The library

finalize · When you've built a feature through iterations and want to remove all experimental branches

sync · When you need to apply pending migrations and verify database consistency

reins-add-constraint · When you need to add new validation/constraint rules to control system behavior

validate · When you need a quick sanity check across linting, types, and tests

query-intel · When you need quick background facts on a person or company for context

steering · When you're stuck in a decision loop and need structured guidance toward resolution

gsd:spec-phase · Phases requiring structured ambiguity scoring and SPEC.md gating before discuss-phase.

build · Xcode projects targeting multiple platforms with distribution-specific build variants.

gsd:profile-user · Teams tracking developer behaviors to personalize Claude responses across sessions.

forty-five.layout · MoonShine apps needing sidebar/topbar layouts with proper Blade component structure.

sdd-spec · Features requiring Socratic spec refinement, codebase contract construction, and ambiguity gates.

docker-publish · Docker images needing multi-platform (amd64/arm64) builds with manifest verification.

team-build · Plan-driven features with orchestrated builders, testers, and validators with fix routing.

review-agent · PRs requiring acceptance criteria validation and architectural compliance checks.

start-mega-workflow · GitHub issue backlogs needing parallel conductor execution across multiple batches.

fly · Fly.io deployments needing secrets management, logs streaming, and machine status.

gsd:plan-phase · Project phases requiring research integration, verification loops, and plan atomicity.

dataflow-audit · ROS 2 systems needing inter-node dataflow analysis with QoS and TF chain validation.

lint · Projects using ruff for code formatting and linting with auto-fix support.

graphify-update · Codebases needing incremental graph updates with sensitive-file validation.

draft-changelog · Releases requiring both user-facing and technical changelog entries with versioning.

teach · Students preparing for specific certs with analogies tuned to their background.

hotfix · Production bugs requiring rapid patching, validation, and atomic commits.

ingest · Content libraries needing semantic extraction and vault indexing with deduplication.

review · Code changes requiring quality audits, architecture review, and compliance checks.

handoff · Project transitions requiring context handoff and recipient task backlog preparation.

lessons · Recording discoveries and learnings during active development without breaking flow

OPSX: Apply · Structured multi-step feature implementation with artifact-based requirements and mid-flight design iteration

OPSX: Archive · Formal closure of a workflow change with audit trail and optional spec propagation to main

OPSX: Propose · Rapid capture of a new feature idea with complete artifact skeleton, ready for implementation

implement · Python feature development where test coverage and code quality are enforced from the start

run-build · Delegating implementation work from a coordinator to a specialist agent in a mobile workflow

monitor-mr · Autonomous completion of MR/PR feedback loop from review comments through CI green

ralph-loop · Resuming a multi-story software delivery where some stories have mid-attempt feedback and CI integration is critical

risk-review · Proactive identification of project showstoppers and hidden assumptions before they derail delivery

remediate-dependabot-alerts · Batch remediation of security vulnerabilities with comprehensive breaking-change migration and test validation

ntag424-plan · Scoping and designing NFC tag security before implementation (authentication, access control, loyalty)

sync-schemas · Iterative tightening of schemas to match real data without losing type strictness

new-skill · Rapid skill creation with automatic indexing and discoverable frontmatter

sales-skill · Ad-hoc execution of individual sales workflow skills with real-time UI updates

cozempic · Slimming bloated sessions without losing critical context, enabling longer conversations in constrained token budgets

schema-validation · Centralized routing for plugin marketplace and schema validation across multiple backends

analyst · Exploratory investigation of datasets when the question is broad (profile, compare, find patterns) vs narrow hypothesis testing

code-reviewer · Structured peer review of code changes before merge, catching bugs and style violations early

data-engineer · Building reliable, tested data infrastructure when source systems are messy or heterogeneous

ml-engineer · End-to-end model development from data to evaluation when baselines and production requirements are specified

tech-lead · Complex features requiring coordination across data, model, and deployment teams.

backend-engineer · Building type-safe backend services with validated request/response contracts.

code-reviewer · Catching bugs, security issues, and style violations before merge.

devops-engineer · Building reproducible deployments with automated CI/CD pipelines.