The library

rss-add · Building tech-weekly collections from multiple RSS feeds with automatic categorization and no manual file creation.

bump-ruby-wasm · Coordinated Ruby patch bumps in Rails+WASM projects where version changes cascade across build config, Rust toolchain, and CI cache invalidation.

debug-pipeline · Rapid triage of multi-stage data pipeline failures in production with clear diagnostic separation per pipeline stage.

check-security · Pre-launch or post-incident Flutter security audits with scored rubric and priority-ranked remediations tailored to French/multilingual teams.

library · Centralized contract clause and document management with full lifecycle (approval → deprecation → archive) and semantic search across large clause libraries.

deslop · Pre-merge cleanup of AI-generated code that introduced verbose comments, unnecessary error handling, or type-unsafe patterns inconsistent with codebase norms.

speckit.implement · Large feature implementations with interdependent tasks, spec-driven contracts, and multi-stage quality gates (setup, test, build, integration, polish).

memcord-read · Quick memory retrieval during a session without manual slot name specification when project binding is configured.

pwned · Structured post-exploitation of compromised systems with automated privilege escalation detection, credential harvesting, and domain reconnaissance.

new-dmn-check · Rapid scaffold of new DMN-based business rules (eligibility checks) with corresponding API tests in library-api without manual XML/Bruno setup.

fix-build · Quick resolution of typical TypeScript type errors in AxioDB builds without deep language knowledge.

spec-init · Creating language-agnostic single-source-of-truth specifications for new projects with enforced contracts and versioning.

import-sprint-story · Bulk history extraction from Azure DevOps sprints with complete revision tracking and external relations (commits, PRs) for archival or migration.

2_research · Objective technical investigations in large codebases requiring evidence-based answers to specific architectural or behavioral questions.

teaching · When you need structured, calibrated teaching with progress tracking and real-time Q&A capture

tasks-spec · When you have a feature design doc and need to break it into parallel-executable LLM-friendly tasks

brainstorm · When you want structured criticism and risk analysis BEFORE coding anything

coverage · When you must enforce 100% coverage on safety-critical functions (tree operations)

jira:prepare · When you need to break a large Jira epic into executable subtasks WITH a design doc in Confluence

build-debug · When you need incremental Debug builds to test changes without Release overhead

feedback · When you have GitHub review feedback and want to apply fixes and mark comments resolved

devlyn.resolve · When you have a mysterious bug and need deep root-cause analysis with test-driven validation

hallucination-check · When LLM-generated PRs add new framework names and you need to catch AI hallucinations before merge

mdd · When you want to enforce documentation-first, test-first development with clear contracts

deep-research · When you need a deep, multi-source, fact-checked research report with confidence gates

incident · When you have a production incident and need to create properly-escalated tickets immediately

close-day · When you need a complete end-of-day wrap with email→meeting routing, transcript capture, and prep

create-pr · When you have UI changes committed and want to auto-generate desktop+mobile screenshots in the PR

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.

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.