or troubleshooting pipelines - enforces TDD workflow (tests first), ALWAYS use ${ref()} never hardcoded table pa…
Comprehensive financial audit tool for balance sheets and income statements. Use when Claude needs to verify balance sheet equilibrium, validate income statement items against detail records, track ac…
Uses the Mocktail package for mocking in Flutter/Dart tests. Use when creating mocks, stubbing methods, verifying interactions, registering fallback values, or deciding between mocks, fakes, and real …
Systematically review and understand old code, data, and analysis files. For reviving old projects, auditing inherited code, or preparing for R&R. Triggers: 'what does this old code do', 'understand t…
Perform metagenomic binning, refinement, and QC with completeness/contamination checks.
This skill should be used when the user asks to "analyze skill quality", "evaluate this skill", "review skill quality", "check my skill", or "generate quality report". Evaluates local skills across de…
Critically review terminal user interfaces for UX quality, responsiveness, visual design, and interactivity. Use when asked to "review my TUI", "test my TUI UX", "audit my terminal UI", "check TUI res…
Evaluate plugin commands, agents, and skills against Anthropic Constitution principles. Score alignment on reasoning-based vs rule-based instruction spectrum, identify improvement opportunities. Use w…
Use when the user wants to configure quality evaluation settings — set scoring thresholds, dimension weights, auto-reject rules, or content-type-specific quality standards.
MANDATORY for ALL database work. Invoke before modifying schemas, queries, or migrations.
Uses the Mockito package for mocking in Flutter/Dart tests. Use when generating mocks, stubbing methods, verifying interactions, capturing arguments, or deciding between mocks, fakes, and real objects…
Run all quality checks and produce a single dated report before submission or sharing. Triggers: 'ready to submit', 'final check before sending'. Not for early drafts — use /proofread for quick checks…
Ingest, QC, and map reads with reproducible outputs. Use for raw read processing and coverage stats.
Decompose genetic effects into direct and indirect paths through mediating variables using the mediation R package. Tests whether gene expression, methylation, or other molecular phenotypes mediate th…
Specialized testing for React applications using TanStack ecosystem (Query, Router, Table, Form) with Vite and Vitest. Use when testing React + TanStack apps, mocking server state, testing router, or …
Generate structured, hallucination-proof code walkthroughs using Showboat. Use when the user asks to "walk me through this code", "explain this codebase", "create a walkthrough", "document how this wo…
Use when implementing hooks that BLOCK invalid actions, creating quality gates for state transitions, or enforcing tested:true verification. Load when designing enforcement mechanisms. Uses exit code …
MANDATORY for ALL Oban work. Invoke before writing workers or enqueuing jobs.