The library

dashboard · DevOps teams and engineering leads setting up project health dashboards for visibility on CI/CD, code quality, and infrastructure.

report · Tech leads and engineering managers running quarterly health reviews who want a one-page snapshot of code quality, velocity, and dependency health.

pr · One-command workflow to atomically format, stage, and push a PR without manual git steps.

Q · MCP-first code intelligence queries when you need call/def/ref across the whole codebase without manual grep.

qa · Verifying semantic and regex search implementations work correctly across all file types and languages without blocking or pagination bugs.

cr · Catching language-specific bugs and design issues before commit by applying both project-local and generic review profiles to changed code.

ci · Testing a Haskell-to-Rocq compiler change locally before pushing by running the exact GitHub Actions workflow steps without Docker.

av · Programmatically launching and controlling multiple AI agent sessions without TUI overhead when orchestrating batch work or CI/CD-driven agent tasks.

pr · Separating code review (clean diff) from planning artifact archiving, allowing reviewers to focus on implementation while preserving design rationale as write-once history.

rlm · Deep codebase analysis on large repositories requiring multi-level reasoning without manual context pruning, routing models and tool access by depth/effort.

db · Quick ad-hoc database queries during development when Docker Compose is the deployment model and CLI access is faster than GUI tools.

qf · Gate code commits and PRs by enforcing type safety, linting, and RDO-specific conventions (database, auth, MUI Grid v2) before review.

up · Synchronizing new project or environment preferences across all AI tools (Claude, Codex, Gemini, Cursor) in a single command.

dev · Routing developer tasks to the right specialist agent (debug, review, refactor, commit, PR) without manual agent selection overhead.

wt · Isolating work on individual GitHub issues using git worktrees, avoiding context switching between branches in a single checkout.

rr · Systematically resolving PR review feedback without missing any comment or thread, ensuring all reviewer notes are addressed before merge.

bx · Quickly capturing ad-hoc tasks as tracked beads before implementing them, ensuring nothing is lost and all work has an audit trail.

sc · Bundling file staging and commit creation into a single operation when no complex git workflow (rebase, cherry-pick) is needed.

wb · Discovering customer needs before building solutions.

mr · Summarizing branch changes for peer review.

app-testing-loop · Continuous testing and validation of features.

review · Finding correctness issues in code diffs.

pub · Automating multi-architecture macOS app releases without manual confirmation steps.

ml · Initializing domain context for Earth Engine geospatial and time-series forecasting work.

aw · Ensuring AI-generated code changes actually work in production before shipping user-facing features.

codexreview · Finding hidden security vulnerabilities and data integrity bugs in adversarial code review mode.

adr · Documenting architecture decisions and their trade-offs in a searchable, versioned format.

councilreview · Running deep cross-domain code audits by independent experts to catch issues single reviewers miss.

p · Converting approved specifications into technical plans with data models and implementation guides.

ci · Blocking pre-merge commits that fail coverage, lint, or compilation checks.

go · Complete feature lifecycle from branching through PR without manual tool-switching.

cm · Generating conventional commit messages that match project style from staged changes.

anti-pattern-czar · Systematically fixing error-handling smells (swallowed exceptions, missing logging) in existing code.

pr · Opening pull requests with pre-filled templates and summary sections.

dev · Starting local development server with environment setup.

wt · Running workflow task definitions and automation routines.

i · Bootstrapping new projects with research, design, and implementation scaffolding.

sf · Launching parallel cleanup agents before committing code to catch 8+ common patterns.

jj · Decomposing diffs into logical commits using Jujutsu VCS conventions.

prepare-release · Automating release gating and version bumps in CI-friendly environments.

pd · Fast on/off toggle for installed plugins without full command lookup.

wt · Isolating task branches in separate work directories with built-in context.

web · Building reactive views and interactive editors in modern Svelte codebases.

c · Fast codebase orientation using large-context language model analysis.

task · Breaking large multi-session features into sequential phases within context limits.

trace-config · Understanding how OpenShift install config fields flow through validation pipelines.

multi · Getting comprehensive perspectives from multiple AI models on high-stakes decisions.

clean · Safe, intelligent removal of drifted sessions, dead code, and stale documents.

code-review · Reviewing compiler IR transformations, codegen, and language spec changes.

audit · Validating that all API, makefile, file, and agent references in Claude Code config are current.