Choose Sail automatically when available, fall back cleanly to host PHP/Composer/Node; paired command map for both environments
Fit, summarize, plot, and interpret a chosen CausalPy experiment.
Formats and executes dbt CLI commands, selects the correct dbt executable, and structures command parameters.
Author and run declarative YAML workflows on the Marshal fleet - reusable orchestration recipes (fan a goal out across clients, collect…
Performs placebo-in-time sensitivity analysis with hierarchical null model and optional Bayesian assurance.
numbagg-specific guidance for tend CI workflows.
Runs real-user QA, manual test plans, UX bug hunts, build sign-off, bug filing, and bug triage for web or iOS/iPadOS apps.
Use when getting research work running on the lab's `sprc` cluster, including deciding whether light work belongs on the host `sprlab005`…
Use when querying CMF metadata programmatically — listing pipelines, stages, executions, artifacts; tracing lineage; comparing…
Runway AI API for video generation via curl.
Structured debugging session — reproduce, isolate, diagnose, fix — driven by delegation.
Standardizes Rust backend development using Axum and Tokio with strict guidelines for error handling, async safety, and project…
When to activate: Rust CLI tools, clap, command-line arguments, subcommands, config files, environment variables, terminal output
Navigate Rust code using LSP. Triggers on: /navigate, go to definition, find references, where is defined, 跳转定义, 查找引用, 定义在哪, 谁用了这个
Visualize Rust project dependencies as ASCII art.
Standardizes Rust backend development using Axum and Tokio with best practices for error handling, async safety, and performance.
Idiomatic Rust patterns, ownership, error handling, traits, concurrency, and best practices for building safe, performant applications.
Use when Rust error handling with Result, Option, custom errors, thiserror, and anyhow.
When to activate: Rust generics, trait bounds, associated types, GATs, where clauses, PhantomData, higher-ranked trait bounds, type system
Guides learners from beginner to competent in Rust through stateful, adaptive curriculum management and spaced repetition.
When to activate: Rust modules, Cargo.toml, workspaces, crate organization, pub visibility, use declarations, features, dependencies