The library

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.

ox · Maintaining team coding standards and recording agent execution traces when working in a SageOx-enabled team project.

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

fi · Marking a sprint or phase complete by bundling build verification, documentation updates, dialog export, and git history into a single protocol.

ui · Browsing and managing Claude Code dialogs in a browser interface when command-line export is insufficient or team collaboration is needed.

es · Grounding agent fact-checking in explicit evidence standards when making claims, combining project-agnostic and project-specific validation rules.

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.

bg · Autonomous grinding through a priority-sorted issue queue without pausing between tasks, ideal for high-volume bug triage or feature checklists.

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.

ws · Monitoring current project phase and task progress.

wb · Discovering customer needs before building solutions.

mr · Summarizing branch changes for peer review.

po · Managing product backlog and feature documentation.

ts · Switching between compact and full view modes.

kb · Storing and retrieving project documentation.

x · Quick code exploration, one-line fixes, research without PM ceremony.

p · Creating tracked work items with clear acceptance criteria, subtask support, and OSS-safe PM artifacts.

s · Transitioning a planned task into in-progress with branch setup and status tracking.

w · Preserving session knowledge, decisions, and next steps before memory reset or long breaks.

st · Fast status check without scanning vault or task files.

gh · Keeping internal task tracking synchronized with public GitHub Issues as single source of truth.

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

ba · Solutioning Claude Code Config Manager features through multi-expert analysis and wireframe-driven design.

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.

s · Turning vague feature ideas into testable specifications with clear acceptance criteria.

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

ga · Music theory chord lookups and diatonic key analysis with natural language parsing.

kb · Answering personal/project questions by querying a populated knowledge graph with citations.

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.

l · Loading workspace state and context for the current session.

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

go · Continuing multi-session work when Claude Code context window resets.

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

keb · Determining if a flagged rule is a real bug, deliberate pattern, or framework limitation.

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

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

ux · Comprehensive accessibility auditing against 10 usability heuristics + WCAG.

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